id sid tid token lemma pos cord-302553-d0hk4ipg 1 1 key key NN cord-302553-d0hk4ipg 1 2 : : : cord-302553-d0hk4ipg 2 1 cord-302553-d0hk4ipg cord-302553-d0hk4ipg NNP cord-302553-d0hk4ipg 2 2 authors author NNS cord-302553-d0hk4ipg 2 3 : : : cord-302553-d0hk4ipg 2 4 Shan Shan NNP cord-302553-d0hk4ipg 2 5 , , , cord-302553-d0hk4ipg 2 6 Siqing Siqing NNP cord-302553-d0hk4ipg 2 7 ; ; : cord-302553-d0hk4ipg 2 8 Yan Yan NNP cord-302553-d0hk4ipg 2 9 , , , cord-302553-d0hk4ipg 2 10 Qi Qi NNP cord-302553-d0hk4ipg 2 11 ; ; : cord-302553-d0hk4ipg 2 12 Wei Wei NNP cord-302553-d0hk4ipg 2 13 , , , cord-302553-d0hk4ipg 2 14 Yigang Yigang NNP cord-302553-d0hk4ipg 2 15 title title NN cord-302553-d0hk4ipg 2 16 : : : cord-302553-d0hk4ipg 3 1 Infectious infectious JJ cord-302553-d0hk4ipg 3 2 or or CC cord-302553-d0hk4ipg 3 3 Recovered recover VBN cord-302553-d0hk4ipg 3 4 ? ? . cord-302553-d0hk4ipg 4 1 Optimizing optimize VBG cord-302553-d0hk4ipg 4 2 the the DT cord-302553-d0hk4ipg 4 3 Infectious Infectious NNP cord-302553-d0hk4ipg 4 4 Disease Disease NNP cord-302553-d0hk4ipg 4 5 Detection Detection NNP cord-302553-d0hk4ipg 4 6 Process Process NNP cord-302553-d0hk4ipg 4 7 for for IN cord-302553-d0hk4ipg 4 8 Epidemic Epidemic NNP cord-302553-d0hk4ipg 4 9 Control Control NNP cord-302553-d0hk4ipg 4 10 and and CC cord-302553-d0hk4ipg 4 11 Prevention Prevention NNP cord-302553-d0hk4ipg 4 12 Based Based NNP cord-302553-d0hk4ipg 4 13 on on IN cord-302553-d0hk4ipg 4 14 Social Social NNP cord-302553-d0hk4ipg 4 15 Media Media NNP cord-302553-d0hk4ipg 4 16 date date NN cord-302553-d0hk4ipg 5 1 : : : cord-302553-d0hk4ipg 5 2 2020 2020 CD cord-302553-d0hk4ipg 5 3 - - HYPH cord-302553-d0hk4ipg 5 4 09 09 CD cord-302553-d0hk4ipg 5 5 - - SYM cord-302553-d0hk4ipg 5 6 19 19 CD cord-302553-d0hk4ipg 5 7 journal journal NN cord-302553-d0hk4ipg 5 8 : : : cord-302553-d0hk4ipg 6 1 Int Int NNP cord-302553-d0hk4ipg 6 2 J J NNP cord-302553-d0hk4ipg 6 3 Environ Environ NNP cord-302553-d0hk4ipg 6 4 Res Res NNP cord-302553-d0hk4ipg 6 5 Public Public NNP cord-302553-d0hk4ipg 6 6 Health Health NNP cord-302553-d0hk4ipg 6 7 DOI doi NN cord-302553-d0hk4ipg 6 8 : : : cord-302553-d0hk4ipg 7 1 10.3390 10.3390 CD cord-302553-d0hk4ipg 7 2 / / SYM cord-302553-d0hk4ipg 7 3 ijerph17186853 ijerph17186853 NNP cord-302553-d0hk4ipg 7 4 sha sha NNP cord-302553-d0hk4ipg 8 1 : : : cord-302553-d0hk4ipg 8 2 83bd79de798245bc493913074433c22b22c287f8 83bd79de798245bc493913074433c22b22c287f8 CD cord-302553-d0hk4ipg 8 3 doc_id doc_id CD cord-302553-d0hk4ipg 8 4 : : : cord-302553-d0hk4ipg 8 5 302553 302553 CD cord-302553-d0hk4ipg 8 6 cord_uid cord_uid NNS cord-302553-d0hk4ipg 8 7 : : : cord-302553-d0hk4ipg 9 1 d0hk4ipg d0hk4ipg LS cord-302553-d0hk4ipg 9 2 Detecting detect VBG cord-302553-d0hk4ipg 9 3 the the DT cord-302553-d0hk4ipg 9 4 period period NN cord-302553-d0hk4ipg 9 5 of of IN cord-302553-d0hk4ipg 9 6 a a DT cord-302553-d0hk4ipg 9 7 disease disease NN cord-302553-d0hk4ipg 9 8 is be VBZ cord-302553-d0hk4ipg 9 9 of of IN cord-302553-d0hk4ipg 9 10 great great JJ cord-302553-d0hk4ipg 9 11 importance importance NN cord-302553-d0hk4ipg 9 12 to to IN cord-302553-d0hk4ipg 9 13 building build VBG cord-302553-d0hk4ipg 9 14 information information NN cord-302553-d0hk4ipg 9 15 management management NN cord-302553-d0hk4ipg 9 16 capacity capacity NN cord-302553-d0hk4ipg 9 17 in in IN cord-302553-d0hk4ipg 9 18 disease disease NN cord-302553-d0hk4ipg 9 19 control control NN cord-302553-d0hk4ipg 9 20 and and CC cord-302553-d0hk4ipg 9 21 prevention prevention NN cord-302553-d0hk4ipg 9 22 . . . cord-302553-d0hk4ipg 10 1 This this DT cord-302553-d0hk4ipg 10 2 paper paper NN cord-302553-d0hk4ipg 10 3 aims aim VBZ cord-302553-d0hk4ipg 10 4 to to TO cord-302553-d0hk4ipg 10 5 optimize optimize VB cord-302553-d0hk4ipg 10 6 the the DT cord-302553-d0hk4ipg 10 7 disease disease NN cord-302553-d0hk4ipg 10 8 surveillance surveillance NN cord-302553-d0hk4ipg 10 9 process process NN cord-302553-d0hk4ipg 10 10 by by IN cord-302553-d0hk4ipg 10 11 further further RB cord-302553-d0hk4ipg 10 12 identifying identify VBG cord-302553-d0hk4ipg 10 13 the the DT cord-302553-d0hk4ipg 10 14 infectious infectious JJ cord-302553-d0hk4ipg 10 15 or or CC cord-302553-d0hk4ipg 10 16 recovered recovered JJ cord-302553-d0hk4ipg 10 17 period period NN cord-302553-d0hk4ipg 10 18 of of IN cord-302553-d0hk4ipg 10 19 flu flu NN cord-302553-d0hk4ipg 10 20 cases case NNS cord-302553-d0hk4ipg 10 21 through through IN cord-302553-d0hk4ipg 10 22 social social JJ cord-302553-d0hk4ipg 10 23 media medium NNS cord-302553-d0hk4ipg 10 24 . . . cord-302553-d0hk4ipg 11 1 Specifically specifically RB cord-302553-d0hk4ipg 11 2 , , , cord-302553-d0hk4ipg 11 3 this this DT cord-302553-d0hk4ipg 11 4 paper paper NN cord-302553-d0hk4ipg 11 5 explores explore VBZ cord-302553-d0hk4ipg 11 6 the the DT cord-302553-d0hk4ipg 11 7 potential potential NN cord-302553-d0hk4ipg 11 8 of of IN cord-302553-d0hk4ipg 11 9 using use VBG cord-302553-d0hk4ipg 11 10 public public JJ cord-302553-d0hk4ipg 11 11 sentiment sentiment NN cord-302553-d0hk4ipg 11 12 to to TO cord-302553-d0hk4ipg 11 13 detect detect VB cord-302553-d0hk4ipg 11 14 flu flu NN cord-302553-d0hk4ipg 11 15 periods period NNS cord-302553-d0hk4ipg 11 16 at at IN cord-302553-d0hk4ipg 11 17 word word NN cord-302553-d0hk4ipg 11 18 level level NN cord-302553-d0hk4ipg 11 19 . . . cord-302553-d0hk4ipg 12 1 At at IN cord-302553-d0hk4ipg 12 2 text text NN cord-302553-d0hk4ipg 12 3 level level NN cord-302553-d0hk4ipg 12 4 , , , cord-302553-d0hk4ipg 12 5 we -PRON- PRP cord-302553-d0hk4ipg 12 6 constructed construct VBD cord-302553-d0hk4ipg 12 7 a a DT cord-302553-d0hk4ipg 12 8 deep deep JJ cord-302553-d0hk4ipg 12 9 learning learning NN cord-302553-d0hk4ipg 12 10 method method NN cord-302553-d0hk4ipg 12 11 to to TO cord-302553-d0hk4ipg 12 12 classify classify VB cord-302553-d0hk4ipg 12 13 the the DT cord-302553-d0hk4ipg 12 14 flu flu NN cord-302553-d0hk4ipg 12 15 period period NN cord-302553-d0hk4ipg 12 16 and and CC cord-302553-d0hk4ipg 12 17 improve improve VB cord-302553-d0hk4ipg 12 18 the the DT cord-302553-d0hk4ipg 12 19 classification classification NN cord-302553-d0hk4ipg 12 20 result result NN cord-302553-d0hk4ipg 12 21 with with IN cord-302553-d0hk4ipg 12 22 sentiment sentiment NN cord-302553-d0hk4ipg 12 23 polarity polarity NN cord-302553-d0hk4ipg 12 24 . . . cord-302553-d0hk4ipg 13 1 Three three CD cord-302553-d0hk4ipg 13 2 important important JJ cord-302553-d0hk4ipg 13 3 findings finding NNS cord-302553-d0hk4ipg 13 4 are be VBP cord-302553-d0hk4ipg 13 5 revealed reveal VBN cord-302553-d0hk4ipg 13 6 . . . cord-302553-d0hk4ipg 14 1 Firstly firstly RB cord-302553-d0hk4ipg 14 2 , , , cord-302553-d0hk4ipg 14 3 bloggers blogger NNS cord-302553-d0hk4ipg 14 4 in in IN cord-302553-d0hk4ipg 14 5 different different JJ cord-302553-d0hk4ipg 14 6 periods period NNS cord-302553-d0hk4ipg 14 7 express express VBP cord-302553-d0hk4ipg 14 8 significantly significantly RB cord-302553-d0hk4ipg 14 9 different different JJ cord-302553-d0hk4ipg 14 10 sentiments sentiment NNS cord-302553-d0hk4ipg 14 11 . . . cord-302553-d0hk4ipg 15 1 Blogger blogger NN cord-302553-d0hk4ipg 15 2 sentiments sentiment NNS cord-302553-d0hk4ipg 15 3 in in IN cord-302553-d0hk4ipg 15 4 the the DT cord-302553-d0hk4ipg 15 5 recovered recovered JJ cord-302553-d0hk4ipg 15 6 period period NN cord-302553-d0hk4ipg 15 7 are be VBP cord-302553-d0hk4ipg 15 8 more more RBR cord-302553-d0hk4ipg 15 9 positive positive JJ cord-302553-d0hk4ipg 15 10 than than IN cord-302553-d0hk4ipg 15 11 in in IN cord-302553-d0hk4ipg 15 12 the the DT cord-302553-d0hk4ipg 15 13 infectious infectious JJ cord-302553-d0hk4ipg 15 14 period period NN cord-302553-d0hk4ipg 15 15 when when WRB cord-302553-d0hk4ipg 15 16 measured measure VBN cord-302553-d0hk4ipg 15 17 by by IN cord-302553-d0hk4ipg 15 18 the the DT cord-302553-d0hk4ipg 15 19 interclass interclass NNP cord-302553-d0hk4ipg 15 20 distance distance NN cord-302553-d0hk4ipg 15 21 . . . cord-302553-d0hk4ipg 16 1 Secondly secondly RB cord-302553-d0hk4ipg 16 2 , , , cord-302553-d0hk4ipg 16 3 the the DT cord-302553-d0hk4ipg 16 4 optimized optimize VBN cord-302553-d0hk4ipg 16 5 disease disease NN cord-302553-d0hk4ipg 16 6 detection detection NN cord-302553-d0hk4ipg 16 7 process process NN cord-302553-d0hk4ipg 16 8 can can MD cord-302553-d0hk4ipg 16 9 substantially substantially RB cord-302553-d0hk4ipg 16 10 improve improve VB cord-302553-d0hk4ipg 16 11 the the DT cord-302553-d0hk4ipg 16 12 classification classification NN cord-302553-d0hk4ipg 16 13 accuracy accuracy NN cord-302553-d0hk4ipg 16 14 of of IN cord-302553-d0hk4ipg 16 15 flu flu NN cord-302553-d0hk4ipg 16 16 periods period NNS cord-302553-d0hk4ipg 16 17 from from IN cord-302553-d0hk4ipg 16 18 0.876 0.876 CD cord-302553-d0hk4ipg 16 19 to to IN cord-302553-d0hk4ipg 16 20 0.926 0.926 CD cord-302553-d0hk4ipg 16 21 . . . cord-302553-d0hk4ipg 17 1 Thirdly thirdly RB cord-302553-d0hk4ipg 17 2 , , , cord-302553-d0hk4ipg 17 3 our -PRON- PRP$ cord-302553-d0hk4ipg 17 4 experimental experimental JJ cord-302553-d0hk4ipg 17 5 results result NNS cord-302553-d0hk4ipg 17 6 confirm confirm VBP cord-302553-d0hk4ipg 17 7 that that IN cord-302553-d0hk4ipg 17 8 sentiment sentiment NN cord-302553-d0hk4ipg 17 9 classification classification NN cord-302553-d0hk4ipg 17 10 plays play VBZ cord-302553-d0hk4ipg 17 11 a a DT cord-302553-d0hk4ipg 17 12 crucial crucial JJ cord-302553-d0hk4ipg 17 13 role role NN cord-302553-d0hk4ipg 17 14 in in IN cord-302553-d0hk4ipg 17 15 accuracy accuracy NN cord-302553-d0hk4ipg 17 16 improvement improvement NN cord-302553-d0hk4ipg 17 17 . . . cord-302553-d0hk4ipg 18 1 Precise precise JJ cord-302553-d0hk4ipg 18 2 identification identification NN cord-302553-d0hk4ipg 18 3 of of IN cord-302553-d0hk4ipg 18 4 disease disease NN cord-302553-d0hk4ipg 18 5 periods period NNS cord-302553-d0hk4ipg 18 6 enhances enhance VBZ cord-302553-d0hk4ipg 18 7 the the DT cord-302553-d0hk4ipg 18 8 channels channel NNS cord-302553-d0hk4ipg 18 9 for for IN cord-302553-d0hk4ipg 18 10 the the DT cord-302553-d0hk4ipg 18 11 disease disease NN cord-302553-d0hk4ipg 18 12 surveillance surveillance NN cord-302553-d0hk4ipg 18 13 processes process NNS cord-302553-d0hk4ipg 18 14 . . . cord-302553-d0hk4ipg 19 1 Therefore therefore RB cord-302553-d0hk4ipg 19 2 , , , cord-302553-d0hk4ipg 19 3 a a DT cord-302553-d0hk4ipg 19 4 disease disease NN cord-302553-d0hk4ipg 19 5 outbreak outbreak NN cord-302553-d0hk4ipg 19 6 can can MD cord-302553-d0hk4ipg 19 7 be be VB cord-302553-d0hk4ipg 19 8 predicted predict VBN cord-302553-d0hk4ipg 19 9 credibly credibly RB cord-302553-d0hk4ipg 19 10 when when WRB cord-302553-d0hk4ipg 19 11 a a DT cord-302553-d0hk4ipg 19 12 larger large JJR cord-302553-d0hk4ipg 19 13 population population NN cord-302553-d0hk4ipg 19 14 is be VBZ cord-302553-d0hk4ipg 19 15 monitored monitor VBN cord-302553-d0hk4ipg 19 16 . . . cord-302553-d0hk4ipg 20 1 The the DT cord-302553-d0hk4ipg 20 2 research research NN cord-302553-d0hk4ipg 20 3 method method NN cord-302553-d0hk4ipg 20 4 proposed propose VBN cord-302553-d0hk4ipg 20 5 in in IN cord-302553-d0hk4ipg 20 6 our -PRON- PRP$ cord-302553-d0hk4ipg 20 7 work work NN cord-302553-d0hk4ipg 20 8 also also RB cord-302553-d0hk4ipg 20 9 provides provide VBZ cord-302553-d0hk4ipg 20 10 decision decision NN cord-302553-d0hk4ipg 20 11 making make VBG cord-302553-d0hk4ipg 20 12 reference reference NN cord-302553-d0hk4ipg 20 13 for for IN cord-302553-d0hk4ipg 20 14 proactive proactive JJ cord-302553-d0hk4ipg 20 15 and and CC cord-302553-d0hk4ipg 20 16 effective effective JJ cord-302553-d0hk4ipg 20 17 epidemic epidemic NN cord-302553-d0hk4ipg 20 18 control control NN cord-302553-d0hk4ipg 20 19 and and CC cord-302553-d0hk4ipg 20 20 prevention prevention NN cord-302553-d0hk4ipg 20 21 in in IN cord-302553-d0hk4ipg 20 22 real real JJ cord-302553-d0hk4ipg 20 23 time time NN cord-302553-d0hk4ipg 20 24 . . . cord-302553-d0hk4ipg 21 1 The the DT cord-302553-d0hk4ipg 21 2 traditional traditional JJ cord-302553-d0hk4ipg 21 3 infectious infectious JJ cord-302553-d0hk4ipg 21 4 disease disease NN cord-302553-d0hk4ipg 21 5 detection detection NN cord-302553-d0hk4ipg 21 6 process process NN cord-302553-d0hk4ipg 21 7 is be VBZ cord-302553-d0hk4ipg 21 8 being be VBG cord-302553-d0hk4ipg 21 9 challenged challenge VBN cord-302553-d0hk4ipg 21 10 by by IN cord-302553-d0hk4ipg 21 11 potential potential JJ cord-302553-d0hk4ipg 21 12 social social JJ cord-302553-d0hk4ipg 21 13 media medium NNS cord-302553-d0hk4ipg 21 14 applications application NNS cord-302553-d0hk4ipg 21 15 [ [ -LRB- cord-302553-d0hk4ipg 21 16 1 1 CD cord-302553-d0hk4ipg 21 17 , , , cord-302553-d0hk4ipg 21 18 2 2 CD cord-302553-d0hk4ipg 21 19 ] ] -RRB- cord-302553-d0hk4ipg 21 20 . . . cord-302553-d0hk4ipg 22 1 The the DT cord-302553-d0hk4ipg 22 2 latest late JJS cord-302553-d0hk4ipg 22 3 estimates estimate NNS cord-302553-d0hk4ipg 22 4 released release VBN cord-302553-d0hk4ipg 22 5 by by IN cord-302553-d0hk4ipg 22 6 the the DT cord-302553-d0hk4ipg 22 7 United United NNP cord-302553-d0hk4ipg 22 8 States States NNP cord-302553-d0hk4ipg 22 9 Centers Centers NNPS cord-302553-d0hk4ipg 22 10 for for IN cord-302553-d0hk4ipg 22 11 Disease Disease NNP cord-302553-d0hk4ipg 22 12 Control Control NNP cord-302553-d0hk4ipg 22 13 and and CC cord-302553-d0hk4ipg 22 14 Prevention Prevention NNP cord-302553-d0hk4ipg 23 1 ( ( -LRB- cord-302553-d0hk4ipg 23 2 US US NNP cord-302553-d0hk4ipg 23 3 - - HYPH cord-302553-d0hk4ipg 23 4 CDC CDC NNP cord-302553-d0hk4ipg 23 5 ) ) -RRB- cord-302553-d0hk4ipg 23 6 revealed reveal VBD cord-302553-d0hk4ipg 23 7 the the DT cord-302553-d0hk4ipg 23 8 worldwide worldwide JJ cord-302553-d0hk4ipg 23 9 severity severity NN cord-302553-d0hk4ipg 23 10 of of IN cord-302553-d0hk4ipg 23 11 the the DT cord-302553-d0hk4ipg 23 12 illness illness NN cord-302553-d0hk4ipg 23 13 . . . cord-302553-d0hk4ipg 24 1 According accord VBG cord-302553-d0hk4ipg 24 2 to to IN cord-302553-d0hk4ipg 24 3 this this DT cord-302553-d0hk4ipg 24 4 authoritative authoritative JJ cord-302553-d0hk4ipg 24 5 report report NN cord-302553-d0hk4ipg 24 6 , , , cord-302553-d0hk4ipg 24 7 the the DT cord-302553-d0hk4ipg 24 8 US US NNP cord-302553-d0hk4ipg 24 9 - - HYPH cord-302553-d0hk4ipg 24 10 CDC CDC NNP cord-302553-d0hk4ipg 24 11 estimates estimate VBZ cord-302553-d0hk4ipg 24 12 that that IN cord-302553-d0hk4ipg 24 13 in in IN cord-302553-d0hk4ipg 24 14 the the DT cord-302553-d0hk4ipg 24 15 period period NN cord-302553-d0hk4ipg 24 16 between between IN cord-302553-d0hk4ipg 24 17 1 1 CD cord-302553-d0hk4ipg 24 18 October October NNP cord-302553-d0hk4ipg 24 19 2018 2018 CD cord-302553-d0hk4ipg 24 20 and and CC cord-302553-d0hk4ipg 24 21 4 4 CD cord-302553-d0hk4ipg 24 22 May May NNP cord-302553-d0hk4ipg 24 23 2019 2019 CD cord-302553-d0hk4ipg 24 24 , , , cord-302553-d0hk4ipg 24 25 there there EX cord-302553-d0hk4ipg 24 26 were be VBD cord-302553-d0hk4ipg 24 27 approximately approximately RB cord-302553-d0hk4ipg 24 28 37.4 37.4 CD cord-302553-d0hk4ipg 24 29 million million CD cord-302553-d0hk4ipg 24 30 to to IN cord-302553-d0hk4ipg 24 31 42.9 42.9 CD cord-302553-d0hk4ipg 24 32 million million CD cord-302553-d0hk4ipg 24 33 flu flu NN cord-302553-d0hk4ipg 24 34 infectious infectious JJ cord-302553-d0hk4ipg 24 35 in in IN cord-302553-d0hk4ipg 24 36 the the DT cord-302553-d0hk4ipg 24 37 population population NN cord-302553-d0hk4ipg 24 38 population population NN cord-302553-d0hk4ipg 24 39 , , , cord-302553-d0hk4ipg 24 40 among among IN cord-302553-d0hk4ipg 24 41 which which WDT cord-302553-d0hk4ipg 24 42 there there EX cord-302553-d0hk4ipg 24 43 were be VBD cord-302553-d0hk4ipg 24 44 from from IN cord-302553-d0hk4ipg 24 45 17.3 17.3 CD cord-302553-d0hk4ipg 24 46 to to IN cord-302553-d0hk4ipg 24 47 20.1 20.1 CD cord-302553-d0hk4ipg 24 48 million million CD cord-302553-d0hk4ipg 24 49 flu flu NN cord-302553-d0hk4ipg 24 50 - - HYPH cord-302553-d0hk4ipg 24 51 related relate VBN cord-302553-d0hk4ipg 24 52 medical medical JJ cord-302553-d0hk4ipg 24 53 visits visit NNS cord-302553-d0hk4ipg 24 54 [ [ -LRB- cord-302553-d0hk4ipg 24 55 3 3 CD cord-302553-d0hk4ipg 24 56 ] ] -RRB- cord-302553-d0hk4ipg 24 57 . . . cord-302553-d0hk4ipg 25 1 Furthermore furthermore RB cord-302553-d0hk4ipg 25 2 , , , cord-302553-d0hk4ipg 25 3 531,000 531,000 CD cord-302553-d0hk4ipg 25 4 to to TO cord-302553-d0hk4ipg 25 5 647,000 647,000 CD cord-302553-d0hk4ipg 25 6 people people NNS cord-302553-d0hk4ipg 25 7 require require VBP cord-302553-d0hk4ipg 25 8 flu flu NN cord-302553-d0hk4ipg 25 9 - - HYPH cord-302553-d0hk4ipg 25 10 related relate VBN cord-302553-d0hk4ipg 25 11 hospitalizations hospitalization NNS cord-302553-d0hk4ipg 25 12 , , , cord-302553-d0hk4ipg 25 13 and and CC cord-302553-d0hk4ipg 25 14 unfortunately unfortunately RB cord-302553-d0hk4ipg 25 15 , , , cord-302553-d0hk4ipg 25 16 influenza influenza NN cord-302553-d0hk4ipg 25 17 caused cause VBD cord-302553-d0hk4ipg 25 18 36,400 36,400 CD cord-302553-d0hk4ipg 25 19 - - HYPH cord-302553-d0hk4ipg 25 20 61,200 61,200 CD cord-302553-d0hk4ipg 25 21 estimated estimate VBN cord-302553-d0hk4ipg 25 22 deaths death NNS cord-302553-d0hk4ipg 25 23 . . . cord-302553-d0hk4ipg 26 1 This this DT cord-302553-d0hk4ipg 26 2 estimate estimate NN cord-302553-d0hk4ipg 26 3 is be VBZ cord-302553-d0hk4ipg 26 4 based base VBN cord-302553-d0hk4ipg 26 5 on on IN cord-302553-d0hk4ipg 26 6 more more JJR cord-302553-d0hk4ipg 26 7 recent recent JJ cord-302553-d0hk4ipg 26 8 data datum NNS cord-302553-d0hk4ipg 26 9 from from IN cord-302553-d0hk4ipg 26 10 a a DT cord-302553-d0hk4ipg 26 11 larger large JJR cord-302553-d0hk4ipg 26 12 and and CC cord-302553-d0hk4ipg 26 13 more more RBR cord-302553-d0hk4ipg 26 14 diverse diverse JJ cord-302553-d0hk4ipg 26 15 group group NN cord-302553-d0hk4ipg 26 16 of of IN cord-302553-d0hk4ipg 26 17 countries country NNS cord-302553-d0hk4ipg 26 18 , , , cord-302553-d0hk4ipg 26 19 including include VBG cord-302553-d0hk4ipg 26 20 lower low JJR cord-302553-d0hk4ipg 26 21 middle middle JJ cord-302553-d0hk4ipg 26 22 - - HYPH cord-302553-d0hk4ipg 26 23 income income NN cord-302553-d0hk4ipg 26 24 countries country NNS cord-302553-d0hk4ipg 26 25 , , , cord-302553-d0hk4ipg 26 26 and and CC cord-302553-d0hk4ipg 26 27 this this DT cord-302553-d0hk4ipg 26 28 estimate estimate NN cord-302553-d0hk4ipg 26 29 excludes exclude VBZ cord-302553-d0hk4ipg 26 30 deaths death NNS cord-302553-d0hk4ipg 26 31 from from IN cord-302553-d0hk4ipg 26 32 non non JJ cord-302553-d0hk4ipg 26 33 - - JJ cord-302553-d0hk4ipg 26 34 respiratory respiratory JJ cord-302553-d0hk4ipg 26 35 diseases disease NNS cord-302553-d0hk4ipg 26 36 . . . cord-302553-d0hk4ipg 27 1 The the DT cord-302553-d0hk4ipg 27 2 statistics statistic NNS cord-302553-d0hk4ipg 27 3 indicate indicate VBP cord-302553-d0hk4ipg 27 4 a a DT cord-302553-d0hk4ipg 27 5 severe severe JJ cord-302553-d0hk4ipg 27 6 reality reality NN cord-302553-d0hk4ipg 27 7 and and CC cord-302553-d0hk4ipg 27 8 a a DT cord-302553-d0hk4ipg 27 9 pressing press VBG cord-302553-d0hk4ipg 27 10 challenge challenge NN cord-302553-d0hk4ipg 27 11 because because IN cord-302553-d0hk4ipg 27 12 influenza influenza NN cord-302553-d0hk4ipg 27 13 causes cause VBZ cord-302553-d0hk4ipg 27 14 significant significant JJ cord-302553-d0hk4ipg 27 15 losses loss NNS cord-302553-d0hk4ipg 27 16 of of IN cord-302553-d0hk4ipg 27 17 human human JJ cord-302553-d0hk4ipg 27 18 life life NN cord-302553-d0hk4ipg 27 19 and and CC cord-302553-d0hk4ipg 27 20 damage damage NN cord-302553-d0hk4ipg 27 21 to to IN cord-302553-d0hk4ipg 27 22 property property NN cord-302553-d0hk4ipg 27 23 worldwide worldwide RB cord-302553-d0hk4ipg 27 24 . . . cord-302553-d0hk4ipg 28 1 As as IN cord-302553-d0hk4ipg 28 2 evidenced evidence VBN cord-302553-d0hk4ipg 28 3 by by IN cord-302553-d0hk4ipg 28 4 the the DT cord-302553-d0hk4ipg 28 5 current current JJ cord-302553-d0hk4ipg 28 6 flu flu NN cord-302553-d0hk4ipg 28 7 season season NN cord-302553-d0hk4ipg 28 8 , , , cord-302553-d0hk4ipg 28 9 influenza influenza NN cord-302553-d0hk4ipg 28 10 viruses virus NNS cord-302553-d0hk4ipg 28 11 can can MD cord-302553-d0hk4ipg 28 12 rapidly rapidly RB cord-302553-d0hk4ipg 28 13 mutate mutate VB cord-302553-d0hk4ipg 28 14 , , , cord-302553-d0hk4ipg 28 15 evading evade VBG cord-302553-d0hk4ipg 28 16 the the DT cord-302553-d0hk4ipg 28 17 most most RBS cord-302553-d0hk4ipg 28 18 current current JJ cord-302553-d0hk4ipg 28 19 vaccine vaccine NN cord-302553-d0hk4ipg 28 20 formulations formulation NNS cord-302553-d0hk4ipg 28 21 [ [ -LRB- cord-302553-d0hk4ipg 28 22 4 4 CD cord-302553-d0hk4ipg 28 23 ] ] -RRB- cord-302553-d0hk4ipg 28 24 . . . cord-302553-d0hk4ipg 29 1 Infectious infectious JJ cord-302553-d0hk4ipg 29 2 diseases disease NNS cord-302553-d0hk4ipg 29 3 continue continue VBP cord-302553-d0hk4ipg 29 4 to to TO cord-302553-d0hk4ipg 29 5 be be VB cord-302553-d0hk4ipg 29 6 the the DT cord-302553-d0hk4ipg 29 7 leading leading JJ cord-302553-d0hk4ipg 29 8 cause cause NN cord-302553-d0hk4ipg 29 9 of of IN cord-302553-d0hk4ipg 29 10 death death NN cord-302553-d0hk4ipg 29 11 worldwide worldwide RB cord-302553-d0hk4ipg 29 12 , , , cord-302553-d0hk4ipg 29 13 and and CC cord-302553-d0hk4ipg 29 14 they -PRON- PRP cord-302553-d0hk4ipg 29 15 cause cause VBP cord-302553-d0hk4ipg 29 16 serious serious JJ cord-302553-d0hk4ipg 29 17 loss loss NN cord-302553-d0hk4ipg 29 18 of of IN cord-302553-d0hk4ipg 29 19 life life NN cord-302553-d0hk4ipg 29 20 and and CC cord-302553-d0hk4ipg 29 21 property property NN cord-302553-d0hk4ipg 29 22 when when WRB cord-302553-d0hk4ipg 29 23 they -PRON- PRP cord-302553-d0hk4ipg 29 24 can can MD cord-302553-d0hk4ipg 29 25 not not RB cord-302553-d0hk4ipg 29 26 be be VB cord-302553-d0hk4ipg 29 27 quickly quickly RB cord-302553-d0hk4ipg 29 28 and and CC cord-302553-d0hk4ipg 29 29 accurately accurately RB cord-302553-d0hk4ipg 29 30 assessed assess VBD cord-302553-d0hk4ipg 29 31 [ [ -LRB- cord-302553-d0hk4ipg 29 32 5 5 CD cord-302553-d0hk4ipg 29 33 ] ] -RRB- cord-302553-d0hk4ipg 29 34 . . . cord-302553-d0hk4ipg 30 1 The the DT cord-302553-d0hk4ipg 30 2 World World NNP cord-302553-d0hk4ipg 30 3 Health Health NNP cord-302553-d0hk4ipg 31 1 The the DT cord-302553-d0hk4ipg 31 2 fundamental fundamental JJ cord-302553-d0hk4ipg 31 3 cause cause NN cord-302553-d0hk4ipg 31 4 of of IN cord-302553-d0hk4ipg 31 5 these these DT cord-302553-d0hk4ipg 31 6 serious serious JJ cord-302553-d0hk4ipg 31 7 outbreaks outbreak NNS cord-302553-d0hk4ipg 31 8 is be VBZ cord-302553-d0hk4ipg 31 9 summarized summarize VBN cord-302553-d0hk4ipg 31 10 as as IN cord-302553-d0hk4ipg 31 11 follows follow VBZ cord-302553-d0hk4ipg 31 12 . . . cord-302553-d0hk4ipg 32 1 First first RB cord-302553-d0hk4ipg 32 2 , , , cord-302553-d0hk4ipg 32 3 traditional traditional JJ cord-302553-d0hk4ipg 32 4 disease disease NN cord-302553-d0hk4ipg 32 5 prevention prevention NN cord-302553-d0hk4ipg 32 6 and and CC cord-302553-d0hk4ipg 32 7 control control NN cord-302553-d0hk4ipg 32 8 institutions institution NNS cord-302553-d0hk4ipg 32 9 mainly mainly RB cord-302553-d0hk4ipg 32 10 rely rely VBP cord-302553-d0hk4ipg 32 11 on on IN cord-302553-d0hk4ipg 32 12 a a DT cord-302553-d0hk4ipg 32 13 single single JJ cord-302553-d0hk4ipg 32 14 channel channel NN cord-302553-d0hk4ipg 32 15 for for IN cord-302553-d0hk4ipg 32 16 information information NN cord-302553-d0hk4ipg 32 17 monitoring monitoring NN cord-302553-d0hk4ipg 32 18 and and CC cord-302553-d0hk4ipg 32 19 access access NN cord-302553-d0hk4ipg 32 20 . . . cord-302553-d0hk4ipg 33 1 Specifically specifically RB cord-302553-d0hk4ipg 33 2 , , , cord-302553-d0hk4ipg 33 3 data datum NNS cord-302553-d0hk4ipg 33 4 are be VBP cord-302553-d0hk4ipg 33 5 exclusively exclusively RB cord-302553-d0hk4ipg 33 6 sourced source VBN cord-302553-d0hk4ipg 33 7 from from IN cord-302553-d0hk4ipg 33 8 clinical clinical JJ cord-302553-d0hk4ipg 33 9 statistics statistic NNS cord-302553-d0hk4ipg 33 10 . . . cord-302553-d0hk4ipg 34 1 However however RB cord-302553-d0hk4ipg 34 2 , , , cord-302553-d0hk4ipg 34 3 relying rely VBG cord-302553-d0hk4ipg 34 4 exclusively exclusively RB cord-302553-d0hk4ipg 34 5 on on IN cord-302553-d0hk4ipg 34 6 clinical clinical JJ cord-302553-d0hk4ipg 34 7 statistics statistic NNS cord-302553-d0hk4ipg 34 8 has have VBZ cord-302553-d0hk4ipg 34 9 obvious obvious JJ cord-302553-d0hk4ipg 34 10 disadvantages disadvantage NNS cord-302553-d0hk4ipg 34 11 , , , cord-302553-d0hk4ipg 34 12 such such JJ cord-302553-d0hk4ipg 34 13 as as IN cord-302553-d0hk4ipg 34 14 being be VBG cord-302553-d0hk4ipg 34 15 time time NN cord-302553-d0hk4ipg 34 16 consuming consume VBG cord-302553-d0hk4ipg 34 17 and and CC cord-302553-d0hk4ipg 34 18 creating create VBG cord-302553-d0hk4ipg 34 19 high high JJ cord-302553-d0hk4ipg 34 20 labor labor NN cord-302553-d0hk4ipg 34 21 costs cost NNS cord-302553-d0hk4ipg 34 22 [ [ -LRB- cord-302553-d0hk4ipg 34 23 8 8 CD cord-302553-d0hk4ipg 34 24 , , , cord-302553-d0hk4ipg 34 25 9 9 CD cord-302553-d0hk4ipg 34 26 ] ] -RRB- cord-302553-d0hk4ipg 34 27 . . . cord-302553-d0hk4ipg 35 1 The the DT cord-302553-d0hk4ipg 35 2 traditional traditional JJ cord-302553-d0hk4ipg 35 3 detection detection NN cord-302553-d0hk4ipg 35 4 methods method NNS cord-302553-d0hk4ipg 35 5 can can MD cord-302553-d0hk4ipg 35 6 not not RB cord-302553-d0hk4ipg 35 7 integrate integrate VB cord-302553-d0hk4ipg 35 8 multichannel multichannel JJ cord-302553-d0hk4ipg 35 9 infectious infectious JJ cord-302553-d0hk4ipg 35 10 disease disease NN cord-302553-d0hk4ipg 35 11 information information NN cord-302553-d0hk4ipg 35 12 , , , cord-302553-d0hk4ipg 35 13 such such JJ cord-302553-d0hk4ipg 35 14 as as IN cord-302553-d0hk4ipg 35 15 social social JJ cord-302553-d0hk4ipg 35 16 media medium NNS cord-302553-d0hk4ipg 35 17 and and CC cord-302553-d0hk4ipg 35 18 search search NN cord-302553-d0hk4ipg 35 19 engine engine NN cord-302553-d0hk4ipg 35 20 data datum NNS cord-302553-d0hk4ipg 35 21 . . . cord-302553-d0hk4ipg 36 1 Second second JJ cord-302553-d0hk4ipg 36 2 , , , cord-302553-d0hk4ipg 36 3 social social JJ cord-302553-d0hk4ipg 36 4 media medium NNS cord-302553-d0hk4ipg 36 5 data datum NNS cord-302553-d0hk4ipg 36 6 are be VBP cord-302553-d0hk4ipg 36 7 a a DT cord-302553-d0hk4ipg 36 8 powerful powerful JJ cord-302553-d0hk4ipg 36 9 and and CC cord-302553-d0hk4ipg 36 10 promising promising JJ cord-302553-d0hk4ipg 36 11 tool tool NN cord-302553-d0hk4ipg 36 12 that that WDT cord-302553-d0hk4ipg 36 13 have have VBP cord-302553-d0hk4ipg 36 14 been be VBN cord-302553-d0hk4ipg 36 15 applied apply VBN cord-302553-d0hk4ipg 36 16 to to IN cord-302553-d0hk4ipg 36 17 many many JJ cord-302553-d0hk4ipg 36 18 research research NN cord-302553-d0hk4ipg 36 19 subjects subject NNS cord-302553-d0hk4ipg 36 20 , , , cord-302553-d0hk4ipg 36 21 such such JJ cord-302553-d0hk4ipg 36 22 as as IN cord-302553-d0hk4ipg 36 23 healthcare healthcare NN cord-302553-d0hk4ipg 36 24 informatics informatic NNS cord-302553-d0hk4ipg 36 25 [ [ -LRB- cord-302553-d0hk4ipg 36 26 10 10 CD cord-302553-d0hk4ipg 36 27 , , , cord-302553-d0hk4ipg 36 28 11 11 CD cord-302553-d0hk4ipg 36 29 ] ] -RRB- cord-302553-d0hk4ipg 36 30 , , , cord-302553-d0hk4ipg 36 31 sentiment sentiment NN cord-302553-d0hk4ipg 36 32 analytics analytic NNS cord-302553-d0hk4ipg 36 33 [ [ -LRB- cord-302553-d0hk4ipg 36 34 12 12 CD cord-302553-d0hk4ipg 36 35 ] ] -RRB- cord-302553-d0hk4ipg 36 36 , , , cord-302553-d0hk4ipg 36 37 and and CC cord-302553-d0hk4ipg 36 38 disaster disaster NN cord-302553-d0hk4ipg 36 39 management management NN cord-302553-d0hk4ipg 36 40 [ [ -LRB- cord-302553-d0hk4ipg 36 41 13 13 CD cord-302553-d0hk4ipg 36 42 ] ] -RRB- cord-302553-d0hk4ipg 36 43 [ [ -LRB- cord-302553-d0hk4ipg 36 44 14 14 CD cord-302553-d0hk4ipg 36 45 ] ] -RRB- cord-302553-d0hk4ipg 36 46 [ [ -LRB- cord-302553-d0hk4ipg 36 47 15 15 CD cord-302553-d0hk4ipg 36 48 ] ] -RRB- cord-302553-d0hk4ipg 36 49 . . . cord-302553-d0hk4ipg 37 1 The the DT cord-302553-d0hk4ipg 37 2 remarkable remarkable JJ cord-302553-d0hk4ipg 37 3 value value NN cord-302553-d0hk4ipg 37 4 of of IN cord-302553-d0hk4ipg 37 5 social social JJ cord-302553-d0hk4ipg 37 6 media medium NNS cord-302553-d0hk4ipg 37 7 has have VBZ cord-302553-d0hk4ipg 37 8 been be VBN cord-302553-d0hk4ipg 37 9 widely widely RB cord-302553-d0hk4ipg 37 10 recognized recognize VBN cord-302553-d0hk4ipg 37 11 [ [ -LRB- cord-302553-d0hk4ipg 37 12 16 16 CD cord-302553-d0hk4ipg 37 13 ] ] -RRB- cord-302553-d0hk4ipg 37 14 . . . cord-302553-d0hk4ipg 38 1 Particularly particularly RB cord-302553-d0hk4ipg 38 2 in in IN cord-302553-d0hk4ipg 38 3 this this DT cord-302553-d0hk4ipg 38 4 paper paper NN cord-302553-d0hk4ipg 38 5 , , , cord-302553-d0hk4ipg 38 6 we -PRON- PRP cord-302553-d0hk4ipg 38 7 refer refer VBP cord-302553-d0hk4ipg 38 8 to to IN cord-302553-d0hk4ipg 38 9 microblogs microblogs NNP cord-302553-d0hk4ipg 38 10 posted post VBN cord-302553-d0hk4ipg 38 11 on on IN cord-302553-d0hk4ipg 38 12 social social JJ cord-302553-d0hk4ipg 38 13 media medium NNS cord-302553-d0hk4ipg 38 14 platforms platform NNS cord-302553-d0hk4ipg 38 15 especially especially RB cord-302553-d0hk4ipg 38 16 from from IN cord-302553-d0hk4ipg 38 17 Sina Sina NNP cord-302553-d0hk4ipg 38 18 Weibo Weibo NNP cord-302553-d0hk4ipg 38 19 as as IN cord-302553-d0hk4ipg 38 20 weibos weibos NNP cord-302553-d0hk4ipg 38 21 . . . cord-302553-d0hk4ipg 39 1 Although although IN cord-302553-d0hk4ipg 39 2 disease disease NN cord-302553-d0hk4ipg 39 3 prevention prevention NN cord-302553-d0hk4ipg 39 4 and and CC cord-302553-d0hk4ipg 39 5 control control NN cord-302553-d0hk4ipg 39 6 institutions institution NNS cord-302553-d0hk4ipg 39 7 have have VBP cord-302553-d0hk4ipg 39 8 exerted exert VBN cord-302553-d0hk4ipg 39 9 a a DT cord-302553-d0hk4ipg 39 10 significant significant JJ cord-302553-d0hk4ipg 39 11 role role NN cord-302553-d0hk4ipg 39 12 in in IN cord-302553-d0hk4ipg 39 13 disease disease NN cord-302553-d0hk4ipg 39 14 detection detection NN cord-302553-d0hk4ipg 39 15 , , , cord-302553-d0hk4ipg 39 16 they -PRON- PRP cord-302553-d0hk4ipg 39 17 might may MD cord-302553-d0hk4ipg 39 18 come come VB cord-302553-d0hk4ipg 39 19 up up RP cord-302553-d0hk4ipg 39 20 against against IN cord-302553-d0hk4ipg 39 21 substantial substantial JJ cord-302553-d0hk4ipg 39 22 difficulties difficulty NNS cord-302553-d0hk4ipg 39 23 in in IN cord-302553-d0hk4ipg 39 24 using use VBG cord-302553-d0hk4ipg 39 25 social social JJ cord-302553-d0hk4ipg 39 26 media medium NNS cord-302553-d0hk4ipg 39 27 data datum NNS cord-302553-d0hk4ipg 39 28 in in IN cord-302553-d0hk4ipg 39 29 disease disease NN cord-302553-d0hk4ipg 39 30 detection detection NN cord-302553-d0hk4ipg 39 31 and and CC cord-302553-d0hk4ipg 39 32 control control NN cord-302553-d0hk4ipg 39 33 due due IN cord-302553-d0hk4ipg 39 34 to to IN cord-302553-d0hk4ipg 39 35 the the DT cord-302553-d0hk4ipg 39 36 lack lack NN cord-302553-d0hk4ipg 39 37 of of IN cord-302553-d0hk4ipg 39 38 analytic analytic JJ cord-302553-d0hk4ipg 39 39 methods method NNS cord-302553-d0hk4ipg 39 40 or or CC cord-302553-d0hk4ipg 39 41 accurate accurate JJ cord-302553-d0hk4ipg 39 42 monitoring monitoring NN cord-302553-d0hk4ipg 39 43 of of IN cord-302553-d0hk4ipg 39 44 outbreaks outbreak NNS cord-302553-d0hk4ipg 39 45 and and CC cord-302553-d0hk4ipg 39 46 periods period NNS cord-302553-d0hk4ipg 39 47 of of IN cord-302553-d0hk4ipg 39 48 infectious infectious JJ cord-302553-d0hk4ipg 39 49 diseases disease NNS cord-302553-d0hk4ipg 39 50 . . . cord-302553-d0hk4ipg 40 1 There there EX cord-302553-d0hk4ipg 40 2 is be VBZ cord-302553-d0hk4ipg 40 3 still still RB cord-302553-d0hk4ipg 40 4 a a DT cord-302553-d0hk4ipg 40 5 long long JJ cord-302553-d0hk4ipg 40 6 journey journey NN cord-302553-d0hk4ipg 40 7 to to TO cord-302553-d0hk4ipg 40 8 go go VB cord-302553-d0hk4ipg 40 9 to to TO cord-302553-d0hk4ipg 40 10 fully fully RB cord-302553-d0hk4ipg 40 11 utilize utilize VB cord-302553-d0hk4ipg 40 12 social social JJ cord-302553-d0hk4ipg 40 13 media medium NNS cord-302553-d0hk4ipg 40 14 data datum NNS cord-302553-d0hk4ipg 40 15 in in IN cord-302553-d0hk4ipg 40 16 disease disease NNP cord-302553-d0hk4ipg 40 17 prevention prevention NN cord-302553-d0hk4ipg 40 18 and and CC cord-302553-d0hk4ipg 40 19 control control NN cord-302553-d0hk4ipg 40 20 . . . cord-302553-d0hk4ipg 41 1 Third third RB cord-302553-d0hk4ipg 41 2 , , , cord-302553-d0hk4ipg 41 3 the the DT cord-302553-d0hk4ipg 41 4 flu flu NN cord-302553-d0hk4ipg 41 5 is be VBZ cord-302553-d0hk4ipg 41 6 characterized characterize VBN cord-302553-d0hk4ipg 41 7 by by IN cord-302553-d0hk4ipg 41 8 strong strong JJ cord-302553-d0hk4ipg 41 9 contagiousness contagiousness NN cord-302553-d0hk4ipg 41 10 and and CC cord-302553-d0hk4ipg 41 11 rapid rapid JJ cord-302553-d0hk4ipg 41 12 spread spread NN cord-302553-d0hk4ipg 41 13 , , , cord-302553-d0hk4ipg 41 14 which which WDT cord-302553-d0hk4ipg 41 15 makes make VBZ cord-302553-d0hk4ipg 41 16 it -PRON- PRP cord-302553-d0hk4ipg 41 17 difficult difficult JJ cord-302553-d0hk4ipg 41 18 to to TO cord-302553-d0hk4ipg 41 19 monitor monitor VB cord-302553-d0hk4ipg 41 20 in in IN cord-302553-d0hk4ipg 41 21 real real JJ cord-302553-d0hk4ipg 41 22 - - HYPH cord-302553-d0hk4ipg 41 23 time time NN cord-302553-d0hk4ipg 41 24 or or CC cord-302553-d0hk4ipg 41 25 precisely precisely RB cord-302553-d0hk4ipg 41 26 estimate estimate VB cord-302553-d0hk4ipg 41 27 the the DT cord-302553-d0hk4ipg 41 28 spread spread NN cord-302553-d0hk4ipg 41 29 of of IN cord-302553-d0hk4ipg 41 30 the the DT cord-302553-d0hk4ipg 41 31 flu flu NN cord-302553-d0hk4ipg 41 32 . . . cord-302553-d0hk4ipg 42 1 For for IN cord-302553-d0hk4ipg 42 2 The the DT cord-302553-d0hk4ipg 42 3 fundamental fundamental JJ cord-302553-d0hk4ipg 42 4 cause cause NN cord-302553-d0hk4ipg 42 5 of of IN cord-302553-d0hk4ipg 42 6 these these DT cord-302553-d0hk4ipg 42 7 serious serious JJ cord-302553-d0hk4ipg 42 8 outbreaks outbreak NNS cord-302553-d0hk4ipg 42 9 is be VBZ cord-302553-d0hk4ipg 42 10 summarized summarize VBN cord-302553-d0hk4ipg 42 11 as as IN cord-302553-d0hk4ipg 42 12 follows follow VBZ cord-302553-d0hk4ipg 42 13 . . . cord-302553-d0hk4ipg 43 1 First first RB cord-302553-d0hk4ipg 43 2 , , , cord-302553-d0hk4ipg 43 3 traditional traditional JJ cord-302553-d0hk4ipg 43 4 disease disease NN cord-302553-d0hk4ipg 43 5 prevention prevention NN cord-302553-d0hk4ipg 43 6 and and CC cord-302553-d0hk4ipg 43 7 control control NN cord-302553-d0hk4ipg 43 8 institutions institution NNS cord-302553-d0hk4ipg 43 9 mainly mainly RB cord-302553-d0hk4ipg 43 10 rely rely VBP cord-302553-d0hk4ipg 43 11 on on IN cord-302553-d0hk4ipg 43 12 a a DT cord-302553-d0hk4ipg 43 13 single single JJ cord-302553-d0hk4ipg 43 14 channel channel NN cord-302553-d0hk4ipg 43 15 for for IN cord-302553-d0hk4ipg 43 16 information information NN cord-302553-d0hk4ipg 43 17 monitoring monitoring NN cord-302553-d0hk4ipg 43 18 and and CC cord-302553-d0hk4ipg 43 19 access access NN cord-302553-d0hk4ipg 43 20 . . . cord-302553-d0hk4ipg 44 1 Specifically specifically RB cord-302553-d0hk4ipg 44 2 , , , cord-302553-d0hk4ipg 44 3 data datum NNS cord-302553-d0hk4ipg 44 4 are be VBP cord-302553-d0hk4ipg 44 5 exclusively exclusively RB cord-302553-d0hk4ipg 44 6 sourced source VBN cord-302553-d0hk4ipg 44 7 from from IN cord-302553-d0hk4ipg 44 8 clinical clinical JJ cord-302553-d0hk4ipg 44 9 statistics statistic NNS cord-302553-d0hk4ipg 44 10 . . . cord-302553-d0hk4ipg 45 1 However however RB cord-302553-d0hk4ipg 45 2 , , , cord-302553-d0hk4ipg 45 3 relying rely VBG cord-302553-d0hk4ipg 45 4 exclusively exclusively RB cord-302553-d0hk4ipg 45 5 on on IN cord-302553-d0hk4ipg 45 6 clinical clinical JJ cord-302553-d0hk4ipg 45 7 statistics statistic NNS cord-302553-d0hk4ipg 45 8 has have VBZ cord-302553-d0hk4ipg 45 9 obvious obvious JJ cord-302553-d0hk4ipg 45 10 disadvantages disadvantage NNS cord-302553-d0hk4ipg 45 11 , , , cord-302553-d0hk4ipg 45 12 such such JJ cord-302553-d0hk4ipg 45 13 as as IN cord-302553-d0hk4ipg 45 14 being be VBG cord-302553-d0hk4ipg 45 15 time time NN cord-302553-d0hk4ipg 45 16 consuming consume VBG cord-302553-d0hk4ipg 45 17 and and CC cord-302553-d0hk4ipg 45 18 creating create VBG cord-302553-d0hk4ipg 45 19 high high JJ cord-302553-d0hk4ipg 45 20 labor labor NN cord-302553-d0hk4ipg 45 21 costs cost NNS cord-302553-d0hk4ipg 45 22 [ [ -LRB- cord-302553-d0hk4ipg 45 23 8 8 CD cord-302553-d0hk4ipg 45 24 , , , cord-302553-d0hk4ipg 45 25 9 9 CD cord-302553-d0hk4ipg 45 26 ] ] -RRB- cord-302553-d0hk4ipg 45 27 . . . cord-302553-d0hk4ipg 46 1 The the DT cord-302553-d0hk4ipg 46 2 traditional traditional JJ cord-302553-d0hk4ipg 46 3 detection detection NN cord-302553-d0hk4ipg 46 4 methods method NNS cord-302553-d0hk4ipg 46 5 can can MD cord-302553-d0hk4ipg 46 6 not not RB cord-302553-d0hk4ipg 46 7 integrate integrate VB cord-302553-d0hk4ipg 46 8 multichannel multichannel JJ cord-302553-d0hk4ipg 46 9 infectious infectious JJ cord-302553-d0hk4ipg 46 10 disease disease NN cord-302553-d0hk4ipg 46 11 information information NN cord-302553-d0hk4ipg 46 12 , , , cord-302553-d0hk4ipg 46 13 such such JJ cord-302553-d0hk4ipg 46 14 as as IN cord-302553-d0hk4ipg 46 15 social social JJ cord-302553-d0hk4ipg 46 16 media medium NNS cord-302553-d0hk4ipg 46 17 and and CC cord-302553-d0hk4ipg 46 18 search search NN cord-302553-d0hk4ipg 46 19 engine engine NN cord-302553-d0hk4ipg 46 20 data datum NNS cord-302553-d0hk4ipg 46 21 . . . cord-302553-d0hk4ipg 47 1 Second second JJ cord-302553-d0hk4ipg 47 2 , , , cord-302553-d0hk4ipg 47 3 social social JJ cord-302553-d0hk4ipg 47 4 media medium NNS cord-302553-d0hk4ipg 47 5 data datum NNS cord-302553-d0hk4ipg 47 6 are be VBP cord-302553-d0hk4ipg 47 7 a a DT cord-302553-d0hk4ipg 47 8 powerful powerful JJ cord-302553-d0hk4ipg 47 9 and and CC cord-302553-d0hk4ipg 47 10 promising promising JJ cord-302553-d0hk4ipg 47 11 tool tool NN cord-302553-d0hk4ipg 47 12 that that WDT cord-302553-d0hk4ipg 47 13 have have VBP cord-302553-d0hk4ipg 47 14 been be VBN cord-302553-d0hk4ipg 47 15 applied apply VBN cord-302553-d0hk4ipg 47 16 to to IN cord-302553-d0hk4ipg 47 17 many many JJ cord-302553-d0hk4ipg 47 18 research research NN cord-302553-d0hk4ipg 47 19 subjects subject NNS cord-302553-d0hk4ipg 47 20 , , , cord-302553-d0hk4ipg 47 21 such such JJ cord-302553-d0hk4ipg 47 22 as as IN cord-302553-d0hk4ipg 47 23 healthcare healthcare NN cord-302553-d0hk4ipg 47 24 informatics informatic NNS cord-302553-d0hk4ipg 47 25 [ [ -LRB- cord-302553-d0hk4ipg 47 26 10 10 CD cord-302553-d0hk4ipg 47 27 , , , cord-302553-d0hk4ipg 47 28 11 11 CD cord-302553-d0hk4ipg 47 29 ] ] -RRB- cord-302553-d0hk4ipg 47 30 , , , cord-302553-d0hk4ipg 47 31 sentiment sentiment NN cord-302553-d0hk4ipg 47 32 analytics analytic NNS cord-302553-d0hk4ipg 47 33 [ [ -LRB- cord-302553-d0hk4ipg 47 34 12 12 CD cord-302553-d0hk4ipg 47 35 ] ] -RRB- cord-302553-d0hk4ipg 47 36 , , , cord-302553-d0hk4ipg 47 37 and and CC cord-302553-d0hk4ipg 47 38 disaster disaster NN cord-302553-d0hk4ipg 47 39 management management NN cord-302553-d0hk4ipg 47 40 [ [ -LRB- cord-302553-d0hk4ipg 47 41 13 13 CD cord-302553-d0hk4ipg 47 42 ] ] -RRB- cord-302553-d0hk4ipg 47 43 [ [ -LRB- cord-302553-d0hk4ipg 47 44 14 14 CD cord-302553-d0hk4ipg 47 45 ] ] -RRB- cord-302553-d0hk4ipg 47 46 [ [ -LRB- cord-302553-d0hk4ipg 47 47 15 15 CD cord-302553-d0hk4ipg 47 48 ] ] -RRB- cord-302553-d0hk4ipg 47 49 . . . cord-302553-d0hk4ipg 48 1 The the DT cord-302553-d0hk4ipg 48 2 remarkable remarkable JJ cord-302553-d0hk4ipg 48 3 value value NN cord-302553-d0hk4ipg 48 4 of of IN cord-302553-d0hk4ipg 48 5 social social JJ cord-302553-d0hk4ipg 48 6 media medium NNS cord-302553-d0hk4ipg 48 7 has have VBZ cord-302553-d0hk4ipg 48 8 been be VBN cord-302553-d0hk4ipg 48 9 widely widely RB cord-302553-d0hk4ipg 48 10 recognized recognize VBN cord-302553-d0hk4ipg 48 11 [ [ -LRB- cord-302553-d0hk4ipg 48 12 16 16 CD cord-302553-d0hk4ipg 48 13 ] ] -RRB- cord-302553-d0hk4ipg 48 14 . . . cord-302553-d0hk4ipg 49 1 Particularly particularly RB cord-302553-d0hk4ipg 49 2 in in IN cord-302553-d0hk4ipg 49 3 this this DT cord-302553-d0hk4ipg 49 4 paper paper NN cord-302553-d0hk4ipg 49 5 , , , cord-302553-d0hk4ipg 49 6 we -PRON- PRP cord-302553-d0hk4ipg 49 7 refer refer VBP cord-302553-d0hk4ipg 49 8 to to IN cord-302553-d0hk4ipg 49 9 microblogs microblogs NNP cord-302553-d0hk4ipg 49 10 posted post VBN cord-302553-d0hk4ipg 49 11 on on IN cord-302553-d0hk4ipg 49 12 social social JJ cord-302553-d0hk4ipg 49 13 media medium NNS cord-302553-d0hk4ipg 49 14 platforms platform NNS cord-302553-d0hk4ipg 49 15 especially especially RB cord-302553-d0hk4ipg 49 16 from from IN cord-302553-d0hk4ipg 49 17 Sina Sina NNP cord-302553-d0hk4ipg 49 18 Weibo Weibo NNP cord-302553-d0hk4ipg 49 19 as as IN cord-302553-d0hk4ipg 49 20 weibos weibos NNP cord-302553-d0hk4ipg 49 21 . . . cord-302553-d0hk4ipg 50 1 Although although IN cord-302553-d0hk4ipg 50 2 disease disease NN cord-302553-d0hk4ipg 50 3 prevention prevention NN cord-302553-d0hk4ipg 50 4 and and CC cord-302553-d0hk4ipg 50 5 control control NN cord-302553-d0hk4ipg 50 6 institutions institution NNS cord-302553-d0hk4ipg 50 7 have have VBP cord-302553-d0hk4ipg 50 8 exerted exert VBN cord-302553-d0hk4ipg 50 9 a a DT cord-302553-d0hk4ipg 50 10 significant significant JJ cord-302553-d0hk4ipg 50 11 role role NN cord-302553-d0hk4ipg 50 12 in in IN cord-302553-d0hk4ipg 50 13 disease disease NN cord-302553-d0hk4ipg 50 14 detection detection NN cord-302553-d0hk4ipg 50 15 , , , cord-302553-d0hk4ipg 50 16 they -PRON- PRP cord-302553-d0hk4ipg 50 17 might may MD cord-302553-d0hk4ipg 50 18 come come VB cord-302553-d0hk4ipg 50 19 up up RP cord-302553-d0hk4ipg 50 20 against against IN cord-302553-d0hk4ipg 50 21 substantial substantial JJ cord-302553-d0hk4ipg 50 22 difficulties difficulty NNS cord-302553-d0hk4ipg 50 23 in in IN cord-302553-d0hk4ipg 50 24 using use VBG cord-302553-d0hk4ipg 50 25 social social JJ cord-302553-d0hk4ipg 50 26 media medium NNS cord-302553-d0hk4ipg 50 27 data datum NNS cord-302553-d0hk4ipg 50 28 in in IN cord-302553-d0hk4ipg 50 29 disease disease NN cord-302553-d0hk4ipg 50 30 detection detection NN cord-302553-d0hk4ipg 50 31 and and CC cord-302553-d0hk4ipg 50 32 control control NN cord-302553-d0hk4ipg 50 33 due due IN cord-302553-d0hk4ipg 50 34 to to IN cord-302553-d0hk4ipg 50 35 the the DT cord-302553-d0hk4ipg 50 36 lack lack NN cord-302553-d0hk4ipg 50 37 of of IN cord-302553-d0hk4ipg 50 38 analytic analytic JJ cord-302553-d0hk4ipg 50 39 methods method NNS cord-302553-d0hk4ipg 50 40 or or CC cord-302553-d0hk4ipg 50 41 accurate accurate JJ cord-302553-d0hk4ipg 50 42 monitoring monitoring NN cord-302553-d0hk4ipg 50 43 of of IN cord-302553-d0hk4ipg 50 44 outbreaks outbreak NNS cord-302553-d0hk4ipg 50 45 and and CC cord-302553-d0hk4ipg 50 46 periods period NNS cord-302553-d0hk4ipg 50 47 of of IN cord-302553-d0hk4ipg 50 48 infectious infectious JJ cord-302553-d0hk4ipg 50 49 diseases disease NNS cord-302553-d0hk4ipg 50 50 . . . cord-302553-d0hk4ipg 51 1 There there EX cord-302553-d0hk4ipg 51 2 is be VBZ cord-302553-d0hk4ipg 51 3 still still RB cord-302553-d0hk4ipg 51 4 a a DT cord-302553-d0hk4ipg 51 5 long long JJ cord-302553-d0hk4ipg 51 6 journey journey NN cord-302553-d0hk4ipg 51 7 to to TO cord-302553-d0hk4ipg 51 8 go go VB cord-302553-d0hk4ipg 51 9 to to TO cord-302553-d0hk4ipg 51 10 fully fully RB cord-302553-d0hk4ipg 51 11 utilize utilize VB cord-302553-d0hk4ipg 51 12 social social JJ cord-302553-d0hk4ipg 51 13 media medium NNS cord-302553-d0hk4ipg 51 14 data datum NNS cord-302553-d0hk4ipg 51 15 in in IN cord-302553-d0hk4ipg 51 16 disease disease NNP cord-302553-d0hk4ipg 51 17 prevention prevention NN cord-302553-d0hk4ipg 51 18 and and CC cord-302553-d0hk4ipg 51 19 control control NN cord-302553-d0hk4ipg 51 20 . . . cord-302553-d0hk4ipg 52 1 Third third RB cord-302553-d0hk4ipg 52 2 , , , cord-302553-d0hk4ipg 52 3 the the DT cord-302553-d0hk4ipg 52 4 flu flu NN cord-302553-d0hk4ipg 52 5 is be VBZ cord-302553-d0hk4ipg 52 6 characterized characterize VBN cord-302553-d0hk4ipg 52 7 by by IN cord-302553-d0hk4ipg 52 8 strong strong JJ cord-302553-d0hk4ipg 52 9 contagiousness contagiousness NN cord-302553-d0hk4ipg 52 10 and and CC cord-302553-d0hk4ipg 52 11 rapid rapid JJ cord-302553-d0hk4ipg 52 12 spread spread NN cord-302553-d0hk4ipg 52 13 , , , cord-302553-d0hk4ipg 52 14 which which WDT cord-302553-d0hk4ipg 52 15 makes make VBZ cord-302553-d0hk4ipg 52 16 it -PRON- PRP cord-302553-d0hk4ipg 52 17 difficult difficult JJ cord-302553-d0hk4ipg 52 18 to to TO cord-302553-d0hk4ipg 52 19 monitor monitor VB cord-302553-d0hk4ipg 52 20 in in IN cord-302553-d0hk4ipg 52 21 real real JJ cord-302553-d0hk4ipg 52 22 - - HYPH cord-302553-d0hk4ipg 52 23 time time NN cord-302553-d0hk4ipg 52 24 or or CC cord-302553-d0hk4ipg 52 25 precisely precisely RB cord-302553-d0hk4ipg 52 26 estimate estimate VB cord-302553-d0hk4ipg 52 27 the the DT cord-302553-d0hk4ipg 52 28 spread spread NN cord-302553-d0hk4ipg 52 29 of of IN cord-302553-d0hk4ipg 52 30 the the DT cord-302553-d0hk4ipg 52 31 flu flu NN cord-302553-d0hk4ipg 52 32 . . . cord-302553-d0hk4ipg 53 1 For for IN cord-302553-d0hk4ipg 53 2 example example NN cord-302553-d0hk4ipg 53 3 , , , cord-302553-d0hk4ipg 53 4 the the DT cord-302553-d0hk4ipg 53 5 flu flu NN cord-302553-d0hk4ipg 53 6 can can MD cord-302553-d0hk4ipg 53 7 be be VB cord-302553-d0hk4ipg 53 8 easily easily RB cord-302553-d0hk4ipg 53 9 spread spread VBN cord-302553-d0hk4ipg 53 10 by by IN cord-302553-d0hk4ipg 53 11 droplets droplet NNS cord-302553-d0hk4ipg 53 12 or or CC cord-302553-d0hk4ipg 53 13 contaminated contaminated JJ cord-302553-d0hk4ipg 53 14 items item NNS cord-302553-d0hk4ipg 53 15 in in IN cord-302553-d0hk4ipg 53 16 the the DT cord-302553-d0hk4ipg 53 17 air air NN cord-302553-d0hk4ipg 53 18 and and CC cord-302553-d0hk4ipg 53 19 contact contact NN cord-302553-d0hk4ipg 53 20 among among IN cord-302553-d0hk4ipg 53 21 people people NNS cord-302553-d0hk4ipg 53 22 . . . cord-302553-d0hk4ipg 54 1 The the DT cord-302553-d0hk4ipg 54 2 Centers Centers NNPS cord-302553-d0hk4ipg 54 3 for for IN cord-302553-d0hk4ipg 54 4 Disease Disease NNP cord-302553-d0hk4ipg 54 5 Control Control NNP cord-302553-d0hk4ipg 54 6 and and CC cord-302553-d0hk4ipg 54 7 Prevention Prevention NNP cord-302553-d0hk4ipg 54 8 ( ( -LRB- cord-302553-d0hk4ipg 54 9 CDC CDC NNP cord-302553-d0hk4ipg 54 10 ) ) -RRB- cord-302553-d0hk4ipg 54 11 publishes publish VBZ cord-302553-d0hk4ipg 54 12 data datum NNS cord-302553-d0hk4ipg 54 13 on on IN cord-302553-d0hk4ipg 54 14 influenza influenza NN cord-302553-d0hk4ipg 54 15 - - HYPH cord-302553-d0hk4ipg 54 16 like like JJ cord-302553-d0hk4ipg 54 17 illness illness NN cord-302553-d0hk4ipg 54 18 ILI ILI NNP cord-302553-d0hk4ipg 54 19 based base VBN cord-302553-d0hk4ipg 54 20 on on IN cord-302553-d0hk4ipg 54 21 statistics statistic NNS cord-302553-d0hk4ipg 54 22 and and CC cord-302553-d0hk4ipg 54 23 evaluation evaluation NN cord-302553-d0hk4ipg 54 24 after after IN cord-302553-d0hk4ipg 54 25 a a DT cord-302553-d0hk4ipg 54 26 patient patient NN cord-302553-d0hk4ipg 54 27 's 's POS cord-302553-d0hk4ipg 54 28 visit visit NN cord-302553-d0hk4ipg 54 29 . . . cord-302553-d0hk4ipg 55 1 It -PRON- PRP cord-302553-d0hk4ipg 55 2 would would MD cord-302553-d0hk4ipg 55 3 be be VB cord-302553-d0hk4ipg 55 4 extremely extremely RB cord-302553-d0hk4ipg 55 5 difficult difficult JJ cord-302553-d0hk4ipg 55 6 to to TO cord-302553-d0hk4ipg 55 7 obtain obtain VB cord-302553-d0hk4ipg 55 8 information information NN cord-302553-d0hk4ipg 55 9 and and CC cord-302553-d0hk4ipg 55 10 perform perform VB cord-302553-d0hk4ipg 55 11 an an DT cord-302553-d0hk4ipg 55 12 analysis analysis NN cord-302553-d0hk4ipg 55 13 before before IN cord-302553-d0hk4ipg 55 14 the the DT cord-302553-d0hk4ipg 55 15 visit visit NN cord-302553-d0hk4ipg 55 16 . . . cord-302553-d0hk4ipg 56 1 However however RB cord-302553-d0hk4ipg 56 2 , , , cord-302553-d0hk4ipg 56 3 apparently apparently RB cord-302553-d0hk4ipg 56 4 , , , cord-302553-d0hk4ipg 56 5 time time NN cord-302553-d0hk4ipg 56 6 lags lag VBZ cord-302553-d0hk4ipg 56 7 could could MD cord-302553-d0hk4ipg 56 8 lead lead VB cord-302553-d0hk4ipg 56 9 to to IN cord-302553-d0hk4ipg 56 10 delayed delay VBN cord-302553-d0hk4ipg 56 11 treatment treatment NN cord-302553-d0hk4ipg 56 12 . . . cord-302553-d0hk4ipg 57 1 Fourth fourth RB cord-302553-d0hk4ipg 57 2 , , , cord-302553-d0hk4ipg 57 3 Google Google NNP cord-302553-d0hk4ipg 57 4 Flu Flu NNP cord-302553-d0hk4ipg 57 5 Trends Trends NNPS cord-302553-d0hk4ipg 57 6 ( ( -LRB- cord-302553-d0hk4ipg 57 7 GFT GFT NNP cord-302553-d0hk4ipg 57 8 ) ) -RRB- cord-302553-d0hk4ipg 57 9 provided provide VBD cord-302553-d0hk4ipg 57 10 an an DT cord-302553-d0hk4ipg 57 11 estimate estimate NN cord-302553-d0hk4ipg 57 12 of of IN cord-302553-d0hk4ipg 57 13 more more JJR cord-302553-d0hk4ipg 57 14 than than IN cord-302553-d0hk4ipg 57 15 double double PDT cord-302553-d0hk4ipg 57 16 the the DT cord-302553-d0hk4ipg 57 17 proportion proportion NN cord-302553-d0hk4ipg 57 18 of of IN cord-302553-d0hk4ipg 57 19 clinical clinical JJ cord-302553-d0hk4ipg 57 20 data datum NNS cord-302553-d0hk4ipg 57 21 for for IN cord-302553-d0hk4ipg 57 22 influenza influenza NN cord-302553-d0hk4ipg 57 23 - - HYPH cord-302553-d0hk4ipg 57 24 like like JJ cord-302553-d0hk4ipg 57 25 illness illness NN cord-302553-d0hk4ipg 57 26 ( ( -LRB- cord-302553-d0hk4ipg 57 27 ILI ILI NNP cord-302553-d0hk4ipg 57 28 ) ) -RRB- cord-302553-d0hk4ipg 57 29 published publish VBN cord-302553-d0hk4ipg 57 30 by by IN cord-302553-d0hk4ipg 57 31 the the DT cord-302553-d0hk4ipg 57 32 Centers Centers NNPS cord-302553-d0hk4ipg 57 33 for for IN cord-302553-d0hk4ipg 57 34 Disease Disease NNP cord-302553-d0hk4ipg 57 35 Control Control NNP cord-302553-d0hk4ipg 57 36 and and CC cord-302553-d0hk4ipg 57 37 Prevention Prevention NNP cord-302553-d0hk4ipg 57 38 ( ( -LRB- cord-302553-d0hk4ipg 57 39 CDC CDC NNP cord-302553-d0hk4ipg 57 40 ) ) -RRB- cord-302553-d0hk4ipg 57 41 [ [ -LRB- cord-302553-d0hk4ipg 57 42 17 17 CD cord-302553-d0hk4ipg 57 43 ] ] -RRB- cord-302553-d0hk4ipg 57 44 . . . cord-302553-d0hk4ipg 58 1 The the DT cord-302553-d0hk4ipg 58 2 ILI ILI NNP cord-302553-d0hk4ipg 58 3 was be VBD cord-302553-d0hk4ipg 58 4 calculated calculate VBN cord-302553-d0hk4ipg 58 5 based base VBN cord-302553-d0hk4ipg 58 6 on on IN cord-302553-d0hk4ipg 58 7 surveillance surveillance NN cord-302553-d0hk4ipg 58 8 reports report NNS cord-302553-d0hk4ipg 58 9 from from IN cord-302553-d0hk4ipg 58 10 laboratories laboratory NNS cord-302553-d0hk4ipg 58 11 across across IN cord-302553-d0hk4ipg 58 12 the the DT cord-302553-d0hk4ipg 58 13 United United NNP cord-302553-d0hk4ipg 58 14 States States NNP cord-302553-d0hk4ipg 58 15 [ [ -LRB- cord-302553-d0hk4ipg 58 16 18 18 CD cord-302553-d0hk4ipg 58 17 ] ] -RRB- cord-302553-d0hk4ipg 58 18 . . . cord-302553-d0hk4ipg 59 1 Google Google NNP cord-302553-d0hk4ipg 59 2 used use VBD cord-302553-d0hk4ipg 59 3 web web NN cord-302553-d0hk4ipg 59 4 search search NN cord-302553-d0hk4ipg 59 5 data datum NNS cord-302553-d0hk4ipg 59 6 to to TO cord-302553-d0hk4ipg 59 7 propose propose VB cord-302553-d0hk4ipg 59 8 a a DT cord-302553-d0hk4ipg 59 9 GFT GFT NNP cord-302553-d0hk4ipg 59 10 model model NN cord-302553-d0hk4ipg 59 11 for for IN cord-302553-d0hk4ipg 59 12 real real JJ cord-302553-d0hk4ipg 59 13 - - HYPH cord-302553-d0hk4ipg 59 14 time time NN cord-302553-d0hk4ipg 59 15 monitoring monitoring NN cord-302553-d0hk4ipg 59 16 . . . cord-302553-d0hk4ipg 60 1 When when WRB cord-302553-d0hk4ipg 60 2 patients patient NNS cord-302553-d0hk4ipg 60 3 are be VBP cord-302553-d0hk4ipg 60 4 aware aware JJ cord-302553-d0hk4ipg 60 5 of of IN cord-302553-d0hk4ipg 60 6 their -PRON- PRP$ cord-302553-d0hk4ipg 60 7 active active JJ cord-302553-d0hk4ipg 60 8 flu flu NN cord-302553-d0hk4ipg 60 9 period period NN cord-302553-d0hk4ipg 60 10 and and CC cord-302553-d0hk4ipg 60 11 search search NN cord-302553-d0hk4ipg 60 12 for for IN cord-302553-d0hk4ipg 60 13 flu flu NN cord-302553-d0hk4ipg 60 14 - - HYPH cord-302553-d0hk4ipg 60 15 related relate VBN cord-302553-d0hk4ipg 60 16 keywords keyword NNS cord-302553-d0hk4ipg 60 17 through through IN cord-302553-d0hk4ipg 60 18 search search NN cord-302553-d0hk4ipg 60 19 engines engine NNS cord-302553-d0hk4ipg 60 20 such such JJ cord-302553-d0hk4ipg 60 21 as as IN cord-302553-d0hk4ipg 60 22 Google Google NNP cord-302553-d0hk4ipg 60 23 , , , cord-302553-d0hk4ipg 60 24 the the DT cord-302553-d0hk4ipg 60 25 patients patient NNS cord-302553-d0hk4ipg 60 26 ' ' POS cord-302553-d0hk4ipg 60 27 behavior behavior NN cord-302553-d0hk4ipg 60 28 is be VBZ cord-302553-d0hk4ipg 60 29 recorded record VBN cord-302553-d0hk4ipg 60 30 by by IN cord-302553-d0hk4ipg 60 31 the the DT cord-302553-d0hk4ipg 60 32 search search NN cord-302553-d0hk4ipg 60 33 engine engine NN cord-302553-d0hk4ipg 60 34 . . . cord-302553-d0hk4ipg 61 1 Social social JJ cord-302553-d0hk4ipg 61 2 media medium NNS cord-302553-d0hk4ipg 61 3 sensors sensor NNS cord-302553-d0hk4ipg 61 4 , , , cord-302553-d0hk4ipg 61 5 in in IN cord-302553-d0hk4ipg 61 6 contrast contrast NN cord-302553-d0hk4ipg 61 7 , , , cord-302553-d0hk4ipg 61 8 show show VBP cord-302553-d0hk4ipg 61 9 unique unique JJ cord-302553-d0hk4ipg 61 10 advantages advantage NNS cord-302553-d0hk4ipg 61 11 for for IN cord-302553-d0hk4ipg 61 12 quick quick JJ cord-302553-d0hk4ipg 61 13 flu flu NN cord-302553-d0hk4ipg 61 14 monitoring monitoring NN cord-302553-d0hk4ipg 61 15 and and CC cord-302553-d0hk4ipg 61 16 reliable reliable JJ cord-302553-d0hk4ipg 61 17 estimation estimation NN cord-302553-d0hk4ipg 61 18 and and CC cord-302553-d0hk4ipg 61 19 prediction prediction NN cord-302553-d0hk4ipg 61 20 . . . cord-302553-d0hk4ipg 62 1 There there EX cord-302553-d0hk4ipg 62 2 has have VBZ cord-302553-d0hk4ipg 62 3 been be VBN cord-302553-d0hk4ipg 62 4 a a DT cord-302553-d0hk4ipg 62 5 growing grow VBG cord-302553-d0hk4ipg 62 6 consensus consensus NN cord-302553-d0hk4ipg 62 7 that that IN cord-302553-d0hk4ipg 62 8 social social JJ cord-302553-d0hk4ipg 62 9 media medium NNS cord-302553-d0hk4ipg 62 10 sensors sensor NNS cord-302553-d0hk4ipg 62 11 can can MD cord-302553-d0hk4ipg 62 12 also also RB cord-302553-d0hk4ipg 62 13 perform perform VB cord-302553-d0hk4ipg 62 14 real real JJ cord-302553-d0hk4ipg 62 15 - - HYPH cord-302553-d0hk4ipg 62 16 time time NN cord-302553-d0hk4ipg 62 17 monitoring monitoring NN cord-302553-d0hk4ipg 62 18 that that WDT cord-302553-d0hk4ipg 62 19 is be VBZ cord-302553-d0hk4ipg 62 20 more more RBR cord-302553-d0hk4ipg 62 21 accurate accurate JJ cord-302553-d0hk4ipg 62 22 than than IN cord-302553-d0hk4ipg 62 23 GFT GFT NNP cord-302553-d0hk4ipg 62 24 [ [ -LRB- cord-302553-d0hk4ipg 62 25 8 8 CD cord-302553-d0hk4ipg 62 26 ] ] -RRB- cord-302553-d0hk4ipg 62 27 . . . cord-302553-d0hk4ipg 63 1 Fifth fifth JJ cord-302553-d0hk4ipg 63 2 , , , cord-302553-d0hk4ipg 63 3 part part NN cord-302553-d0hk4ipg 63 4 of of IN cord-302553-d0hk4ipg 63 5 the the DT cord-302553-d0hk4ipg 63 6 ILI ILI NNP cord-302553-d0hk4ipg 63 7 data datum NNS cord-302553-d0hk4ipg 63 8 can can MD cord-302553-d0hk4ipg 63 9 not not RB cord-302553-d0hk4ipg 63 10 be be VB cord-302553-d0hk4ipg 63 11 collected collect VBN cord-302553-d0hk4ipg 63 12 and and CC cord-302553-d0hk4ipg 63 13 thus thus RB cord-302553-d0hk4ipg 63 14 are be VBP cord-302553-d0hk4ipg 63 15 not not RB cord-302553-d0hk4ipg 63 16 available available JJ cord-302553-d0hk4ipg 63 17 if if IN cord-302553-d0hk4ipg 63 18 the the DT cord-302553-d0hk4ipg 63 19 patient patient NN cord-302553-d0hk4ipg 63 20 does do VBZ cord-302553-d0hk4ipg 63 21 not not RB cord-302553-d0hk4ipg 63 22 go go VB cord-302553-d0hk4ipg 63 23 to to IN cord-302553-d0hk4ipg 63 24 the the DT cord-302553-d0hk4ipg 63 25 hospital hospital NN cord-302553-d0hk4ipg 63 26 , , , cord-302553-d0hk4ipg 63 27 which which WDT cord-302553-d0hk4ipg 63 28 makes make VBZ cord-302553-d0hk4ipg 63 29 disease disease NN cord-302553-d0hk4ipg 63 30 monitoring monitor VBG cord-302553-d0hk4ipg 63 31 information information NN cord-302553-d0hk4ipg 63 32 inaccurate inaccurate JJ cord-302553-d0hk4ipg 63 33 and and CC cord-302553-d0hk4ipg 63 34 incomplete incomplete JJ cord-302553-d0hk4ipg 63 35 . . . cord-302553-d0hk4ipg 64 1 Therefore therefore RB cord-302553-d0hk4ipg 64 2 , , , cord-302553-d0hk4ipg 64 3 the the DT cord-302553-d0hk4ipg 64 4 severity severity NN cord-302553-d0hk4ipg 64 5 and and CC cord-302553-d0hk4ipg 64 6 urgency urgency NN cord-302553-d0hk4ipg 64 7 of of IN cord-302553-d0hk4ipg 64 8 the the DT cord-302553-d0hk4ipg 64 9 disease disease NN cord-302553-d0hk4ipg 64 10 as as IN cord-302553-d0hk4ipg 64 11 reflected reflect VBN cord-302553-d0hk4ipg 64 12 by by IN cord-302553-d0hk4ipg 64 13 traditional traditional JJ cord-302553-d0hk4ipg 64 14 statistics statistic NNS cord-302553-d0hk4ipg 64 15 are be VBP cord-302553-d0hk4ipg 64 16 often often RB cord-302553-d0hk4ipg 64 17 underestimated underestimate VBN cord-302553-d0hk4ipg 64 18 . . . cord-302553-d0hk4ipg 65 1 However however RB cord-302553-d0hk4ipg 65 2 , , , cord-302553-d0hk4ipg 65 3 social social JJ cord-302553-d0hk4ipg 65 4 media medium NNS cord-302553-d0hk4ipg 65 5 can can MD cord-302553-d0hk4ipg 65 6 capture capture VB cord-302553-d0hk4ipg 65 7 this this DT cord-302553-d0hk4ipg 65 8 part part NN cord-302553-d0hk4ipg 65 9 of of IN cord-302553-d0hk4ipg 65 10 the the DT cord-302553-d0hk4ipg 65 11 data datum NNS cord-302553-d0hk4ipg 65 12 because because IN cord-302553-d0hk4ipg 65 13 when when WRB cord-302553-d0hk4ipg 65 14 bloggers blogger NNS cord-302553-d0hk4ipg 65 15 catch catch VBP cord-302553-d0hk4ipg 65 16 a a DT cord-302553-d0hk4ipg 65 17 cold cold NN cord-302553-d0hk4ipg 65 18 , , , cord-302553-d0hk4ipg 65 19 they -PRON- PRP cord-302553-d0hk4ipg 65 20 can can MD cord-302553-d0hk4ipg 65 21 post post VB cord-302553-d0hk4ipg 65 22 their -PRON- PRP$ cord-302553-d0hk4ipg 65 23 own own JJ cord-302553-d0hk4ipg 65 24 flu flu NN cord-302553-d0hk4ipg 65 25 symptoms symptom NNS cord-302553-d0hk4ipg 65 26 through through IN cord-302553-d0hk4ipg 65 27 social social JJ cord-302553-d0hk4ipg 65 28 media medium NNS cord-302553-d0hk4ipg 65 29 . . . cord-302553-d0hk4ipg 66 1 If if IN cord-302553-d0hk4ipg 66 2 bloggers blogger NNS cord-302553-d0hk4ipg 66 3 do do VBP cord-302553-d0hk4ipg 66 4 not not RB cord-302553-d0hk4ipg 66 5 realize realize VB cord-302553-d0hk4ipg 66 6 that that IN cord-302553-d0hk4ipg 66 7 they -PRON- PRP cord-302553-d0hk4ipg 66 8 catch catch VBP cord-302553-d0hk4ipg 66 9 flu flu NN cord-302553-d0hk4ipg 66 10 , , , cord-302553-d0hk4ipg 66 11 they -PRON- PRP cord-302553-d0hk4ipg 66 12 can can MD cord-302553-d0hk4ipg 66 13 also also RB cord-302553-d0hk4ipg 66 14 post post VB cord-302553-d0hk4ipg 66 15 some some DT cord-302553-d0hk4ipg 66 16 flu flu NN cord-302553-d0hk4ipg 66 17 - - HYPH cord-302553-d0hk4ipg 66 18 related relate VBN cord-302553-d0hk4ipg 66 19 microblogs microblogs NN cord-302553-d0hk4ipg 66 20 on on IN cord-302553-d0hk4ipg 66 21 social social JJ cord-302553-d0hk4ipg 66 22 media medium NNS cord-302553-d0hk4ipg 66 23 . . . cord-302553-d0hk4ipg 67 1 This this DT cord-302553-d0hk4ipg 67 2 part part NN cord-302553-d0hk4ipg 67 3 of of IN cord-302553-d0hk4ipg 67 4 the the DT cord-302553-d0hk4ipg 67 5 data datum NNS cord-302553-d0hk4ipg 67 6 can can MD cord-302553-d0hk4ipg 67 7 also also RB cord-302553-d0hk4ipg 67 8 be be VB cord-302553-d0hk4ipg 67 9 seen see VBN cord-302553-d0hk4ipg 67 10 in in IN cord-302553-d0hk4ipg 67 11 advance advance NN cord-302553-d0hk4ipg 67 12 of of IN cord-302553-d0hk4ipg 67 13 CDC CDC NNP cord-302553-d0hk4ipg 67 14 released release VBD cord-302553-d0hk4ipg 67 15 reports report NNS cord-302553-d0hk4ipg 67 16 [ [ -LRB- cord-302553-d0hk4ipg 67 17 19 19 CD cord-302553-d0hk4ipg 67 18 ] ] -RRB- cord-302553-d0hk4ipg 67 19 . . . cord-302553-d0hk4ipg 68 1 Sixth sixth JJ cord-302553-d0hk4ipg 68 2 , , , cord-302553-d0hk4ipg 68 3 the the DT cord-302553-d0hk4ipg 68 4 previous previous JJ cord-302553-d0hk4ipg 68 5 literature literature NN cord-302553-d0hk4ipg 68 6 mainly mainly RB cord-302553-d0hk4ipg 68 7 focused focus VBD cord-302553-d0hk4ipg 68 8 on on IN cord-302553-d0hk4ipg 68 9 whether whether IN cord-302553-d0hk4ipg 68 10 the the DT cord-302553-d0hk4ipg 68 11 bloggers blogger NNS cord-302553-d0hk4ipg 68 12 are be VBP cord-302553-d0hk4ipg 68 13 infected infect VBN cord-302553-d0hk4ipg 68 14 based base VBN cord-302553-d0hk4ipg 68 15 on on IN cord-302553-d0hk4ipg 68 16 the the DT cord-302553-d0hk4ipg 68 17 social social JJ cord-302553-d0hk4ipg 68 18 media medium NNS cord-302553-d0hk4ipg 68 19 platform platform NN cord-302553-d0hk4ipg 68 20 [ [ -LRB- cord-302553-d0hk4ipg 68 21 20 20 CD cord-302553-d0hk4ipg 68 22 ] ] -RRB- cord-302553-d0hk4ipg 68 23 and and CC cord-302553-d0hk4ipg 68 24 can can MD cord-302553-d0hk4ipg 68 25 not not RB cord-302553-d0hk4ipg 68 26 accurately accurately RB cord-302553-d0hk4ipg 68 27 distinguish distinguish VB cord-302553-d0hk4ipg 68 28 the the DT cord-302553-d0hk4ipg 68 29 various various JJ cord-302553-d0hk4ipg 68 30 periods period NNS cord-302553-d0hk4ipg 68 31 of of IN cord-302553-d0hk4ipg 68 32 the the DT cord-302553-d0hk4ipg 68 33 disease disease NN cord-302553-d0hk4ipg 68 34 , , , cord-302553-d0hk4ipg 68 35 which which WDT cord-302553-d0hk4ipg 68 36 largely largely RB cord-302553-d0hk4ipg 68 37 reduces reduce VBZ cord-302553-d0hk4ipg 68 38 the the DT cord-302553-d0hk4ipg 68 39 effectiveness effectiveness NN cord-302553-d0hk4ipg 68 40 and and CC cord-302553-d0hk4ipg 68 41 pertinence pertinence NN cord-302553-d0hk4ipg 68 42 of of IN cord-302553-d0hk4ipg 68 43 the the DT cord-302553-d0hk4ipg 68 44 information information NN cord-302553-d0hk4ipg 68 45 for for IN cord-302553-d0hk4ipg 68 46 disease disease NN cord-302553-d0hk4ipg 68 47 control control NN cord-302553-d0hk4ipg 68 48 measures measure NNS cord-302553-d0hk4ipg 68 49 . . . cord-302553-d0hk4ipg 69 1 This this DT cord-302553-d0hk4ipg 69 2 section section NN cord-302553-d0hk4ipg 69 3 provides provide VBZ cord-302553-d0hk4ipg 69 4 an an DT cord-302553-d0hk4ipg 69 5 extensive extensive JJ cord-302553-d0hk4ipg 69 6 review review NN cord-302553-d0hk4ipg 69 7 of of IN cord-302553-d0hk4ipg 69 8 the the DT cord-302553-d0hk4ipg 69 9 relevant relevant JJ cord-302553-d0hk4ipg 69 10 literature literature NN cord-302553-d0hk4ipg 69 11 in in IN cord-302553-d0hk4ipg 69 12 three three CD cord-302553-d0hk4ipg 69 13 parts part NNS cord-302553-d0hk4ipg 69 14 : : : cord-302553-d0hk4ipg 69 15 optimization optimization NN cord-302553-d0hk4ipg 69 16 of of IN cord-302553-d0hk4ipg 69 17 the the DT cord-302553-d0hk4ipg 69 18 infectious infectious JJ cord-302553-d0hk4ipg 69 19 disease disease NN cord-302553-d0hk4ipg 69 20 detecting detect VBG cord-302553-d0hk4ipg 69 21 process process NN cord-302553-d0hk4ipg 69 22 , , , cord-302553-d0hk4ipg 69 23 social social JJ cord-302553-d0hk4ipg 69 24 media medium NNS cord-302553-d0hk4ipg 69 25 utilization utilization NN cord-302553-d0hk4ipg 69 26 for for IN cord-302553-d0hk4ipg 69 27 disease disease NN cord-302553-d0hk4ipg 69 28 detection detection NN cord-302553-d0hk4ipg 69 29 and and CC cord-302553-d0hk4ipg 69 30 semantic semantic JJ cord-302553-d0hk4ipg 69 31 analysis analysis NN cord-302553-d0hk4ipg 69 32 techniques technique NNS cord-302553-d0hk4ipg 69 33 based base VBN cord-302553-d0hk4ipg 69 34 on on IN cord-302553-d0hk4ipg 69 35 social social JJ cord-302553-d0hk4ipg 69 36 media medium NNS cord-302553-d0hk4ipg 69 37 data datum NNS cord-302553-d0hk4ipg 69 38 . . . cord-302553-d0hk4ipg 70 1 Much much JJ cord-302553-d0hk4ipg 70 2 of of IN cord-302553-d0hk4ipg 70 3 the the DT cord-302553-d0hk4ipg 70 4 current current JJ cord-302553-d0hk4ipg 70 5 research research NN cord-302553-d0hk4ipg 70 6 focuses focus VBZ cord-302553-d0hk4ipg 70 7 on on IN cord-302553-d0hk4ipg 70 8 social social JJ cord-302553-d0hk4ipg 70 9 media medium NNS cord-302553-d0hk4ipg 70 10 to to TO cord-302553-d0hk4ipg 70 11 analyze analyze VB cord-302553-d0hk4ipg 70 12 short short JJ cord-302553-d0hk4ipg 70 13 texts text NNS cord-302553-d0hk4ipg 70 14 [ [ -LRB- cord-302553-d0hk4ipg 70 15 21 21 CD cord-302553-d0hk4ipg 70 16 ] ] -RRB- cord-302553-d0hk4ipg 70 17 [ [ -LRB- cord-302553-d0hk4ipg 70 18 22 22 CD cord-302553-d0hk4ipg 70 19 ] ] -RRB- cord-302553-d0hk4ipg 70 20 [ [ -LRB- cord-302553-d0hk4ipg 70 21 23 23 CD cord-302553-d0hk4ipg 70 22 ] ] -RRB- cord-302553-d0hk4ipg 70 23 , , , cord-302553-d0hk4ipg 70 24 in in IN cord-302553-d0hk4ipg 70 25 which which WDT cord-302553-d0hk4ipg 70 26 several several JJ cord-302553-d0hk4ipg 70 27 papers paper NNS cord-302553-d0hk4ipg 70 28 predict predict VBP cord-302553-d0hk4ipg 70 29 flu flu NN cord-302553-d0hk4ipg 70 30 trends trend NNS cord-302553-d0hk4ipg 70 31 by by IN cord-302553-d0hk4ipg 70 32 classifying classify VBG cord-302553-d0hk4ipg 70 33 flu flu NN cord-302553-d0hk4ipg 70 34 - - HYPH cord-302553-d0hk4ipg 70 35 related relate VBN cord-302553-d0hk4ipg 70 36 social social JJ cord-302553-d0hk4ipg 70 37 media medium NNS cord-302553-d0hk4ipg 70 38 data datum NNS cord-302553-d0hk4ipg 70 39 [ [ -LRB- cord-302553-d0hk4ipg 70 40 19 19 CD cord-302553-d0hk4ipg 70 41 ] ] -RRB- cord-302553-d0hk4ipg 70 42 . . . cord-302553-d0hk4ipg 71 1 However however RB cord-302553-d0hk4ipg 71 2 , , , cord-302553-d0hk4ipg 71 3 these these DT cord-302553-d0hk4ipg 71 4 studies study NNS cord-302553-d0hk4ipg 71 5 do do VBP cord-302553-d0hk4ipg 71 6 not not RB cord-302553-d0hk4ipg 71 7 divide divide VB cord-302553-d0hk4ipg 71 8 the the DT cord-302553-d0hk4ipg 71 9 flu flu NN cord-302553-d0hk4ipg 71 10 periods period NNS cord-302553-d0hk4ipg 71 11 any any DT cord-302553-d0hk4ipg 71 12 further further RB cord-302553-d0hk4ipg 71 13 . . . cord-302553-d0hk4ipg 72 1 Speedily speedily RB cord-302553-d0hk4ipg 72 2 evolving evolve VBG cord-302553-d0hk4ipg 72 3 infectious infectious JJ cord-302553-d0hk4ipg 72 4 diseases disease NNS cord-302553-d0hk4ipg 72 5 , , , cord-302553-d0hk4ipg 72 6 including include VBG cord-302553-d0hk4ipg 72 7 SARS SARS NNP cord-302553-d0hk4ipg 72 8 , , , cord-302553-d0hk4ipg 72 9 Ebola Ebola NNP cord-302553-d0hk4ipg 72 10 and and CC cord-302553-d0hk4ipg 72 11 influenza influenza NN cord-302553-d0hk4ipg 72 12 , , , cord-302553-d0hk4ipg 72 13 pose pose VBP cord-302553-d0hk4ipg 72 14 significant significant JJ cord-302553-d0hk4ipg 72 15 health health NN cord-302553-d0hk4ipg 72 16 threats threat NNS cord-302553-d0hk4ipg 72 17 throughout throughout IN cord-302553-d0hk4ipg 72 18 the the DT cord-302553-d0hk4ipg 72 19 world world NN cord-302553-d0hk4ipg 72 20 because because IN cord-302553-d0hk4ipg 72 21 of of IN cord-302553-d0hk4ipg 72 22 their -PRON- PRP$ cord-302553-d0hk4ipg 72 23 rapidly rapidly RB cord-302553-d0hk4ipg 72 24 changing change VBG cord-302553-d0hk4ipg 72 25 status status NN cord-302553-d0hk4ipg 72 26 and and CC cord-302553-d0hk4ipg 72 27 complicated complicated JJ cord-302553-d0hk4ipg 72 28 detection detection NN cord-302553-d0hk4ipg 72 29 process process NN cord-302553-d0hk4ipg 72 30 [ [ -LRB- cord-302553-d0hk4ipg 72 31 24 24 CD cord-302553-d0hk4ipg 72 32 , , , cord-302553-d0hk4ipg 72 33 25 25 CD cord-302553-d0hk4ipg 72 34 ] ] -RRB- cord-302553-d0hk4ipg 72 35 . . . cord-302553-d0hk4ipg 73 1 A a DT cord-302553-d0hk4ipg 73 2 considerable considerable JJ cord-302553-d0hk4ipg 73 3 amount amount NN cord-302553-d0hk4ipg 73 4 of of IN cord-302553-d0hk4ipg 73 5 work work NN cord-302553-d0hk4ipg 73 6 is be VBZ cord-302553-d0hk4ipg 73 7 devoted devote VBN cord-302553-d0hk4ipg 73 8 to to IN cord-302553-d0hk4ipg 73 9 forecasting forecast VBG cord-302553-d0hk4ipg 73 10 disease disease NN cord-302553-d0hk4ipg 73 11 outbreaks outbreak NNS cord-302553-d0hk4ipg 73 12 . . . cord-302553-d0hk4ipg 74 1 A a DT cord-302553-d0hk4ipg 74 2 two two CD cord-302553-d0hk4ipg 74 3 - - HYPH cord-302553-d0hk4ipg 74 4 period period NN cord-302553-d0hk4ipg 74 5 model model NN cord-302553-d0hk4ipg 74 6 optimized optimize VBD cord-302553-d0hk4ipg 74 7 the the DT cord-302553-d0hk4ipg 74 8 process process NN cord-302553-d0hk4ipg 74 9 of of IN cord-302553-d0hk4ipg 74 10 when when WRB cord-302553-d0hk4ipg 74 11 and and CC cord-302553-d0hk4ipg 74 12 where where WRB cord-302553-d0hk4ipg 74 13 to to TO cord-302553-d0hk4ipg 74 14 assign assign VB cord-302553-d0hk4ipg 74 15 Ebola Ebola NNP cord-302553-d0hk4ipg 74 16 treatment treatment NN cord-302553-d0hk4ipg 74 17 units unit NNS cord-302553-d0hk4ipg 74 18 across across IN cord-302553-d0hk4ipg 74 19 geographic geographic JJ cord-302553-d0hk4ipg 74 20 regions region NNS cord-302553-d0hk4ipg 74 21 during during IN cord-302553-d0hk4ipg 74 22 the the DT cord-302553-d0hk4ipg 74 23 outbreak outbreak NN cord-302553-d0hk4ipg 74 24 's 's POS cord-302553-d0hk4ipg 74 25 early early JJ cord-302553-d0hk4ipg 74 26 phases phase NNS cord-302553-d0hk4ipg 74 27 [ [ -LRB- cord-302553-d0hk4ipg 74 28 26 26 CD cord-302553-d0hk4ipg 74 29 ] ] -RRB- cord-302553-d0hk4ipg 74 30 . . . cord-302553-d0hk4ipg 75 1 Chen Chen NNP cord-302553-d0hk4ipg 75 2 et et NNP cord-302553-d0hk4ipg 75 3 al al NNP cord-302553-d0hk4ipg 75 4 . . . cord-302553-d0hk4ipg 76 1 ( ( -LRB- cord-302553-d0hk4ipg 76 2 2018 2018 CD cord-302553-d0hk4ipg 76 3 ) ) -RRB- cord-302553-d0hk4ipg 76 4 developed develop VBD cord-302553-d0hk4ipg 76 5 a a DT cord-302553-d0hk4ipg 76 6 mixed mixed JJ cord-302553-d0hk4ipg 76 7 - - HYPH cord-302553-d0hk4ipg 76 8 integer integer NN cord-302553-d0hk4ipg 76 9 programming programming NN cord-302553-d0hk4ipg 76 10 ( ( -LRB- cord-302553-d0hk4ipg 76 11 MIP)-based mip)-based JJ cord-302553-d0hk4ipg 76 12 framework framework NN cord-302553-d0hk4ipg 76 13 to to TO cord-302553-d0hk4ipg 76 14 systematically systematically RB cord-302553-d0hk4ipg 76 15 analyze analyze VB cord-302553-d0hk4ipg 76 16 a a DT cord-302553-d0hk4ipg 76 17 rich rich JJ cord-302553-d0hk4ipg 76 18 set set NN cord-302553-d0hk4ipg 76 19 of of IN cord-302553-d0hk4ipg 76 20 policies policy NNS cord-302553-d0hk4ipg 76 21 and and CC cord-302553-d0hk4ipg 76 22 to to TO cord-302553-d0hk4ipg 76 23 determine determine VB cord-302553-d0hk4ipg 76 24 the the DT cord-302553-d0hk4ipg 76 25 optimal optimal JJ cord-302553-d0hk4ipg 76 26 hepatocellular hepatocellular JJ cord-302553-d0hk4ipg 76 27 carcinoma carcinoma NN cord-302553-d0hk4ipg 76 28 surveillance surveillance NN cord-302553-d0hk4ipg 76 29 policies policy NNS cord-302553-d0hk4ipg 76 30 that that WDT cord-302553-d0hk4ipg 76 31 maximize maximize VBP cord-302553-d0hk4ipg 76 32 the the DT cord-302553-d0hk4ipg 76 33 societal societal JJ cord-302553-d0hk4ipg 76 34 net net JJ cord-302553-d0hk4ipg 76 35 benefit benefit NN cord-302553-d0hk4ipg 76 36 [ [ -LRB- cord-302553-d0hk4ipg 76 37 27 27 CD cord-302553-d0hk4ipg 76 38 ] ] -RRB- cord-302553-d0hk4ipg 76 39 . . . cord-302553-d0hk4ipg 77 1 It -PRON- PRP cord-302553-d0hk4ipg 77 2 is be VBZ cord-302553-d0hk4ipg 77 3 observed observe VBN cord-302553-d0hk4ipg 77 4 that that IN cord-302553-d0hk4ipg 77 5 the the DT cord-302553-d0hk4ipg 77 6 surveillance surveillance NN cord-302553-d0hk4ipg 77 7 policies policy NNS cord-302553-d0hk4ipg 77 8 should should MD cord-302553-d0hk4ipg 77 9 be be VB cord-302553-d0hk4ipg 77 10 adapted adapt VBN cord-302553-d0hk4ipg 77 11 to to IN cord-302553-d0hk4ipg 77 12 different different JJ cord-302553-d0hk4ipg 77 13 disease disease NN cord-302553-d0hk4ipg 77 14 progression progression NN cord-302553-d0hk4ipg 77 15 rates rate NNS cord-302553-d0hk4ipg 77 16 and and CC cord-302553-d0hk4ipg 77 17 states state NNS cord-302553-d0hk4ipg 77 18 . . . cord-302553-d0hk4ipg 78 1 Several several JJ cord-302553-d0hk4ipg 78 2 studies study NNS cord-302553-d0hk4ipg 78 3 in in IN cord-302553-d0hk4ipg 78 4 this this DT cord-302553-d0hk4ipg 78 5 area area NN cord-302553-d0hk4ipg 78 6 focused focus VBD cord-302553-d0hk4ipg 78 7 on on IN cord-302553-d0hk4ipg 78 8 finding find VBG cord-302553-d0hk4ipg 78 9 optimal optimal JJ cord-302553-d0hk4ipg 78 10 surveillance surveillance NN cord-302553-d0hk4ipg 78 11 solutions solution NNS cord-302553-d0hk4ipg 78 12 for for IN cord-302553-d0hk4ipg 78 13 flu flu NN cord-302553-d0hk4ipg 78 14 vaccine vaccine NN cord-302553-d0hk4ipg 78 15 production production NN cord-302553-d0hk4ipg 78 16 and and CC cord-302553-d0hk4ipg 78 17 allocation allocation NN cord-302553-d0hk4ipg 78 18 [ [ -LRB- cord-302553-d0hk4ipg 78 19 28 28 CD cord-302553-d0hk4ipg 78 20 , , , cord-302553-d0hk4ipg 78 21 29 29 CD cord-302553-d0hk4ipg 78 22 ] ] -RRB- cord-302553-d0hk4ipg 78 23 . . . cord-302553-d0hk4ipg 79 1 Another another DT cord-302553-d0hk4ipg 79 2 study study NN cord-302553-d0hk4ipg 79 3 considered consider VBD cord-302553-d0hk4ipg 79 4 the the DT cord-302553-d0hk4ipg 79 5 conditions condition NNS cord-302553-d0hk4ipg 79 6 of of IN cord-302553-d0hk4ipg 79 7 limited limited JJ cord-302553-d0hk4ipg 79 8 reporting reporting NN cord-302553-d0hk4ipg 79 9 and and CC cord-302553-d0hk4ipg 79 10 spatial spatial JJ cord-302553-d0hk4ipg 79 11 aggregation aggregation NN cord-302553-d0hk4ipg 79 12 on on IN cord-302553-d0hk4ipg 79 13 the the DT cord-302553-d0hk4ipg 79 14 optimization optimization NN cord-302553-d0hk4ipg 79 15 of of IN cord-302553-d0hk4ipg 79 16 influenza influenza NN cord-302553-d0hk4ipg 79 17 surveillance surveillance NN cord-302553-d0hk4ipg 79 18 system system NN cord-302553-d0hk4ipg 79 19 design design NN cord-302553-d0hk4ipg 79 20 [ [ -LRB- cord-302553-d0hk4ipg 79 21 30 30 CD cord-302553-d0hk4ipg 79 22 ] ] -RRB- cord-302553-d0hk4ipg 79 23 . . . cord-302553-d0hk4ipg 80 1 Research research NN cord-302553-d0hk4ipg 80 2 in in IN cord-302553-d0hk4ipg 80 3 this this DT cord-302553-d0hk4ipg 80 4 area area NN cord-302553-d0hk4ipg 80 5 is be VBZ cord-302553-d0hk4ipg 80 6 mainly mainly RB cord-302553-d0hk4ipg 80 7 concerned concern VBN cord-302553-d0hk4ipg 80 8 with with IN cord-302553-d0hk4ipg 80 9 epidemiological epidemiological JJ cord-302553-d0hk4ipg 80 10 inference inference NN cord-302553-d0hk4ipg 80 11 and and CC cord-302553-d0hk4ipg 80 12 prediction prediction NN cord-302553-d0hk4ipg 80 13 based base VBN cord-302553-d0hk4ipg 80 14 on on IN cord-302553-d0hk4ipg 80 15 clinical clinical JJ cord-302553-d0hk4ipg 80 16 data data NN cord-302553-d0hk4ipg 80 17 collection collection NN cord-302553-d0hk4ipg 80 18 , , , cord-302553-d0hk4ipg 80 19 but but CC cord-302553-d0hk4ipg 80 20 few few JJ cord-302553-d0hk4ipg 80 21 of of IN cord-302553-d0hk4ipg 80 22 the the DT cord-302553-d0hk4ipg 80 23 studies study NNS cord-302553-d0hk4ipg 80 24 provide provide VBP cord-302553-d0hk4ipg 80 25 improved improve VBN cord-302553-d0hk4ipg 80 26 detecting detect VBG cord-302553-d0hk4ipg 80 27 measures measure NNS cord-302553-d0hk4ipg 80 28 using use VBG cord-302553-d0hk4ipg 80 29 social social JJ cord-302553-d0hk4ipg 80 30 media medium NNS cord-302553-d0hk4ipg 80 31 data datum NNS cord-302553-d0hk4ipg 80 32 , , , cord-302553-d0hk4ipg 80 33 which which WDT cord-302553-d0hk4ipg 80 34 represent represent VBP cord-302553-d0hk4ipg 80 35 an an DT cord-302553-d0hk4ipg 80 36 alternative alternative JJ cord-302553-d0hk4ipg 80 37 source source NN cord-302553-d0hk4ipg 80 38 of of IN cord-302553-d0hk4ipg 80 39 passive passive JJ cord-302553-d0hk4ipg 80 40 traditional traditional JJ cord-302553-d0hk4ipg 80 41 surveillance surveillance NN cord-302553-d0hk4ipg 80 42 data datum NNS cord-302553-d0hk4ipg 80 43 that that WDT cord-302553-d0hk4ipg 80 44 have have VBP cord-302553-d0hk4ipg 80 45 a a DT cord-302553-d0hk4ipg 80 46 larger large JJR cord-302553-d0hk4ipg 80 47 volume volume NN cord-302553-d0hk4ipg 80 48 and and CC cord-302553-d0hk4ipg 80 49 fewer few JJR cord-302553-d0hk4ipg 80 50 reporting reporting NN cord-302553-d0hk4ipg 80 51 delays delay NNS cord-302553-d0hk4ipg 80 52 . . . cord-302553-d0hk4ipg 81 1 Data datum NNS cord-302553-d0hk4ipg 81 2 from from IN cord-302553-d0hk4ipg 81 3 social social JJ cord-302553-d0hk4ipg 81 4 networks network NNS cord-302553-d0hk4ipg 81 5 show show VBP cord-302553-d0hk4ipg 81 6 apparent apparent JJ cord-302553-d0hk4ipg 81 7 advantages advantage NNS cord-302553-d0hk4ipg 81 8 in in IN cord-302553-d0hk4ipg 81 9 several several JJ cord-302553-d0hk4ipg 81 10 aspects aspect NNS cord-302553-d0hk4ipg 81 11 , , , cord-302553-d0hk4ipg 81 12 such such JJ cord-302553-d0hk4ipg 81 13 as as IN cord-302553-d0hk4ipg 81 14 being be VBG cord-302553-d0hk4ipg 81 15 real real JJ cord-302553-d0hk4ipg 81 16 time time NN cord-302553-d0hk4ipg 81 17 and and CC cord-302553-d0hk4ipg 81 18 time time NN cord-302553-d0hk4ipg 81 19 - - HYPH cord-302553-d0hk4ipg 81 20 sharing sharing NN cord-302553-d0hk4ipg 81 21 , , , cord-302553-d0hk4ipg 81 22 along along IN cord-302553-d0hk4ipg 81 23 with with IN cord-302553-d0hk4ipg 81 24 a a DT cord-302553-d0hk4ipg 81 25 broad broad JJ cord-302553-d0hk4ipg 81 26 scope scope NN cord-302553-d0hk4ipg 81 27 of of IN cord-302553-d0hk4ipg 81 28 data datum NNS cord-302553-d0hk4ipg 81 29 coverage coverage NN cord-302553-d0hk4ipg 81 30 [ [ -LRB- cord-302553-d0hk4ipg 81 31 31 31 CD cord-302553-d0hk4ipg 81 32 ] ] -RRB- cord-302553-d0hk4ipg 82 1 [ [ -LRB- cord-302553-d0hk4ipg 82 2 32 32 CD cord-302553-d0hk4ipg 82 3 ] ] -RRB- cord-302553-d0hk4ipg 82 4 [ [ -LRB- cord-302553-d0hk4ipg 82 5 33 33 CD cord-302553-d0hk4ipg 82 6 ] ] -RRB- cord-302553-d0hk4ipg 82 7 [ [ -LRB- cord-302553-d0hk4ipg 82 8 34 34 CD cord-302553-d0hk4ipg 82 9 ] ] -RRB- cord-302553-d0hk4ipg 82 10 . . . cord-302553-d0hk4ipg 83 1 Disease disease NN cord-302553-d0hk4ipg 83 2 surveillance surveillance NN cord-302553-d0hk4ipg 83 3 has have VBZ cord-302553-d0hk4ipg 83 4 been be VBN cord-302553-d0hk4ipg 83 5 investigated investigate VBN cord-302553-d0hk4ipg 83 6 based base VBN cord-302553-d0hk4ipg 83 7 on on IN cord-302553-d0hk4ipg 83 8 the the DT cord-302553-d0hk4ipg 83 9 recent recent JJ cord-302553-d0hk4ipg 83 10 rise rise NN cord-302553-d0hk4ipg 83 11 in in IN cord-302553-d0hk4ipg 83 12 the the DT cord-302553-d0hk4ipg 83 13 popularity popularity NN cord-302553-d0hk4ipg 83 14 and and CC cord-302553-d0hk4ipg 83 15 scale scale NN cord-302553-d0hk4ipg 83 16 of of IN cord-302553-d0hk4ipg 83 17 social social JJ cord-302553-d0hk4ipg 83 18 media medium NNS cord-302553-d0hk4ipg 83 19 data datum NNS cord-302553-d0hk4ipg 83 20 . . . cord-302553-d0hk4ipg 84 1 Aiello Aiello NNP cord-302553-d0hk4ipg 84 2 et et NNP cord-302553-d0hk4ipg 84 3 al al NNP cord-302553-d0hk4ipg 84 4 . . . cord-302553-d0hk4ipg 85 1 ( ( -LRB- cord-302553-d0hk4ipg 85 2 2011 2011 CD cord-302553-d0hk4ipg 85 3 ) ) -RRB- cord-302553-d0hk4ipg 85 4 reviewed review VBD cord-302553-d0hk4ipg 85 5 and and CC cord-302553-d0hk4ipg 85 6 addressed address VBD cord-302553-d0hk4ipg 85 7 the the DT cord-302553-d0hk4ipg 85 8 use use NN cord-302553-d0hk4ipg 85 9 , , , cord-302553-d0hk4ipg 85 10 promise promise NN cord-302553-d0hk4ipg 85 11 , , , cord-302553-d0hk4ipg 85 12 perils peril NNS cord-302553-d0hk4ipg 85 13 , , , cord-302553-d0hk4ipg 85 14 and and CC cord-302553-d0hk4ipg 85 15 ethics ethic NNS cord-302553-d0hk4ipg 85 16 of of IN cord-302553-d0hk4ipg 85 17 social social JJ cord-302553-d0hk4ipg 85 18 media medium NNS cord-302553-d0hk4ipg 85 19 - - HYPH cord-302553-d0hk4ipg 85 20 and and CC cord-302553-d0hk4ipg 85 21 internet internet NN cord-302553-d0hk4ipg 85 22 - - HYPH cord-302553-d0hk4ipg 85 23 based base VBN cord-302553-d0hk4ipg 85 24 data datum NNS cord-302553-d0hk4ipg 85 25 collection collection NN cord-302553-d0hk4ipg 85 26 for for IN cord-302553-d0hk4ipg 85 27 public public JJ cord-302553-d0hk4ipg 85 28 health health NN cord-302553-d0hk4ipg 85 29 surveillance surveillance NN cord-302553-d0hk4ipg 85 30 [ [ -LRB- cord-302553-d0hk4ipg 85 31 35 35 CD cord-302553-d0hk4ipg 85 32 ] ] -RRB- cord-302553-d0hk4ipg 85 33 . . . cord-302553-d0hk4ipg 86 1 Additionally additionally RB cord-302553-d0hk4ipg 86 2 , , , cord-302553-d0hk4ipg 86 3 the the DT cord-302553-d0hk4ipg 86 4 infectious infectious JJ cord-302553-d0hk4ipg 86 5 disease disease NN cord-302553-d0hk4ipg 86 6 detection detection NN cord-302553-d0hk4ipg 86 7 process process NN cord-302553-d0hk4ipg 86 8 is be VBZ cord-302553-d0hk4ipg 86 9 being be VBG cord-302553-d0hk4ipg 86 10 challenged challenge VBN cord-302553-d0hk4ipg 86 11 by by IN cord-302553-d0hk4ipg 86 12 the the DT cord-302553-d0hk4ipg 86 13 potential potential JJ cord-302553-d0hk4ipg 86 14 applications application NNS cord-302553-d0hk4ipg 86 15 of of IN cord-302553-d0hk4ipg 86 16 social social JJ cord-302553-d0hk4ipg 86 17 media medium NNS cord-302553-d0hk4ipg 86 18 [ [ -LRB- cord-302553-d0hk4ipg 86 19 1 1 CD cord-302553-d0hk4ipg 86 20 , , , cord-302553-d0hk4ipg 86 21 2 2 CD cord-302553-d0hk4ipg 86 22 , , , cord-302553-d0hk4ipg 86 23 36 36 CD cord-302553-d0hk4ipg 86 24 ] ] -RRB- cord-302553-d0hk4ipg 86 25 . . . cord-302553-d0hk4ipg 87 1 Multiple multiple JJ cord-302553-d0hk4ipg 87 2 types type NNS cord-302553-d0hk4ipg 87 3 of of IN cord-302553-d0hk4ipg 87 4 social social JJ cord-302553-d0hk4ipg 87 5 media medium NNS cord-302553-d0hk4ipg 87 6 have have VBP cord-302553-d0hk4ipg 87 7 become become VBN cord-302553-d0hk4ipg 87 8 emerging emerge VBG cord-302553-d0hk4ipg 87 9 and and CC cord-302553-d0hk4ipg 87 10 promising promising JJ cord-302553-d0hk4ipg 87 11 data datum NNS cord-302553-d0hk4ipg 87 12 sources source NNS cord-302553-d0hk4ipg 87 13 of of IN cord-302553-d0hk4ipg 87 14 disease disease NN cord-302553-d0hk4ipg 87 15 surveillance surveillance NN cord-302553-d0hk4ipg 87 16 and and CC cord-302553-d0hk4ipg 87 17 shown show VBN cord-302553-d0hk4ipg 87 18 advanced advanced JJ cord-302553-d0hk4ipg 87 19 achievements achievement NNS cord-302553-d0hk4ipg 87 20 in in IN cord-302553-d0hk4ipg 87 21 tracking track VBG cord-302553-d0hk4ipg 87 22 health health NN cord-302553-d0hk4ipg 87 23 informatics informatic NNS cord-302553-d0hk4ipg 87 24 in in IN cord-302553-d0hk4ipg 87 25 different different JJ cord-302553-d0hk4ipg 87 26 areas area NNS cord-302553-d0hk4ipg 87 27 all all RB cord-302553-d0hk4ipg 87 28 over over IN cord-302553-d0hk4ipg 87 29 the the DT cord-302553-d0hk4ipg 87 30 world world NN cord-302553-d0hk4ipg 87 31 . . . cord-302553-d0hk4ipg 88 1 Raamkumar Raamkumar NNP cord-302553-d0hk4ipg 88 2 et et NNP cord-302553-d0hk4ipg 88 3 al al NNP cord-302553-d0hk4ipg 88 4 . . . cord-302553-d0hk4ipg 89 1 ( ( -LRB- cord-302553-d0hk4ipg 89 2 2020 2020 CD cord-302553-d0hk4ipg 89 3 ) ) -RRB- cord-302553-d0hk4ipg 89 4 examined examine VBD cord-302553-d0hk4ipg 89 5 the the DT cord-302553-d0hk4ipg 89 6 differences difference NNS cord-302553-d0hk4ipg 89 7 of of IN cord-302553-d0hk4ipg 89 8 COVID-19-related covid-19-related JJ cord-302553-d0hk4ipg 89 9 public public JJ cord-302553-d0hk4ipg 89 10 responses response NNS cord-302553-d0hk4ipg 89 11 on on IN cord-302553-d0hk4ipg 89 12 Facebook Facebook NNP cord-302553-d0hk4ipg 89 13 in in IN cord-302553-d0hk4ipg 89 14 the the DT cord-302553-d0hk4ipg 89 15 United United NNP cord-302553-d0hk4ipg 89 16 States States NNP cord-302553-d0hk4ipg 89 17 , , , cord-302553-d0hk4ipg 89 18 England England NNP cord-302553-d0hk4ipg 89 19 and and CC cord-302553-d0hk4ipg 89 20 Singapore Singapore NNP cord-302553-d0hk4ipg 89 21 and and CC cord-302553-d0hk4ipg 89 22 showed show VBD cord-302553-d0hk4ipg 89 23 that that IN cord-302553-d0hk4ipg 89 24 social social JJ cord-302553-d0hk4ipg 89 25 media medium NNS cord-302553-d0hk4ipg 89 26 analysis analysis NN cord-302553-d0hk4ipg 89 27 was be VBD cord-302553-d0hk4ipg 89 28 capable capable JJ cord-302553-d0hk4ipg 89 29 of of IN cord-302553-d0hk4ipg 89 30 providing provide VBG cord-302553-d0hk4ipg 89 31 insights insight NNS cord-302553-d0hk4ipg 89 32 about about IN cord-302553-d0hk4ipg 89 33 the the DT cord-302553-d0hk4ipg 89 34 communication communication NN cord-302553-d0hk4ipg 89 35 strategies strategy NNS cord-302553-d0hk4ipg 89 36 during during IN cord-302553-d0hk4ipg 89 37 disease disease NN cord-302553-d0hk4ipg 89 38 outbreaks outbreak NNS cord-302553-d0hk4ipg 89 39 [ [ -LRB- cord-302553-d0hk4ipg 89 40 37 37 CD cord-302553-d0hk4ipg 89 41 ] ] -RRB- cord-302553-d0hk4ipg 89 42 . . . cord-302553-d0hk4ipg 90 1 Lwin Lwin NNP cord-302553-d0hk4ipg 90 2 et et NNP cord-302553-d0hk4ipg 90 3 al al NNP cord-302553-d0hk4ipg 90 4 . . . cord-302553-d0hk4ipg 91 1 ( ( -LRB- cord-302553-d0hk4ipg 91 2 2018 2018 CD cord-302553-d0hk4ipg 91 3 ) ) -RRB- cord-302553-d0hk4ipg 91 4 and and CC cord-302553-d0hk4ipg 91 5 Vijaykumar Vijaykumar NNP cord-302553-d0hk4ipg 91 6 et et NNP cord-302553-d0hk4ipg 91 7 al al NNP cord-302553-d0hk4ipg 91 8 . . . cord-302553-d0hk4ipg 92 1 ( ( -LRB- cord-302553-d0hk4ipg 92 2 2017 2017 CD cord-302553-d0hk4ipg 92 3 ) ) -RRB- cord-302553-d0hk4ipg 92 4 investigates investigate VBZ cord-302553-d0hk4ipg 92 5 how how WRB cord-302553-d0hk4ipg 92 6 Facebook Facebook NNP cord-302553-d0hk4ipg 92 7 can can MD cord-302553-d0hk4ipg 92 8 be be VB cord-302553-d0hk4ipg 92 9 utilized utilize VBN cord-302553-d0hk4ipg 92 10 to to TO cord-302553-d0hk4ipg 92 11 implement implement VB cord-302553-d0hk4ipg 92 12 and and CC cord-302553-d0hk4ipg 92 13 adapt adapt VB cord-302553-d0hk4ipg 92 14 in in IN cord-302553-d0hk4ipg 92 15 responding respond VBG cord-302553-d0hk4ipg 92 16 to to IN cord-302553-d0hk4ipg 92 17 the the DT cord-302553-d0hk4ipg 92 18 Zika Zika NNP cord-302553-d0hk4ipg 92 19 epidemic epidemic NN cord-302553-d0hk4ipg 92 20 in in IN cord-302553-d0hk4ipg 92 21 Singapore Singapore NNP cord-302553-d0hk4ipg 92 22 [ [ -LRB- cord-302553-d0hk4ipg 92 23 38 38 CD cord-302553-d0hk4ipg 92 24 , , , cord-302553-d0hk4ipg 92 25 39 39 CD cord-302553-d0hk4ipg 92 26 ] ] -RRB- cord-302553-d0hk4ipg 92 27 . . . cord-302553-d0hk4ipg 93 1 Moreover moreover RB cord-302553-d0hk4ipg 93 2 , , , cord-302553-d0hk4ipg 93 3 Dubey Dubey NNP cord-302553-d0hk4ipg 93 4 et et NNP cord-302553-d0hk4ipg 93 5 al al NNP cord-302553-d0hk4ipg 93 6 . . . cord-302553-d0hk4ipg 94 1 ( ( -LRB- cord-302553-d0hk4ipg 94 2 2014 2014 CD cord-302553-d0hk4ipg 94 3 ) ) -RRB- cord-302553-d0hk4ipg 94 4 identified identify VBN cord-302553-d0hk4ipg 94 5 and and CC cord-302553-d0hk4ipg 94 6 evaluated evaluate VBD cord-302553-d0hk4ipg 94 7 YouTube YouTube NNP cord-302553-d0hk4ipg 94 8 as as IN cord-302553-d0hk4ipg 94 9 significant significant JJ cord-302553-d0hk4ipg 94 10 resource resource NN cord-302553-d0hk4ipg 94 11 for for IN cord-302553-d0hk4ipg 94 12 providing provide VBG cord-302553-d0hk4ipg 94 13 and and CC cord-302553-d0hk4ipg 94 14 disseminating disseminate VBG cord-302553-d0hk4ipg 94 15 information information NN cord-302553-d0hk4ipg 94 16 on on IN cord-302553-d0hk4ipg 94 17 public public JJ cord-302553-d0hk4ipg 94 18 health health NN cord-302553-d0hk4ipg 94 19 issues issue NNS cord-302553-d0hk4ipg 94 20 like like IN cord-302553-d0hk4ipg 94 21 West West NNP cord-302553-d0hk4ipg 94 22 Nile Nile NNP cord-302553-d0hk4ipg 94 23 virus virus NN cord-302553-d0hk4ipg 94 24 infection infection NN cord-302553-d0hk4ipg 94 25 [ [ -LRB- cord-302553-d0hk4ipg 94 26 40 40 CD cord-302553-d0hk4ipg 94 27 ] ] -RRB- cord-302553-d0hk4ipg 94 28 . . . cord-302553-d0hk4ipg 95 1 Davidson Davidson NNP cord-302553-d0hk4ipg 95 2 et et NNP cord-302553-d0hk4ipg 95 3 al al NNP cord-302553-d0hk4ipg 95 4 . . . cord-302553-d0hk4ipg 96 1 ( ( -LRB- cord-302553-d0hk4ipg 96 2 2015 2015 CD cord-302553-d0hk4ipg 96 3 ) ) -RRB- cord-302553-d0hk4ipg 96 4 constructed construct VBD cord-302553-d0hk4ipg 96 5 an an DT cord-302553-d0hk4ipg 96 6 empirical empirical JJ cord-302553-d0hk4ipg 96 7 network network NN cord-302553-d0hk4ipg 96 8 to to TO cord-302553-d0hk4ipg 96 9 substantially substantially RB cord-302553-d0hk4ipg 96 10 improve improve VB cord-302553-d0hk4ipg 96 11 performance performance NN cord-302553-d0hk4ipg 96 12 in in IN cord-302553-d0hk4ipg 96 13 predicting predict VBG cord-302553-d0hk4ipg 96 14 infections infection NNS cord-302553-d0hk4ipg 96 15 one one CD cord-302553-d0hk4ipg 96 16 week week NN cord-302553-d0hk4ipg 96 17 into into IN cord-302553-d0hk4ipg 96 18 the the DT cord-302553-d0hk4ipg 96 19 future future NN cord-302553-d0hk4ipg 96 20 using use VBG cord-302553-d0hk4ipg 96 21 CDC CDC NNP cord-302553-d0hk4ipg 96 22 data datum NNS cord-302553-d0hk4ipg 96 23 and and CC cord-302553-d0hk4ipg 96 24 combining combine VBG cord-302553-d0hk4ipg 96 25 this this DT cord-302553-d0hk4ipg 96 26 with with IN cord-302553-d0hk4ipg 96 27 internet internet NN cord-302553-d0hk4ipg 96 28 - - HYPH cord-302553-d0hk4ipg 96 29 based base VBN cord-302553-d0hk4ipg 96 30 data datum NNS cord-302553-d0hk4ipg 96 31 in in IN cord-302553-d0hk4ipg 96 32 the the DT cord-302553-d0hk4ipg 96 33 U.S. U.S. NNP cord-302553-d0hk4ipg 96 34 [ [ -LRB- cord-302553-d0hk4ipg 96 35 41 41 CD cord-302553-d0hk4ipg 96 36 ] ] -RRB- cord-302553-d0hk4ipg 96 37 . . . cord-302553-d0hk4ipg 97 1 Chen Chen NNP cord-302553-d0hk4ipg 97 2 et et NNP cord-302553-d0hk4ipg 97 3 al al NNP cord-302553-d0hk4ipg 97 4 . . . cord-302553-d0hk4ipg 98 1 ( ( -LRB- cord-302553-d0hk4ipg 98 2 2016 2016 CD cord-302553-d0hk4ipg 98 3 ) ) -RRB- cord-302553-d0hk4ipg 98 4 proposed propose VBD cord-302553-d0hk4ipg 98 5 two two CD cord-302553-d0hk4ipg 98 6 temporal temporal JJ cord-302553-d0hk4ipg 98 7 topic topic NN cord-302553-d0hk4ipg 98 8 models model NNS cord-302553-d0hk4ipg 98 9 to to TO cord-302553-d0hk4ipg 98 10 capture capture VB cord-302553-d0hk4ipg 98 11 hidden hidden JJ cord-302553-d0hk4ipg 98 12 states state NNS cord-302553-d0hk4ipg 98 13 of of IN cord-302553-d0hk4ipg 98 14 a a DT cord-302553-d0hk4ipg 98 15 flu flu NN cord-302553-d0hk4ipg 98 16 - - HYPH cord-302553-d0hk4ipg 98 17 related relate VBN cord-302553-d0hk4ipg 98 18 user user NN cord-302553-d0hk4ipg 98 19 and and CC cord-302553-d0hk4ipg 98 20 get get VB cord-302553-d0hk4ipg 98 21 better well JJR cord-302553-d0hk4ipg 98 22 flu flu NN cord-302553-d0hk4ipg 98 23 - - HYPH cord-302553-d0hk4ipg 98 24 peak peak NN cord-302553-d0hk4ipg 98 25 predictions prediction NNS cord-302553-d0hk4ipg 98 26 by by IN cord-302553-d0hk4ipg 98 27 using use VBG cord-302553-d0hk4ipg 98 28 Twitter Twitter NNP cord-302553-d0hk4ipg 98 29 data datum NNS cord-302553-d0hk4ipg 98 30 . . . cord-302553-d0hk4ipg 99 1 In in IN cord-302553-d0hk4ipg 99 2 addition addition NN cord-302553-d0hk4ipg 99 3 , , , cord-302553-d0hk4ipg 99 4 they -PRON- PRP cord-302553-d0hk4ipg 99 5 validated validate VBD cord-302553-d0hk4ipg 99 6 their -PRON- PRP$ cord-302553-d0hk4ipg 99 7 approaches approach NNS cord-302553-d0hk4ipg 99 8 by by IN cord-302553-d0hk4ipg 99 9 modeling model VBG cord-302553-d0hk4ipg 99 10 the the DT cord-302553-d0hk4ipg 99 11 flu flu NN cord-302553-d0hk4ipg 99 12 using use VBG cord-302553-d0hk4ipg 99 13 Twitter Twitter NNP cord-302553-d0hk4ipg 99 14 in in IN cord-302553-d0hk4ipg 99 15 multiple multiple JJ cord-302553-d0hk4ipg 99 16 countries country NNS cord-302553-d0hk4ipg 99 17 of of IN cord-302553-d0hk4ipg 99 18 South South NNP cord-302553-d0hk4ipg 99 19 America America NNP cord-302553-d0hk4ipg 99 20 [ [ -LRB- cord-302553-d0hk4ipg 99 21 42 42 CD cord-302553-d0hk4ipg 99 22 ] ] -RRB- cord-302553-d0hk4ipg 99 23 . . . cord-302553-d0hk4ipg 100 1 Lamb Lamb NNP cord-302553-d0hk4ipg 100 2 et et NNP cord-302553-d0hk4ipg 100 3 al al NNP cord-302553-d0hk4ipg 100 4 . . . cord-302553-d0hk4ipg 101 1 ( ( -LRB- cord-302553-d0hk4ipg 101 2 2013 2013 CD cord-302553-d0hk4ipg 101 3 ) ) -RRB- cord-302553-d0hk4ipg 101 4 demonstrated demonstrate VBD cord-302553-d0hk4ipg 101 5 that that IN cord-302553-d0hk4ipg 101 6 the the DT cord-302553-d0hk4ipg 101 7 use use NN cord-302553-d0hk4ipg 101 8 of of IN cord-302553-d0hk4ipg 101 9 Twitter Twitter NNP cord-302553-d0hk4ipg 101 10 data data NN cord-302553-d0hk4ipg 101 11 leads lead VBZ cord-302553-d0hk4ipg 101 12 to to IN cord-302553-d0hk4ipg 101 13 significant significant JJ cord-302553-d0hk4ipg 101 14 improvements improvement NNS cord-302553-d0hk4ipg 101 15 in in IN cord-302553-d0hk4ipg 101 16 flu flu NN cord-302553-d0hk4ipg 101 17 surveillance surveillance NN cord-302553-d0hk4ipg 101 18 by by IN cord-302553-d0hk4ipg 101 19 discriminating discriminate VBG cord-302553-d0hk4ipg 101 20 those those DT cord-302553-d0hk4ipg 101 21 categories category NNS cord-302553-d0hk4ipg 101 22 of of IN cord-302553-d0hk4ipg 101 23 flu flu NN cord-302553-d0hk4ipg 101 24 tweets tweet NNS cord-302553-d0hk4ipg 101 25 that that WDT cord-302553-d0hk4ipg 101 26 reported report VBD cord-302553-d0hk4ipg 101 27 infection infection NN cord-302553-d0hk4ipg 101 28 from from IN cord-302553-d0hk4ipg 101 29 those those DT cord-302553-d0hk4ipg 101 30 that that WDT cord-302553-d0hk4ipg 101 31 expressed express VBD cord-302553-d0hk4ipg 101 32 concerned concerned JJ cord-302553-d0hk4ipg 101 33 awareness awareness NN cord-302553-d0hk4ipg 101 34 of of IN cord-302553-d0hk4ipg 101 35 the the DT cord-302553-d0hk4ipg 101 36 flu flu NN cord-302553-d0hk4ipg 101 37 as as RB cord-302553-d0hk4ipg 101 38 well well RB cord-302553-d0hk4ipg 101 39 as as IN cord-302553-d0hk4ipg 101 40 tweets tweet NNS cord-302553-d0hk4ipg 101 41 about about IN cord-302553-d0hk4ipg 101 42 the the DT cord-302553-d0hk4ipg 101 43 authors author NNS cord-302553-d0hk4ipg 101 44 versus versus IN cord-302553-d0hk4ipg 101 45 those those DT cord-302553-d0hk4ipg 101 46 about about IN cord-302553-d0hk4ipg 101 47 others other NNS cord-302553-d0hk4ipg 101 48 [ [ -LRB- cord-302553-d0hk4ipg 101 49 43 43 CD cord-302553-d0hk4ipg 101 50 ] ] -RRB- cord-302553-d0hk4ipg 101 51 . . . cord-302553-d0hk4ipg 102 1 Sentiment sentiment NN cord-302553-d0hk4ipg 102 2 classification classification NN cord-302553-d0hk4ipg 102 3 [ [ -LRB- cord-302553-d0hk4ipg 102 4 44 44 CD cord-302553-d0hk4ipg 102 5 , , , cord-302553-d0hk4ipg 102 6 45 45 CD cord-302553-d0hk4ipg 102 7 ] ] -RRB- cord-302553-d0hk4ipg 102 8 , , , cord-302553-d0hk4ipg 102 9 feature feature VBP cord-302553-d0hk4ipg 102 10 extraction extraction NN cord-302553-d0hk4ipg 102 11 [ [ -LRB- cord-302553-d0hk4ipg 102 12 46 46 CD cord-302553-d0hk4ipg 102 13 ] ] -RRB- cord-302553-d0hk4ipg 102 14 and and CC cord-302553-d0hk4ipg 102 15 public public JJ cord-302553-d0hk4ipg 102 16 opinion opinion NN cord-302553-d0hk4ipg 102 17 monitoring monitor VBG cord-302553-d0hk4ipg 102 18 [ [ -LRB- cord-302553-d0hk4ipg 102 19 47 47 CD cord-302553-d0hk4ipg 102 20 , , , cord-302553-d0hk4ipg 102 21 48 48 CD cord-302553-d0hk4ipg 102 22 ] ] -RRB- cord-302553-d0hk4ipg 102 23 are be VBP cord-302553-d0hk4ipg 102 24 performed perform VBN cord-302553-d0hk4ipg 102 25 based base VBN cord-302553-d0hk4ipg 102 26 on on IN cord-302553-d0hk4ipg 102 27 a a DT cord-302553-d0hk4ipg 102 28 social social JJ cord-302553-d0hk4ipg 102 29 network network NN cord-302553-d0hk4ipg 102 30 dataset dataset NN cord-302553-d0hk4ipg 102 31 for for IN cord-302553-d0hk4ipg 102 32 sentiment sentiment NN cord-302553-d0hk4ipg 102 33 analysis analysis NN cord-302553-d0hk4ipg 102 34 . . . cord-302553-d0hk4ipg 103 1 Chen Chen NNP cord-302553-d0hk4ipg 103 2 et et NNP cord-302553-d0hk4ipg 103 3 al al NNP cord-302553-d0hk4ipg 103 4 . . . cord-302553-d0hk4ipg 104 1 ( ( -LRB- cord-302553-d0hk4ipg 104 2 2020 2020 CD cord-302553-d0hk4ipg 104 3 ) ) -RRB- cord-302553-d0hk4ipg 104 4 introduced introduce VBD cord-302553-d0hk4ipg 104 5 a a DT cord-302553-d0hk4ipg 104 6 novel novel JJ cord-302553-d0hk4ipg 104 7 approach approach NN cord-302553-d0hk4ipg 104 8 of of IN cord-302553-d0hk4ipg 104 9 adding add VBG cord-302553-d0hk4ipg 104 10 semantics semantic NNS cord-302553-d0hk4ipg 104 11 as as IN cord-302553-d0hk4ipg 104 12 additional additional JJ cord-302553-d0hk4ipg 104 13 features feature NNS cord-302553-d0hk4ipg 104 14 into into IN cord-302553-d0hk4ipg 104 15 the the DT cord-302553-d0hk4ipg 104 16 training training NN cord-302553-d0hk4ipg 104 17 set set NN cord-302553-d0hk4ipg 104 18 for for IN cord-302553-d0hk4ipg 104 19 sentiment sentiment NN cord-302553-d0hk4ipg 104 20 analysis analysis NN cord-302553-d0hk4ipg 104 21 , , , cord-302553-d0hk4ipg 104 22 and and CC cord-302553-d0hk4ipg 104 23 they -PRON- PRP cord-302553-d0hk4ipg 104 24 applied apply VBD cord-302553-d0hk4ipg 104 25 this this DT cord-302553-d0hk4ipg 104 26 approach approach NN cord-302553-d0hk4ipg 104 27 to to TO cord-302553-d0hk4ipg 104 28 predict predict VB cord-302553-d0hk4ipg 104 29 sentiment sentiment NN cord-302553-d0hk4ipg 104 30 for for IN cord-302553-d0hk4ipg 104 31 three three CD cord-302553-d0hk4ipg 104 32 different different JJ cord-302553-d0hk4ipg 104 33 Twitter Twitter NNP cord-302553-d0hk4ipg 104 34 datasets dataset NNS cord-302553-d0hk4ipg 104 35 [ [ -LRB- cord-302553-d0hk4ipg 104 36 49 49 CD cord-302553-d0hk4ipg 104 37 ] ] -RRB- cord-302553-d0hk4ipg 104 38 . . . cord-302553-d0hk4ipg 105 1 The the DT cord-302553-d0hk4ipg 105 2 authors author NNS cord-302553-d0hk4ipg 105 3 also also RB cord-302553-d0hk4ipg 105 4 investigated investigate VBD cord-302553-d0hk4ipg 105 5 the the DT cord-302553-d0hk4ipg 105 6 real real JJ cord-302553-d0hk4ipg 105 7 - - HYPH cord-302553-d0hk4ipg 105 8 time time NN cord-302553-d0hk4ipg 105 9 flu flu NN cord-302553-d0hk4ipg 105 10 detection detection NN cord-302553-d0hk4ipg 105 11 problems problem NNS cord-302553-d0hk4ipg 105 12 and and CC cord-302553-d0hk4ipg 105 13 proposed propose VBD cord-302553-d0hk4ipg 105 14 a a DT cord-302553-d0hk4ipg 105 15 flu flu NN cord-302553-d0hk4ipg 105 16 detection detection NN cord-302553-d0hk4ipg 105 17 model model NN cord-302553-d0hk4ipg 105 18 with with IN cord-302553-d0hk4ipg 105 19 emotional emotional JJ cord-302553-d0hk4ipg 105 20 factors factor NNS cord-302553-d0hk4ipg 105 21 and and CC cord-302553-d0hk4ipg 105 22 semantic semantic JJ cord-302553-d0hk4ipg 105 23 information information NN cord-302553-d0hk4ipg 105 24 [ [ -LRB- cord-302553-d0hk4ipg 105 25 50 50 CD cord-302553-d0hk4ipg 105 26 ] ] -RRB- cord-302553-d0hk4ipg 105 27 . . . cord-302553-d0hk4ipg 106 1 Adamopoulos Adamopoulos NNP cord-302553-d0hk4ipg 106 2 et et NNP cord-302553-d0hk4ipg 106 3 al al NNP cord-302553-d0hk4ipg 106 4 . . . cord-302553-d0hk4ipg 107 1 ( ( -LRB- cord-302553-d0hk4ipg 107 2 2018 2018 CD cord-302553-d0hk4ipg 107 3 ) ) -RRB- cord-302553-d0hk4ipg 107 4 examined examine VBD cord-302553-d0hk4ipg 107 5 the the DT cord-302553-d0hk4ipg 107 6 effect effect NN cord-302553-d0hk4ipg 107 7 of of IN cord-302553-d0hk4ipg 107 8 latent latent JJ cord-302553-d0hk4ipg 107 9 personality personality NN cord-302553-d0hk4ipg 107 10 traits trait NNS cord-302553-d0hk4ipg 107 11 on on IN cord-302553-d0hk4ipg 107 12 consumers consumer NNS cord-302553-d0hk4ipg 107 13 ' ' POS cord-302553-d0hk4ipg 107 14 behavior behavior NN cord-302553-d0hk4ipg 107 15 and and CC cord-302553-d0hk4ipg 107 16 preferences preference NNS cord-302553-d0hk4ipg 107 17 , , , cord-302553-d0hk4ipg 107 18 which which WDT cord-302553-d0hk4ipg 107 19 originated originate VBD cord-302553-d0hk4ipg 107 20 from from IN cord-302553-d0hk4ipg 107 21 social social JJ cord-302553-d0hk4ipg 107 22 media medium NNS cord-302553-d0hk4ipg 107 23 users user NNS cord-302553-d0hk4ipg 107 24 ' ' POS cord-302553-d0hk4ipg 107 25 levels level NNS cord-302553-d0hk4ipg 107 26 of of IN cord-302553-d0hk4ipg 107 27 emotional emotional JJ cord-302553-d0hk4ipg 107 28 range range NN cord-302553-d0hk4ipg 107 29 [ [ -LRB- cord-302553-d0hk4ipg 107 30 51 51 CD cord-302553-d0hk4ipg 107 31 ] ] -RRB- cord-302553-d0hk4ipg 107 32 . . . cord-302553-d0hk4ipg 108 1 The the DT cord-302553-d0hk4ipg 108 2 effect effect NN cord-302553-d0hk4ipg 108 3 of of IN cord-302553-d0hk4ipg 108 4 social social JJ cord-302553-d0hk4ipg 108 5 media medium NNS cord-302553-d0hk4ipg 108 6 advertising advertising NN cord-302553-d0hk4ipg 108 7 content content NN cord-302553-d0hk4ipg 108 8 on on IN cord-302553-d0hk4ipg 108 9 customer customer NN cord-302553-d0hk4ipg 108 10 engagement engagement NN cord-302553-d0hk4ipg 108 11 was be VBD cord-302553-d0hk4ipg 108 12 also also RB cord-302553-d0hk4ipg 108 13 studied study VBN cord-302553-d0hk4ipg 108 14 via via IN cord-302553-d0hk4ipg 108 15 Facebook Facebook NNP cord-302553-d0hk4ipg 108 16 users user NNS cord-302553-d0hk4ipg 108 17 ' ' POS cord-302553-d0hk4ipg 108 18 humor humor NN cord-302553-d0hk4ipg 108 19 and and CC cord-302553-d0hk4ipg 108 20 emotion emotion NN cord-302553-d0hk4ipg 108 21 [ [ -LRB- cord-302553-d0hk4ipg 108 22 52 52 CD cord-302553-d0hk4ipg 108 23 ] ] -RRB- cord-302553-d0hk4ipg 108 24 . . . cord-302553-d0hk4ipg 109 1 Although although IN cord-302553-d0hk4ipg 109 2 sentiment sentiment NN cord-302553-d0hk4ipg 109 3 analysis analysis NN cord-302553-d0hk4ipg 109 4 has have VBZ cord-302553-d0hk4ipg 109 5 been be VBN cord-302553-d0hk4ipg 109 6 widely widely RB cord-302553-d0hk4ipg 109 7 applied apply VBN cord-302553-d0hk4ipg 109 8 to to IN cord-302553-d0hk4ipg 109 9 many many JJ cord-302553-d0hk4ipg 109 10 fields field NNS cord-302553-d0hk4ipg 109 11 , , , cord-302553-d0hk4ipg 109 12 few few JJ cord-302553-d0hk4ipg 109 13 researchers researcher NNS cord-302553-d0hk4ipg 109 14 consider consider VBP cord-302553-d0hk4ipg 109 15 it -PRON- PRP cord-302553-d0hk4ipg 109 16 to to TO cord-302553-d0hk4ipg 109 17 be be VB cord-302553-d0hk4ipg 109 18 a a DT cord-302553-d0hk4ipg 109 19 powerful powerful JJ cord-302553-d0hk4ipg 109 20 tool tool NN cord-302553-d0hk4ipg 109 21 to to TO cord-302553-d0hk4ipg 109 22 be be VB cord-302553-d0hk4ipg 109 23 used use VBN cord-302553-d0hk4ipg 109 24 in in IN cord-302553-d0hk4ipg 109 25 determining determine VBG cord-302553-d0hk4ipg 109 26 a a DT cord-302553-d0hk4ipg 109 27 patient patient NN cord-302553-d0hk4ipg 109 28 's 's POS cord-302553-d0hk4ipg 109 29 status status NN cord-302553-d0hk4ipg 109 30 when when WRB cord-302553-d0hk4ipg 109 31 detecting detect VBG cord-302553-d0hk4ipg 109 32 infectious infectious JJ cord-302553-d0hk4ipg 109 33 diseases disease NNS cord-302553-d0hk4ipg 109 34 . . . cord-302553-d0hk4ipg 110 1 Furthermore furthermore RB cord-302553-d0hk4ipg 110 2 , , , cord-302553-d0hk4ipg 110 3 word word NN cord-302553-d0hk4ipg 110 4 embedding embedding NN cord-302553-d0hk4ipg 110 5 techniques technique NNS cord-302553-d0hk4ipg 110 6 , , , cord-302553-d0hk4ipg 110 7 such such JJ cord-302553-d0hk4ipg 110 8 as as IN cord-302553-d0hk4ipg 110 9 bag bag NN cord-302553-d0hk4ipg 110 10 of of IN cord-302553-d0hk4ipg 110 11 words word NNS cord-302553-d0hk4ipg 110 12 [ [ -LRB- cord-302553-d0hk4ipg 110 13 53 53 CD cord-302553-d0hk4ipg 110 14 ] ] -RRB- cord-302553-d0hk4ipg 110 15 and and CC cord-302553-d0hk4ipg 110 16 word2vec word2vec JJ cord-302553-d0hk4ipg 110 17 [ [ -LRB- cord-302553-d0hk4ipg 110 18 54 54 CD cord-302553-d0hk4ipg 110 19 ] ] -RRB- cord-302553-d0hk4ipg 110 20 , , , cord-302553-d0hk4ipg 110 21 have have VBP cord-302553-d0hk4ipg 110 22 become become VBN cord-302553-d0hk4ipg 110 23 effective effective JJ cord-302553-d0hk4ipg 110 24 means mean NNS cord-302553-d0hk4ipg 110 25 of of IN cord-302553-d0hk4ipg 110 26 text text NN cord-302553-d0hk4ipg 110 27 processing processing NN cord-302553-d0hk4ipg 110 28 . . . cord-302553-d0hk4ipg 111 1 High high JJ cord-302553-d0hk4ipg 111 2 - - HYPH cord-302553-d0hk4ipg 111 3 quality quality NN cord-302553-d0hk4ipg 111 4 word word NN cord-302553-d0hk4ipg 111 5 vector vector NN cord-302553-d0hk4ipg 111 6 representations representation NNS cord-302553-d0hk4ipg 111 7 provide provide VBP cord-302553-d0hk4ipg 111 8 distributional distributional JJ cord-302553-d0hk4ipg 111 9 information information NN cord-302553-d0hk4ipg 111 10 about about IN cord-302553-d0hk4ipg 111 11 words word NNS cord-302553-d0hk4ipg 111 12 [ [ -LRB- cord-302553-d0hk4ipg 111 13 55 55 CD cord-302553-d0hk4ipg 111 14 ] ] -RRB- cord-302553-d0hk4ipg 111 15 , , , cord-302553-d0hk4ipg 111 16 especially especially RB cord-302553-d0hk4ipg 111 17 for for IN cord-302553-d0hk4ipg 111 18 word2vector word2vector NNP cord-302553-d0hk4ipg 111 19 , , , cord-302553-d0hk4ipg 111 20 which which WDT cord-302553-d0hk4ipg 111 21 appears appear VBZ cord-302553-d0hk4ipg 111 22 to to TO cord-302553-d0hk4ipg 111 23 be be VB cord-302553-d0hk4ipg 111 24 outstanding outstanding JJ cord-302553-d0hk4ipg 111 25 at at IN cord-302553-d0hk4ipg 111 26 improving improve VBG cord-302553-d0hk4ipg 111 27 a a DT cord-302553-d0hk4ipg 111 28 model model NN cord-302553-d0hk4ipg 111 29 's 's POS cord-302553-d0hk4ipg 111 30 performance performance NN cord-302553-d0hk4ipg 111 31 on on IN cord-302553-d0hk4ipg 111 32 a a DT cord-302553-d0hk4ipg 111 33 limited limited JJ cord-302553-d0hk4ipg 111 34 amount amount NN cord-302553-d0hk4ipg 111 35 of of IN cord-302553-d0hk4ipg 111 36 data datum NNS cord-302553-d0hk4ipg 111 37 . . . cord-302553-d0hk4ipg 112 1 The the DT cord-302553-d0hk4ipg 112 2 development development NN cord-302553-d0hk4ipg 112 3 of of IN cord-302553-d0hk4ipg 112 4 word2vector word2vector NNP cord-302553-d0hk4ipg 112 5 significantly significantly RB cord-302553-d0hk4ipg 112 6 improves improve VBZ cord-302553-d0hk4ipg 112 7 the the DT cord-302553-d0hk4ipg 112 8 effectiveness effectiveness NN cord-302553-d0hk4ipg 112 9 of of IN cord-302553-d0hk4ipg 112 10 word word NN cord-302553-d0hk4ipg 112 11 representations representation NNS cord-302553-d0hk4ipg 112 12 by by IN cord-302553-d0hk4ipg 112 13 transforming transform VBG cord-302553-d0hk4ipg 112 14 sparse sparse JJ cord-302553-d0hk4ipg 112 15 , , , cord-302553-d0hk4ipg 112 16 discrete discrete JJ cord-302553-d0hk4ipg 112 17 and and CC cord-302553-d0hk4ipg 112 18 high high JJ cord-302553-d0hk4ipg 112 19 - - HYPH cord-302553-d0hk4ipg 112 20 dimensional dimensional JJ cord-302553-d0hk4ipg 112 21 vectors vector NNS cord-302553-d0hk4ipg 112 22 into into IN cord-302553-d0hk4ipg 112 23 dense dense JJ cord-302553-d0hk4ipg 112 24 , , , cord-302553-d0hk4ipg 112 25 continuous continuous JJ cord-302553-d0hk4ipg 112 26 and and CC cord-302553-d0hk4ipg 112 27 low low JJ cord-302553-d0hk4ipg 112 28 - - HYPH cord-302553-d0hk4ipg 112 29 dimensional dimensional JJ cord-302553-d0hk4ipg 112 30 vectors vector NNS cord-302553-d0hk4ipg 112 31 [ [ -LRB- cord-302553-d0hk4ipg 112 32 56 56 CD cord-302553-d0hk4ipg 112 33 ] ] -RRB- cord-302553-d0hk4ipg 112 34 . . . cord-302553-d0hk4ipg 113 1 It -PRON- PRP cord-302553-d0hk4ipg 113 2 is be VBZ cord-302553-d0hk4ipg 113 3 a a DT cord-302553-d0hk4ipg 113 4 foundation foundation NN cord-302553-d0hk4ipg 113 5 to to TO cord-302553-d0hk4ipg 113 6 transform transform VB cord-302553-d0hk4ipg 113 7 word word NN cord-302553-d0hk4ipg 113 8 segments segment NNS cord-302553-d0hk4ipg 113 9 into into IN cord-302553-d0hk4ipg 113 10 fixed fix VBN cord-302553-d0hk4ipg 113 11 dimensional dimensional JJ cord-302553-d0hk4ipg 113 12 vectors vector NNS cord-302553-d0hk4ipg 113 13 , , , cord-302553-d0hk4ipg 113 14 namely namely RB cord-302553-d0hk4ipg 113 15 , , , cord-302553-d0hk4ipg 113 16 word word NN cord-302553-d0hk4ipg 113 17 embedding embedding NN cord-302553-d0hk4ipg 113 18 , , , cord-302553-d0hk4ipg 113 19 when when WRB cord-302553-d0hk4ipg 113 20 studying study VBG cord-302553-d0hk4ipg 113 21 user user NN cord-302553-d0hk4ipg 113 22 - - HYPH cord-302553-d0hk4ipg 113 23 generated generate VBN cord-302553-d0hk4ipg 113 24 content content NN cord-302553-d0hk4ipg 113 25 [ [ -LRB- cord-302553-d0hk4ipg 113 26 57 57 CD cord-302553-d0hk4ipg 113 27 , , , cord-302553-d0hk4ipg 113 28 58 58 CD cord-302553-d0hk4ipg 113 29 ] ] -RRB- cord-302553-d0hk4ipg 113 30 . . . cord-302553-d0hk4ipg 114 1 In in IN cord-302553-d0hk4ipg 114 2 this this DT cord-302553-d0hk4ipg 114 3 paper paper NN cord-302553-d0hk4ipg 114 4 , , , cord-302553-d0hk4ipg 114 5 the the DT cord-302553-d0hk4ipg 114 6 use use NN cord-302553-d0hk4ipg 114 7 of of IN cord-302553-d0hk4ipg 114 8 high high JJ cord-302553-d0hk4ipg 114 9 dimensional dimensional JJ cord-302553-d0hk4ipg 114 10 numeral numeral JJ cord-302553-d0hk4ipg 114 11 vectors vector NNS cord-302553-d0hk4ipg 114 12 to to TO cord-302553-d0hk4ipg 114 13 represent represent VB cord-302553-d0hk4ipg 114 14 words word NNS cord-302553-d0hk4ipg 114 15 serve serve VB cord-302553-d0hk4ipg 114 16 as as IN cord-302553-d0hk4ipg 114 17 semantic semantic JJ cord-302553-d0hk4ipg 114 18 feature feature NN cord-302553-d0hk4ipg 114 19 extractors extractor NNS cord-302553-d0hk4ipg 114 20 or or CC cord-302553-d0hk4ipg 114 21 the the DT cord-302553-d0hk4ipg 114 22 input input NN cord-302553-d0hk4ipg 114 23 variables variable NNS cord-302553-d0hk4ipg 114 24 of of IN cord-302553-d0hk4ipg 114 25 a a DT cord-302553-d0hk4ipg 114 26 neural neural JJ cord-302553-d0hk4ipg 114 27 network network NN cord-302553-d0hk4ipg 114 28 . . . cord-302553-d0hk4ipg 115 1 Artificial artificial JJ cord-302553-d0hk4ipg 115 2 Neural Neural NNP cord-302553-d0hk4ipg 115 3 Network Network NNP cord-302553-d0hk4ipg 115 4 ( ( -LRB- cord-302553-d0hk4ipg 115 5 ANN ANN NNP cord-302553-d0hk4ipg 115 6 ) ) -RRB- cord-302553-d0hk4ipg 115 7 techniques technique NNS cord-302553-d0hk4ipg 115 8 have have VBP cord-302553-d0hk4ipg 115 9 been be VBN cord-302553-d0hk4ipg 115 10 used use VBN cord-302553-d0hk4ipg 115 11 widely widely RB cord-302553-d0hk4ipg 115 12 in in IN cord-302553-d0hk4ipg 115 13 text text NN cord-302553-d0hk4ipg 115 14 classification classification NN cord-302553-d0hk4ipg 115 15 . . . cord-302553-d0hk4ipg 116 1 Hughes Hughes NNP cord-302553-d0hk4ipg 116 2 et et NNP cord-302553-d0hk4ipg 116 3 al al NNP cord-302553-d0hk4ipg 116 4 . . . cord-302553-d0hk4ipg 117 1 ( ( -LRB- cord-302553-d0hk4ipg 117 2 2017 2017 CD cord-302553-d0hk4ipg 117 3 ) ) -RRB- cord-302553-d0hk4ipg 117 4 have have VBP cord-302553-d0hk4ipg 117 5 used use VBN cord-302553-d0hk4ipg 117 6 Convolutional Convolutional NNP cord-302553-d0hk4ipg 117 7 Neural Neural NNP cord-302553-d0hk4ipg 117 8 Networks Networks NNP cord-302553-d0hk4ipg 117 9 ( ( -LRB- cord-302553-d0hk4ipg 117 10 CNNs CNNs NNP cord-302553-d0hk4ipg 117 11 ) ) -RRB- cord-302553-d0hk4ipg 117 12 for for IN cord-302553-d0hk4ipg 117 13 text text NN cord-302553-d0hk4ipg 117 14 processing processing NN cord-302553-d0hk4ipg 117 15 and and CC cord-302553-d0hk4ipg 117 16 classification classification NN cord-302553-d0hk4ipg 117 17 in in IN cord-302553-d0hk4ipg 117 18 online online JJ cord-302553-d0hk4ipg 117 19 news news NN cord-302553-d0hk4ipg 117 20 , , , cord-302553-d0hk4ipg 117 21 reviews review NNS cord-302553-d0hk4ipg 117 22 and and CC cord-302553-d0hk4ipg 117 23 medical medical JJ cord-302553-d0hk4ipg 117 24 text text NN cord-302553-d0hk4ipg 117 25 [ [ -LRB- cord-302553-d0hk4ipg 117 26 59 59 CD cord-302553-d0hk4ipg 117 27 ] ] -RRB- cord-302553-d0hk4ipg 117 28 . . . cord-302553-d0hk4ipg 118 1 A a DT cord-302553-d0hk4ipg 118 2 large large JJ cord-302553-d0hk4ipg 118 3 number number NN cord-302553-d0hk4ipg 118 4 of of IN cord-302553-d0hk4ipg 118 5 modified modify VBN cord-302553-d0hk4ipg 118 6 ANN ANN NNP cord-302553-d0hk4ipg 118 7 techniques technique NNS cord-302553-d0hk4ipg 118 8 have have VBP cord-302553-d0hk4ipg 118 9 emerged emerge VBN cord-302553-d0hk4ipg 118 10 with with IN cord-302553-d0hk4ipg 118 11 technical technical JJ cord-302553-d0hk4ipg 118 12 advancements advancement NNS cord-302553-d0hk4ipg 118 13 . . . cord-302553-d0hk4ipg 119 1 Recurrent recurrent JJ cord-302553-d0hk4ipg 119 2 Neural Neural NNP cord-302553-d0hk4ipg 119 3 Networks Networks NNP cord-302553-d0hk4ipg 119 4 ( ( -LRB- cord-302553-d0hk4ipg 119 5 RNNs rnn NNS cord-302553-d0hk4ipg 119 6 ) ) -RRB- cord-302553-d0hk4ipg 119 7 have have VBP cord-302553-d0hk4ipg 119 8 also also RB cord-302553-d0hk4ipg 119 9 been be VBN cord-302553-d0hk4ipg 119 10 an an DT cord-302553-d0hk4ipg 119 11 effective effective JJ cord-302553-d0hk4ipg 119 12 method method NN cord-302553-d0hk4ipg 119 13 for for IN cord-302553-d0hk4ipg 119 14 speech speech NN cord-302553-d0hk4ipg 119 15 recognition recognition NN cord-302553-d0hk4ipg 119 16 and and CC cord-302553-d0hk4ipg 119 17 text text NN cord-302553-d0hk4ipg 119 18 sequence sequence NN cord-302553-d0hk4ipg 119 19 tagging tag VBG cord-302553-d0hk4ipg 119 20 [ [ -LRB- cord-302553-d0hk4ipg 119 21 60 60 CD cord-302553-d0hk4ipg 119 22 ] ] -RRB- cord-302553-d0hk4ipg 119 23 , , , cord-302553-d0hk4ipg 119 24 and and CC cord-302553-d0hk4ipg 119 25 Long Long NNP cord-302553-d0hk4ipg 119 26 Short Short NNP cord-302553-d0hk4ipg 119 27 Term Term NNP cord-302553-d0hk4ipg 119 28 Memory memory NN cord-302553-d0hk4ipg 119 29 ( ( -LRB- cord-302553-d0hk4ipg 119 30 LSTM LSTM NNP cord-302553-d0hk4ipg 119 31 ) ) -RRB- cord-302553-d0hk4ipg 119 32 networks network NNS cord-302553-d0hk4ipg 119 33 [ [ -LRB- cord-302553-d0hk4ipg 119 34 61 61 CD cord-302553-d0hk4ipg 119 35 ] ] -RRB- cord-302553-d0hk4ipg 119 36 perform perform VBP cord-302553-d0hk4ipg 119 37 well well RB cord-302553-d0hk4ipg 119 38 for for IN cord-302553-d0hk4ipg 119 39 sequence sequence NN cord-302553-d0hk4ipg 119 40 - - HYPH cord-302553-d0hk4ipg 119 41 based base VBN cord-302553-d0hk4ipg 119 42 learning learning NN cord-302553-d0hk4ipg 119 43 tasks task NNS cord-302553-d0hk4ipg 119 44 . . . cord-302553-d0hk4ipg 120 1 In in IN cord-302553-d0hk4ipg 120 2 addition addition NN cord-302553-d0hk4ipg 120 3 , , , cord-302553-d0hk4ipg 120 4 a a DT cord-302553-d0hk4ipg 120 5 large large JJ cord-302553-d0hk4ipg 120 6 amount amount NN cord-302553-d0hk4ipg 120 7 of of IN cord-302553-d0hk4ipg 120 8 text text NN cord-302553-d0hk4ipg 120 9 processing processing NN cord-302553-d0hk4ipg 120 10 research research NN cord-302553-d0hk4ipg 120 11 has have VBZ cord-302553-d0hk4ipg 120 12 emerged emerge VBN cord-302553-d0hk4ipg 120 13 , , , cord-302553-d0hk4ipg 120 14 including include VBG cord-302553-d0hk4ipg 120 15 the the DT cord-302553-d0hk4ipg 120 16 use use NN cord-302553-d0hk4ipg 120 17 of of IN cord-302553-d0hk4ipg 120 18 part part NN cord-302553-d0hk4ipg 120 19 - - HYPH cord-302553-d0hk4ipg 120 20 of of IN cord-302553-d0hk4ipg 120 21 - - HYPH cord-302553-d0hk4ipg 120 22 speech speech NN cord-302553-d0hk4ipg 120 23 tagging tagging NN cord-302553-d0hk4ipg 120 24 [ [ -LRB- cord-302553-d0hk4ipg 120 25 62 62 CD cord-302553-d0hk4ipg 120 26 ] ] -RRB- cord-302553-d0hk4ipg 120 27 , , , cord-302553-d0hk4ipg 120 28 lexicon lexicon NN cord-302553-d0hk4ipg 120 29 approaches approach VBZ cord-302553-d0hk4ipg 120 30 [ [ -LRB- cord-302553-d0hk4ipg 120 31 63 63 CD cord-302553-d0hk4ipg 120 32 ] ] -RRB- cord-302553-d0hk4ipg 120 33 , , , cord-302553-d0hk4ipg 120 34 and and CC cord-302553-d0hk4ipg 120 35 other other JJ cord-302553-d0hk4ipg 120 36 deep deep JJ cord-302553-d0hk4ipg 120 37 learning learning NN cord-302553-d0hk4ipg 120 38 techniques technique NNS cord-302553-d0hk4ipg 120 39 [ [ -LRB- cord-302553-d0hk4ipg 120 40 64 64 CD cord-302553-d0hk4ipg 120 41 ] ] -RRB- cord-302553-d0hk4ipg 120 42 . . . cord-302553-d0hk4ipg 121 1 The the DT cord-302553-d0hk4ipg 121 2 extant extant JJ cord-302553-d0hk4ipg 121 3 literature literature NN cord-302553-d0hk4ipg 121 4 has have VBZ cord-302553-d0hk4ipg 121 5 several several JJ cord-302553-d0hk4ipg 121 6 key key JJ cord-302553-d0hk4ipg 121 7 limitations limitation NNS cord-302553-d0hk4ipg 121 8 . . . cord-302553-d0hk4ipg 122 1 Firstly firstly RB cord-302553-d0hk4ipg 122 2 , , , cord-302553-d0hk4ipg 122 3 the the DT cord-302553-d0hk4ipg 122 4 abovementioned abovementioned JJ cord-302553-d0hk4ipg 122 5 studies study NNS cord-302553-d0hk4ipg 122 6 have have VBP cord-302553-d0hk4ipg 122 7 mainly mainly RB cord-302553-d0hk4ipg 122 8 focused focus VBN cord-302553-d0hk4ipg 122 9 on on IN cord-302553-d0hk4ipg 122 10 a a DT cord-302553-d0hk4ipg 122 11 single single JJ cord-302553-d0hk4ipg 122 12 aspect aspect NN cord-302553-d0hk4ipg 122 13 of of IN cord-302553-d0hk4ipg 122 14 text text NN cord-302553-d0hk4ipg 122 15 processing processing NN cord-302553-d0hk4ipg 122 16 , , , cord-302553-d0hk4ipg 122 17 sentiment sentiment NN cord-302553-d0hk4ipg 122 18 classification classification NN cord-302553-d0hk4ipg 122 19 or or CC cord-302553-d0hk4ipg 122 20 flu flu NN cord-302553-d0hk4ipg 122 21 tracking tracking NN cord-302553-d0hk4ipg 122 22 [ [ -LRB- cord-302553-d0hk4ipg 122 23 43 43 CD cord-302553-d0hk4ipg 122 24 , , , cord-302553-d0hk4ipg 122 25 62 62 CD cord-302553-d0hk4ipg 122 26 ] ] -RRB- cord-302553-d0hk4ipg 122 27 . . . cord-302553-d0hk4ipg 123 1 More more RBR cord-302553-d0hk4ipg 123 2 importantly importantly RB cord-302553-d0hk4ipg 123 3 , , , cord-302553-d0hk4ipg 123 4 these these DT cord-302553-d0hk4ipg 123 5 papers paper NNS cord-302553-d0hk4ipg 123 6 do do VBP cord-302553-d0hk4ipg 123 7 not not RB cord-302553-d0hk4ipg 123 8 adequately adequately RB cord-302553-d0hk4ipg 123 9 consider consider VB cord-302553-d0hk4ipg 123 10 the the DT cord-302553-d0hk4ipg 123 11 influence influence NN cord-302553-d0hk4ipg 123 12 of of IN cord-302553-d0hk4ipg 123 13 sentiment sentiment NN cord-302553-d0hk4ipg 123 14 polarity polarity NN cord-302553-d0hk4ipg 123 15 on on IN cord-302553-d0hk4ipg 123 16 the the DT cord-302553-d0hk4ipg 123 17 classification classification NN cord-302553-d0hk4ipg 123 18 of of IN cord-302553-d0hk4ipg 123 19 flu flu NN cord-302553-d0hk4ipg 123 20 - - HYPH cord-302553-d0hk4ipg 123 21 related relate VBN cord-302553-d0hk4ipg 123 22 weibos weibos NNP cord-302553-d0hk4ipg 123 23 or or CC cord-302553-d0hk4ipg 123 24 on on IN cord-302553-d0hk4ipg 123 25 dividing divide VBG cord-302553-d0hk4ipg 123 26 the the DT cord-302553-d0hk4ipg 123 27 different different JJ cord-302553-d0hk4ipg 123 28 periods period NNS cord-302553-d0hk4ipg 123 29 of of IN cord-302553-d0hk4ipg 123 30 flu flu NN cord-302553-d0hk4ipg 123 31 - - HYPH cord-302553-d0hk4ipg 123 32 related relate VBN cord-302553-d0hk4ipg 123 33 weibos weibos NNP cord-302553-d0hk4ipg 123 34 [ [ -LRB- cord-302553-d0hk4ipg 123 35 50 50 CD cord-302553-d0hk4ipg 123 36 ] ] -RRB- cord-302553-d0hk4ipg 123 37 . . . cord-302553-d0hk4ipg 124 1 Therefore therefore RB cord-302553-d0hk4ipg 124 2 , , , cord-302553-d0hk4ipg 124 3 this this DT cord-302553-d0hk4ipg 124 4 paper paper NN cord-302553-d0hk4ipg 124 5 incorporates incorporate VBZ cord-302553-d0hk4ipg 124 6 sentiment sentiment NN cord-302553-d0hk4ipg 124 7 factors factor NNS cord-302553-d0hk4ipg 124 8 into into IN cord-302553-d0hk4ipg 124 9 flu flu NN cord-302553-d0hk4ipg 124 10 surveillance surveillance NN cord-302553-d0hk4ipg 124 11 research research NN cord-302553-d0hk4ipg 124 12 , , , cord-302553-d0hk4ipg 124 13 and and CC cord-302553-d0hk4ipg 124 14 the the DT cord-302553-d0hk4ipg 124 15 period period NN cord-302553-d0hk4ipg 124 16 classifications classification NNS cord-302553-d0hk4ipg 124 17 of of IN cord-302553-d0hk4ipg 124 18 flu flu NN cord-302553-d0hk4ipg 124 19 - - HYPH cord-302553-d0hk4ipg 124 20 related relate VBN cord-302553-d0hk4ipg 124 21 weibos weibo NNS cord-302553-d0hk4ipg 124 22 are be VBP cord-302553-d0hk4ipg 124 23 probed probe VBN cord-302553-d0hk4ipg 124 24 . . . cord-302553-d0hk4ipg 125 1 Second second JJ cord-302553-d0hk4ipg 125 2 , , , cord-302553-d0hk4ipg 125 3 neural neural JJ cord-302553-d0hk4ipg 125 4 network network NN cord-302553-d0hk4ipg 125 5 techniques technique NNS cord-302553-d0hk4ipg 125 6 are be VBP cord-302553-d0hk4ipg 125 7 used use VBN cord-302553-d0hk4ipg 125 8 to to TO cord-302553-d0hk4ipg 125 9 process process VB cord-302553-d0hk4ipg 125 10 the the DT cord-302553-d0hk4ipg 125 11 weibos weibos NNP cord-302553-d0hk4ipg 125 12 at at IN cord-302553-d0hk4ipg 125 13 the the DT cord-302553-d0hk4ipg 125 14 text text NN cord-302553-d0hk4ipg 125 15 level level NN cord-302553-d0hk4ipg 125 16 [ [ -LRB- cord-302553-d0hk4ipg 125 17 61 61 CD cord-302553-d0hk4ipg 125 18 , , , cord-302553-d0hk4ipg 125 19 65 65 CD cord-302553-d0hk4ipg 125 20 ] ] -RRB- cord-302553-d0hk4ipg 125 21 . . . cord-302553-d0hk4ipg 126 1 LSTM LSTM NNP cord-302553-d0hk4ipg 126 2 networks network NNS cord-302553-d0hk4ipg 126 3 can can MD cord-302553-d0hk4ipg 126 4 be be VB cord-302553-d0hk4ipg 126 5 used use VBN cord-302553-d0hk4ipg 126 6 for for IN cord-302553-d0hk4ipg 126 7 sentiment sentiment NN cord-302553-d0hk4ipg 126 8 analysis analysis NN cord-302553-d0hk4ipg 126 9 of of IN cord-302553-d0hk4ipg 126 10 film film NN cord-302553-d0hk4ipg 126 11 reviews review NNS cord-302553-d0hk4ipg 126 12 , , , cord-302553-d0hk4ipg 126 13 part part NN cord-302553-d0hk4ipg 126 14 - - HYPH cord-302553-d0hk4ipg 126 15 of of IN cord-302553-d0hk4ipg 126 16 - - HYPH cord-302553-d0hk4ipg 126 17 speech speech NN cord-302553-d0hk4ipg 126 18 tagging tagging NN cord-302553-d0hk4ipg 126 19 , , , cord-302553-d0hk4ipg 126 20 and and CC cord-302553-d0hk4ipg 126 21 other other JJ cord-302553-d0hk4ipg 126 22 fields field NNS cord-302553-d0hk4ipg 126 23 [ [ -LRB- cord-302553-d0hk4ipg 126 24 60 60 CD cord-302553-d0hk4ipg 126 25 ] ] -RRB- cord-302553-d0hk4ipg 126 26 . . . cord-302553-d0hk4ipg 127 1 Previous previous JJ cord-302553-d0hk4ipg 127 2 studies study NNS cord-302553-d0hk4ipg 127 3 show show VBP cord-302553-d0hk4ipg 127 4 that that IN cord-302553-d0hk4ipg 127 5 LSTM LSTM NNP cord-302553-d0hk4ipg 127 6 performs perform VBZ cord-302553-d0hk4ipg 127 7 relatively relatively RB cord-302553-d0hk4ipg 127 8 well well RB cord-302553-d0hk4ipg 127 9 in in IN cord-302553-d0hk4ipg 127 10 text text NN cord-302553-d0hk4ipg 127 11 processing processing NN cord-302553-d0hk4ipg 127 12 but but CC cord-302553-d0hk4ipg 127 13 has have VBZ cord-302553-d0hk4ipg 127 14 been be VBN cord-302553-d0hk4ipg 127 15 rarely rarely RB cord-302553-d0hk4ipg 127 16 used use VBN cord-302553-d0hk4ipg 127 17 for for IN cord-302553-d0hk4ipg 127 18 disease disease NNP cord-302553-d0hk4ipg 127 19 weibo weibo NNP cord-302553-d0hk4ipg 127 20 analysis analysis NNP cord-302553-d0hk4ipg 127 21 . . . cord-302553-d0hk4ipg 128 1 To to TO cord-302553-d0hk4ipg 128 2 fill fill VB cord-302553-d0hk4ipg 128 3 in in RP cord-302553-d0hk4ipg 128 4 this this DT cord-302553-d0hk4ipg 128 5 gap gap NN cord-302553-d0hk4ipg 128 6 , , , cord-302553-d0hk4ipg 128 7 this this DT cord-302553-d0hk4ipg 128 8 paper paper NN cord-302553-d0hk4ipg 128 9 aims aim VBZ cord-302553-d0hk4ipg 128 10 to to TO cord-302553-d0hk4ipg 128 11 investigate investigate VB cord-302553-d0hk4ipg 128 12 the the DT cord-302553-d0hk4ipg 128 13 relationship relationship NN cord-302553-d0hk4ipg 128 14 between between IN cord-302553-d0hk4ipg 128 15 sentiment sentiment NN cord-302553-d0hk4ipg 128 16 polarity polarity NN cord-302553-d0hk4ipg 128 17 and and CC cord-302553-d0hk4ipg 128 18 the the DT cord-302553-d0hk4ipg 128 19 flu flu NN cord-302553-d0hk4ipg 128 20 period period NN cord-302553-d0hk4ipg 128 21 at at IN cord-302553-d0hk4ipg 128 22 the the DT cord-302553-d0hk4ipg 128 23 word word NN cord-302553-d0hk4ipg 128 24 level level NN cord-302553-d0hk4ipg 128 25 and and CC cord-302553-d0hk4ipg 128 26 text text NN cord-302553-d0hk4ipg 128 27 level level NN cord-302553-d0hk4ipg 128 28 based base VBN cord-302553-d0hk4ipg 128 29 on on IN cord-302553-d0hk4ipg 128 30 a a DT cord-302553-d0hk4ipg 128 31 weibo weibo NNP cord-302553-d0hk4ipg 128 32 dataset dataset NN cord-302553-d0hk4ipg 128 33 . . . cord-302553-d0hk4ipg 129 1 The the DT cord-302553-d0hk4ipg 129 2 main main JJ cord-302553-d0hk4ipg 129 3 research research NN cord-302553-d0hk4ipg 129 4 rationale rationale NN cord-302553-d0hk4ipg 129 5 of of IN cord-302553-d0hk4ipg 129 6 this this DT cord-302553-d0hk4ipg 129 7 study study NN cord-302553-d0hk4ipg 129 8 is be VBZ cord-302553-d0hk4ipg 129 9 straightforward straightforward JJ cord-302553-d0hk4ipg 129 10 , , , cord-302553-d0hk4ipg 129 11 i.e. i.e. FW cord-302553-d0hk4ipg 129 12 , , , cord-302553-d0hk4ipg 129 13 first first RB cord-302553-d0hk4ipg 129 14 , , , cord-302553-d0hk4ipg 129 15 to to TO cord-302553-d0hk4ipg 129 16 investigate investigate VB cord-302553-d0hk4ipg 129 17 the the DT cord-302553-d0hk4ipg 129 18 relationship relationship NN cord-302553-d0hk4ipg 129 19 between between IN cord-302553-d0hk4ipg 129 20 the the DT cord-302553-d0hk4ipg 129 21 sentiment sentiment NN cord-302553-d0hk4ipg 129 22 polarity polarity NN cord-302553-d0hk4ipg 129 23 and and CC cord-302553-d0hk4ipg 129 24 the the DT cord-302553-d0hk4ipg 129 25 flu flu NN cord-302553-d0hk4ipg 129 26 period period NN cord-302553-d0hk4ipg 129 27 from from IN cord-302553-d0hk4ipg 129 28 social social JJ cord-302553-d0hk4ipg 129 29 networks network NNS cord-302553-d0hk4ipg 129 30 , , , cord-302553-d0hk4ipg 129 31 and and CC cord-302553-d0hk4ipg 129 32 second second RB cord-302553-d0hk4ipg 129 33 , , , cord-302553-d0hk4ipg 129 34 to to TO cord-302553-d0hk4ipg 129 35 optimize optimize VB cord-302553-d0hk4ipg 129 36 the the DT cord-302553-d0hk4ipg 129 37 disease disease NN cord-302553-d0hk4ipg 129 38 detecting detect VBG cord-302553-d0hk4ipg 129 39 process process NN cord-302553-d0hk4ipg 129 40 by by IN cord-302553-d0hk4ipg 129 41 predicting predict VBG cord-302553-d0hk4ipg 129 42 the the DT cord-302553-d0hk4ipg 129 43 different different JJ cord-302553-d0hk4ipg 129 44 periods period NNS cord-302553-d0hk4ipg 129 45 of of IN cord-302553-d0hk4ipg 129 46 flu flu NN cord-302553-d0hk4ipg 129 47 . . . cord-302553-d0hk4ipg 130 1 The the DT cord-302553-d0hk4ipg 130 2 model model NN cord-302553-d0hk4ipg 130 3 proposed propose VBN cord-302553-d0hk4ipg 130 4 in in IN cord-302553-d0hk4ipg 130 5 this this DT cord-302553-d0hk4ipg 130 6 paper paper NN cord-302553-d0hk4ipg 130 7 can can MD cord-302553-d0hk4ipg 130 8 detect detect VB cord-302553-d0hk4ipg 130 9 infectious infectious JJ cord-302553-d0hk4ipg 130 10 diseases disease NNS cord-302553-d0hk4ipg 130 11 through through IN cord-302553-d0hk4ipg 130 12 multiple multiple JJ cord-302553-d0hk4ipg 130 13 channels channel NNS cord-302553-d0hk4ipg 130 14 ; ; : cord-302553-d0hk4ipg 130 15 they -PRON- PRP cord-302553-d0hk4ipg 130 16 can can MD cord-302553-d0hk4ipg 130 17 be be VB cord-302553-d0hk4ipg 130 18 perceived perceive VBN cord-302553-d0hk4ipg 130 19 earlier early RBR cord-302553-d0hk4ipg 130 20 and and CC cord-302553-d0hk4ipg 130 21 the the DT cord-302553-d0hk4ipg 130 22 model model NN cord-302553-d0hk4ipg 130 23 larger large JJR cord-302553-d0hk4ipg 130 24 populations population NNS cord-302553-d0hk4ipg 130 25 and and CC cord-302553-d0hk4ipg 130 26 more more JJR cord-302553-d0hk4ipg 130 27 efficiency efficiency NN cord-302553-d0hk4ipg 130 28 than than IN cord-302553-d0hk4ipg 130 29 traditional traditional JJ cord-302553-d0hk4ipg 130 30 processes process NNS cord-302553-d0hk4ipg 131 1 ( ( -LRB- cord-302553-d0hk4ipg 131 2 See see VB cord-302553-d0hk4ipg 131 3 Figure figure NN cord-302553-d0hk4ipg 131 4 2 2 CD cord-302553-d0hk4ipg 131 5 ) ) -RRB- cord-302553-d0hk4ipg 131 6 . . . cord-302553-d0hk4ipg 132 1 As as IN cord-302553-d0hk4ipg 132 2 the the DT cord-302553-d0hk4ipg 132 3 " " `` cord-302553-d0hk4ipg 132 4 to to TO cord-302553-d0hk4ipg 132 5 - - HYPH cord-302553-d0hk4ipg 132 6 be be VB cord-302553-d0hk4ipg 132 7 " " '' cord-302553-d0hk4ipg 132 8 process process NN cord-302553-d0hk4ipg 132 9 optimized optimize VBN cord-302553-d0hk4ipg 132 10 by by IN cord-302553-d0hk4ipg 132 11 social social JJ cord-302553-d0hk4ipg 132 12 media medium NNS cord-302553-d0hk4ipg 132 13 , , , cord-302553-d0hk4ipg 132 14 the the DT cord-302553-d0hk4ipg 132 15 MC MC NNP cord-302553-d0hk4ipg 132 16 - - HYPH cord-302553-d0hk4ipg 132 17 IDDP IDDP NNP cord-302553-d0hk4ipg 132 18 process process NN cord-302553-d0hk4ipg 132 19 can can MD cord-302553-d0hk4ipg 132 20 improve improve VB cord-302553-d0hk4ipg 132 21 the the DT cord-302553-d0hk4ipg 132 22 reliability reliability NN cord-302553-d0hk4ipg 132 23 of of IN cord-302553-d0hk4ipg 132 24 detecting detect VBG cord-302553-d0hk4ipg 132 25 infectious infectious JJ cord-302553-d0hk4ipg 132 26 disease disease NN cord-302553-d0hk4ipg 132 27 and and CC cord-302553-d0hk4ipg 132 28 discover discover VB cord-302553-d0hk4ipg 132 29 more more RBR cord-302553-d0hk4ipg 132 30 infectious infectious JJ cord-302553-d0hk4ipg 132 31 people people NNS cord-302553-d0hk4ipg 132 32 . . . cord-302553-d0hk4ipg 133 1 It -PRON- PRP cord-302553-d0hk4ipg 133 2 recognizes recognize VBZ cord-302553-d0hk4ipg 133 3 the the DT cord-302553-d0hk4ipg 133 4 disease disease NN cord-302553-d0hk4ipg 133 5 periods period NNS cord-302553-d0hk4ipg 133 6 earlier early RBR cord-302553-d0hk4ipg 133 7 and and CC cord-302553-d0hk4ipg 133 8 works work VBZ cord-302553-d0hk4ipg 133 9 in in IN cord-302553-d0hk4ipg 133 10 an an DT cord-302553-d0hk4ipg 133 11 efficient efficient JJ cord-302553-d0hk4ipg 133 12 way way NN cord-302553-d0hk4ipg 133 13 . . . cord-302553-d0hk4ipg 134 1 Next next RB cord-302553-d0hk4ipg 134 2 , , , cord-302553-d0hk4ipg 134 3 we -PRON- PRP cord-302553-d0hk4ipg 134 4 propose propose VBP cord-302553-d0hk4ipg 134 5 4 4 CD cord-302553-d0hk4ipg 134 6 propositions proposition NNS cord-302553-d0hk4ipg 134 7 and and CC cord-302553-d0hk4ipg 134 8 corresponding correspond VBG cord-302553-d0hk4ipg 134 9 demonstrations demonstration NNS cord-302553-d0hk4ipg 134 10 . . . cord-302553-d0hk4ipg 135 1 Figure figure NN cord-302553-d0hk4ipg 135 2 3 3 CD cord-302553-d0hk4ipg 135 3 . . . cord-302553-d0hk4ipg 136 1 Figure figure NN cord-302553-d0hk4ipg 136 2 3a 3a CD cord-302553-d0hk4ipg 136 3 shows show VBZ cord-302553-d0hk4ipg 136 4 the the DT cord-302553-d0hk4ipg 136 5 logical logical JJ cord-302553-d0hk4ipg 136 6 structure structure NN cord-302553-d0hk4ipg 136 7 model model NN cord-302553-d0hk4ipg 136 8 of of IN cord-302553-d0hk4ipg 136 9 a a DT cord-302553-d0hk4ipg 136 10 solitary solitary JJ cord-302553-d0hk4ipg 136 11 channel channel NN cord-302553-d0hk4ipg 136 12 , , , cord-302553-d0hk4ipg 136 13 and and CC cord-302553-d0hk4ipg 136 14 Figure figure NN cord-302553-d0hk4ipg 136 15 3b 3b CD cord-302553-d0hk4ipg 136 16 shows show VBZ cord-302553-d0hk4ipg 136 17 the the DT cord-302553-d0hk4ipg 136 18 logical logical JJ cord-302553-d0hk4ipg 136 19 structure structure NN cord-302553-d0hk4ipg 136 20 model model NN cord-302553-d0hk4ipg 136 21 for for IN cord-302553-d0hk4ipg 136 22 multiple multiple JJ cord-302553-d0hk4ipg 136 23 channels channel NNS cord-302553-d0hk4ipg 136 24 . . . cord-302553-d0hk4ipg 137 1 The the DT cord-302553-d0hk4ipg 137 2 upper upper JJ cord-302553-d0hk4ipg 137 3 part part NN cord-302553-d0hk4ipg 137 4 of of IN cord-302553-d0hk4ipg 137 5 Figure figure NN cord-302553-d0hk4ipg 137 6 2 2 CD cord-302553-d0hk4ipg 137 7 is be VBZ cord-302553-d0hk4ipg 137 8 a a DT cord-302553-d0hk4ipg 137 9 schematic schematic JJ cord-302553-d0hk4ipg 137 10 diagram diagram NN cord-302553-d0hk4ipg 137 11 of of IN cord-302553-d0hk4ipg 137 12 a a DT cord-302553-d0hk4ipg 137 13 traditional traditional JJ cord-302553-d0hk4ipg 137 14 solitary solitary JJ cord-302553-d0hk4ipg 137 15 infectious infectious JJ cord-302553-d0hk4ipg 137 16 disease disease NN cord-302553-d0hk4ipg 137 17 detecting detect VBG cord-302553-d0hk4ipg 137 18 process process NN cord-302553-d0hk4ipg 137 19 . . . cord-302553-d0hk4ipg 138 1 Patients patient NNS cord-302553-d0hk4ipg 138 2 usually usually RB cord-302553-d0hk4ipg 138 3 go go VBP cord-302553-d0hk4ipg 138 4 to to IN cord-302553-d0hk4ipg 138 5 the the DT cord-302553-d0hk4ipg 138 6 hospital hospital NN cord-302553-d0hk4ipg 138 7 when when WRB cord-302553-d0hk4ipg 138 8 they -PRON- PRP cord-302553-d0hk4ipg 138 9 have have VBP cord-302553-d0hk4ipg 138 10 already already RB cord-302553-d0hk4ipg 138 11 suffered suffer VBN cord-302553-d0hk4ipg 138 12 influenza influenza NN cord-302553-d0hk4ipg 138 13 . . . cord-302553-d0hk4ipg 139 1 Only only RB cord-302553-d0hk4ipg 139 2 afterwards afterwards RB cord-302553-d0hk4ipg 139 3 it -PRON- PRP cord-302553-d0hk4ipg 139 4 is be VBZ cord-302553-d0hk4ipg 139 5 possible possible JJ cord-302553-d0hk4ipg 139 6 for for IN cord-302553-d0hk4ipg 139 7 the the DT cord-302553-d0hk4ipg 139 8 CDC CDC NNP cord-302553-d0hk4ipg 139 9 to to TO cord-302553-d0hk4ipg 139 10 detect detect VB cord-302553-d0hk4ipg 139 11 the the DT cord-302553-d0hk4ipg 139 12 flu flu NN cord-302553-d0hk4ipg 139 13 trends trend NNS cord-302553-d0hk4ipg 139 14 of of IN cord-302553-d0hk4ipg 139 15 the the DT cord-302553-d0hk4ipg 139 16 whole whole JJ cord-302553-d0hk4ipg 139 17 society society NN cord-302553-d0hk4ipg 139 18 . . . cord-302553-d0hk4ipg 140 1 In in IN cord-302553-d0hk4ipg 140 2 the the DT cord-302553-d0hk4ipg 140 3 " " `` cord-302553-d0hk4ipg 140 4 as as IN cord-302553-d0hk4ipg 140 5 - - HYPH cord-302553-d0hk4ipg 140 6 is be VBZ cord-302553-d0hk4ipg 140 7 " " `` cord-302553-d0hk4ipg 140 8 process process NN cord-302553-d0hk4ipg 140 9 , , , cord-302553-d0hk4ipg 140 10 there there EX cord-302553-d0hk4ipg 140 11 is be VBZ cord-302553-d0hk4ipg 140 12 only only RB cord-302553-d0hk4ipg 140 13 one one CD cord-302553-d0hk4ipg 140 14 channel channel NN cord-302553-d0hk4ipg 140 15 to to TO cord-302553-d0hk4ipg 140 16 detect detect VB cord-302553-d0hk4ipg 140 17 infectious infectious JJ cord-302553-d0hk4ipg 140 18 diseases disease NNS cord-302553-d0hk4ipg 140 19 , , , cord-302553-d0hk4ipg 140 20 which which WDT cord-302553-d0hk4ipg 140 21 is be VBZ cord-302553-d0hk4ipg 140 22 through through IN cord-302553-d0hk4ipg 140 23 hospital hospital NN cord-302553-d0hk4ipg 140 24 institutions institution NNS cord-302553-d0hk4ipg 140 25 . . . cord-302553-d0hk4ipg 141 1 The the DT cord-302553-d0hk4ipg 141 2 " " `` cord-302553-d0hk4ipg 141 3 as as IN cord-302553-d0hk4ipg 141 4 - - HYPH cord-302553-d0hk4ipg 141 5 is be VBZ cord-302553-d0hk4ipg 141 6 " " `` cord-302553-d0hk4ipg 141 7 process process NN cord-302553-d0hk4ipg 141 8 is be VBZ cord-302553-d0hk4ipg 141 9 abbreviated abbreviate VBN cord-302553-d0hk4ipg 141 10 as as IN cord-302553-d0hk4ipg 141 11 SC SC NNP cord-302553-d0hk4ipg 141 12 - - HYPH cord-302553-d0hk4ipg 141 13 IDDP IDDP NNP cord-302553-d0hk4ipg 141 14 . . . cord-302553-d0hk4ipg 142 1 The the DT cord-302553-d0hk4ipg 142 2 " " `` cord-302553-d0hk4ipg 142 3 to to TO cord-302553-d0hk4ipg 142 4 - - HYPH cord-302553-d0hk4ipg 142 5 be be VB cord-302553-d0hk4ipg 142 6 " " `` cord-302553-d0hk4ipg 142 7 process process NN cord-302553-d0hk4ipg 142 8 is be VBZ cord-302553-d0hk4ipg 142 9 the the DT cord-302553-d0hk4ipg 142 10 multiple multiple JJ cord-302553-d0hk4ipg 142 11 channel channel NN cord-302553-d0hk4ipg 142 12 infectious infectious JJ cord-302553-d0hk4ipg 142 13 disease disease NN cord-302553-d0hk4ipg 142 14 detection detection NN cord-302553-d0hk4ipg 142 15 process process NN cord-302553-d0hk4ipg 142 16 ( ( -LRB- cord-302553-d0hk4ipg 142 17 MC MC NNP cord-302553-d0hk4ipg 142 18 - - HYPH cord-302553-d0hk4ipg 142 19 IDDP IDDP NNP cord-302553-d0hk4ipg 142 20 ) ) -RRB- cord-302553-d0hk4ipg 142 21 . . . cord-302553-d0hk4ipg 143 1 The the DT cord-302553-d0hk4ipg 143 2 bottom bottom JJ cord-302553-d0hk4ipg 143 3 part part NN cord-302553-d0hk4ipg 143 4 of of IN cord-302553-d0hk4ipg 143 5 Figure figure NN cord-302553-d0hk4ipg 143 6 2 2 CD cord-302553-d0hk4ipg 143 7 illustrates illustrate VBZ cord-302553-d0hk4ipg 143 8 the the DT cord-302553-d0hk4ipg 143 9 MC MC NNP cord-302553-d0hk4ipg 143 10 - - HYPH cord-302553-d0hk4ipg 143 11 IDDP IDDP NNP cord-302553-d0hk4ipg 143 12 process process NN cord-302553-d0hk4ipg 143 13 based base VBN cord-302553-d0hk4ipg 143 14 on on IN cord-302553-d0hk4ipg 143 15 social social JJ cord-302553-d0hk4ipg 143 16 media medium NNS cord-302553-d0hk4ipg 143 17 platforms platform NNS cord-302553-d0hk4ipg 143 18 . . . cord-302553-d0hk4ipg 144 1 MC MC NNP cord-302553-d0hk4ipg 144 2 - - HYPH cord-302553-d0hk4ipg 144 3 IDDP IDDP NNP cord-302553-d0hk4ipg 144 4 has have VBZ cord-302553-d0hk4ipg 144 5 three three CD cord-302553-d0hk4ipg 144 6 infectious infectious JJ cord-302553-d0hk4ipg 144 7 disease disease NN cord-302553-d0hk4ipg 144 8 detecting detect VBG cord-302553-d0hk4ipg 144 9 channels channel NNS cord-302553-d0hk4ipg 144 10 . . . cord-302553-d0hk4ipg 145 1 Channel Channel NNP cord-302553-d0hk4ipg 145 2 1 1 CD cord-302553-d0hk4ipg 145 3 is be VBZ cord-302553-d0hk4ipg 145 4 the the DT cord-302553-d0hk4ipg 145 5 traditional traditional JJ cord-302553-d0hk4ipg 145 6 infectious infectious JJ cord-302553-d0hk4ipg 145 7 disease disease NN cord-302553-d0hk4ipg 145 8 detecting detect VBG cord-302553-d0hk4ipg 145 9 channel channel NN cord-302553-d0hk4ipg 145 10 , , , cord-302553-d0hk4ipg 145 11 mentioned mention VBN cord-302553-d0hk4ipg 145 12 above above RB cord-302553-d0hk4ipg 145 13 . . . cord-302553-d0hk4ipg 146 1 Channel Channel NNP cord-302553-d0hk4ipg 146 2 2 2 CD cord-302553-d0hk4ipg 146 3 monitors monitor VBZ cord-302553-d0hk4ipg 146 4 the the DT cord-302553-d0hk4ipg 146 5 infectious infectious JJ cord-302553-d0hk4ipg 146 6 diseases disease NNS cord-302553-d0hk4ipg 146 7 by by IN cord-302553-d0hk4ipg 146 8 using use VBG cord-302553-d0hk4ipg 146 9 search search NN cord-302553-d0hk4ipg 146 10 engines engine NNS cord-302553-d0hk4ipg 146 11 [ [ -LRB- cord-302553-d0hk4ipg 146 12 17 17 CD cord-302553-d0hk4ipg 146 13 , , , cord-302553-d0hk4ipg 146 14 18 18 CD cord-302553-d0hk4ipg 146 15 ] ] -RRB- cord-302553-d0hk4ipg 146 16 . . . cord-302553-d0hk4ipg 147 1 This this DT cord-302553-d0hk4ipg 147 2 paper paper NN cord-302553-d0hk4ipg 147 3 constructs construct VBZ cord-302553-d0hk4ipg 147 4 Channel Channel NNP cord-302553-d0hk4ipg 147 5 3 3 CD cord-302553-d0hk4ipg 147 6 to to TO cord-302553-d0hk4ipg 147 7 detect detect VB cord-302553-d0hk4ipg 147 8 infectious infectious JJ cord-302553-d0hk4ipg 147 9 diseases disease NNS cord-302553-d0hk4ipg 147 10 using use VBG cord-302553-d0hk4ipg 147 11 social social JJ cord-302553-d0hk4ipg 147 12 media medium NNS cord-302553-d0hk4ipg 147 13 data datum NNS cord-302553-d0hk4ipg 147 14 . . . cord-302553-d0hk4ipg 148 1 Compared compare VBN cord-302553-d0hk4ipg 148 2 with with IN cord-302553-d0hk4ipg 148 3 Channel Channel NNP cord-302553-d0hk4ipg 148 4 1 1 CD cord-302553-d0hk4ipg 148 5 and and CC cord-302553-d0hk4ipg 148 6 2 2 CD cord-302553-d0hk4ipg 148 7 , , , cord-302553-d0hk4ipg 148 8 Channel Channel NNP cord-302553-d0hk4ipg 148 9 3 3 CD cord-302553-d0hk4ipg 148 10 enables enable VBZ cord-302553-d0hk4ipg 148 11 more more JJR cord-302553-d0hk4ipg 148 12 effective effective JJ cord-302553-d0hk4ipg 148 13 disease disease NN cord-302553-d0hk4ipg 148 14 detection detection NN cord-302553-d0hk4ipg 148 15 for for IN cord-302553-d0hk4ipg 148 16 the the DT cord-302553-d0hk4ipg 148 17 following follow VBG cord-302553-d0hk4ipg 148 18 three three CD cord-302553-d0hk4ipg 148 19 reasons reason NNS cord-302553-d0hk4ipg 148 20 . . . cord-302553-d0hk4ipg 149 1 First first RB cord-302553-d0hk4ipg 149 2 , , , cord-302553-d0hk4ipg 149 3 the the DT cord-302553-d0hk4ipg 149 4 traditional traditional JJ cord-302553-d0hk4ipg 149 5 Channel Channel NNP cord-302553-d0hk4ipg 149 6 1 1 CD cord-302553-d0hk4ipg 149 7 is be VBZ cord-302553-d0hk4ipg 149 8 not not RB cord-302553-d0hk4ipg 149 9 able able JJ cord-302553-d0hk4ipg 149 10 to to TO cord-302553-d0hk4ipg 149 11 use use VB cord-302553-d0hk4ipg 149 12 social social JJ cord-302553-d0hk4ipg 149 13 media medium NNS cord-302553-d0hk4ipg 149 14 data datum NNS cord-302553-d0hk4ipg 149 15 to to TO cord-302553-d0hk4ipg 149 16 detect detect VB cord-302553-d0hk4ipg 149 17 diseases disease NNS cord-302553-d0hk4ipg 149 18 , , , cord-302553-d0hk4ipg 149 19 such such JJ cord-302553-d0hk4ipg 149 20 as as IN cord-302553-d0hk4ipg 149 21 flu flu NN cord-302553-d0hk4ipg 149 22 , , , cord-302553-d0hk4ipg 149 23 whereas whereas IN cord-302553-d0hk4ipg 149 24 Channel Channel NNP cord-302553-d0hk4ipg 149 25 2 2 CD cord-302553-d0hk4ipg 149 26 and and CC cord-302553-d0hk4ipg 149 27 Channel Channel NNP cord-302553-d0hk4ipg 149 28 3 3 CD cord-302553-d0hk4ipg 149 29 can can MD cord-302553-d0hk4ipg 149 30 use use VB cord-302553-d0hk4ipg 149 31 these these DT cord-302553-d0hk4ipg 149 32 data datum NNS cord-302553-d0hk4ipg 149 33 . . . cord-302553-d0hk4ipg 150 1 Second second JJ cord-302553-d0hk4ipg 150 2 , , , cord-302553-d0hk4ipg 150 3 search search NN cord-302553-d0hk4ipg 150 4 engines engine NNS cord-302553-d0hk4ipg 150 5 can can MD cord-302553-d0hk4ipg 150 6 detect detect VB cord-302553-d0hk4ipg 150 7 the the DT cord-302553-d0hk4ipg 150 8 keywords keyword NNS cord-302553-d0hk4ipg 150 9 of of IN cord-302553-d0hk4ipg 150 10 the the DT cord-302553-d0hk4ipg 150 11 corresponding corresponding JJ cord-302553-d0hk4ipg 150 12 flu flu NN cord-302553-d0hk4ipg 150 13 symptoms symptom NNS cord-302553-d0hk4ipg 150 14 and and CC cord-302553-d0hk4ipg 150 15 treatments treatment NNS cord-302553-d0hk4ipg 150 16 in in IN cord-302553-d0hk4ipg 150 17 Channel Channel NNP cord-302553-d0hk4ipg 150 18 2 2 CD cord-302553-d0hk4ipg 150 19 when when WRB cord-302553-d0hk4ipg 150 20 people people NNS cord-302553-d0hk4ipg 150 21 realize realize VBP cord-302553-d0hk4ipg 150 22 that that IN cord-302553-d0hk4ipg 150 23 they -PRON- PRP cord-302553-d0hk4ipg 150 24 have have VBP cord-302553-d0hk4ipg 150 25 the the DT cord-302553-d0hk4ipg 150 26 flu flu NN cord-302553-d0hk4ipg 150 27 . . . cord-302553-d0hk4ipg 151 1 It -PRON- PRP cord-302553-d0hk4ipg 151 2 neglects neglect VBZ cord-302553-d0hk4ipg 151 3 some some DT cord-302553-d0hk4ipg 151 4 of of IN cord-302553-d0hk4ipg 151 5 the the DT cord-302553-d0hk4ipg 151 6 patients patient NNS cord-302553-d0hk4ipg 151 7 who who WP cord-302553-d0hk4ipg 151 8 have have VBP cord-302553-d0hk4ipg 151 9 caught catch VBN cord-302553-d0hk4ipg 151 10 the the DT cord-302553-d0hk4ipg 151 11 flu flu NN cord-302553-d0hk4ipg 151 12 but but CC cord-302553-d0hk4ipg 151 13 do do VBP cord-302553-d0hk4ipg 151 14 not not RB cord-302553-d0hk4ipg 151 15 search search VB cord-302553-d0hk4ipg 151 16 for for IN cord-302553-d0hk4ipg 151 17 flu flu NN cord-302553-d0hk4ipg 151 18 keywords keyword NNS cord-302553-d0hk4ipg 151 19 and and CC cord-302553-d0hk4ipg 151 20 simultaneously simultaneously RB cord-302553-d0hk4ipg 151 21 adds add VBZ cord-302553-d0hk4ipg 151 22 fake fake JJ cord-302553-d0hk4ipg 151 23 patients patient NNS cord-302553-d0hk4ipg 151 24 who who WP cord-302553-d0hk4ipg 151 25 run run VBP cord-302553-d0hk4ipg 151 26 the the DT cord-302553-d0hk4ipg 151 27 search search NN cord-302553-d0hk4ipg 151 28 engine engine NN cord-302553-d0hk4ipg 151 29 for for IN cord-302553-d0hk4ipg 151 30 flu flu NN cord-302553-d0hk4ipg 151 31 keywords keyword NNS cord-302553-d0hk4ipg 151 32 without without IN cord-302553-d0hk4ipg 151 33 flu flu NN cord-302553-d0hk4ipg 151 34 . . . cord-302553-d0hk4ipg 152 1 Third third RB cord-302553-d0hk4ipg 152 2 , , , cord-302553-d0hk4ipg 152 3 although although IN cord-302553-d0hk4ipg 152 4 people people NNS cord-302553-d0hk4ipg 152 5 do do VBP cord-302553-d0hk4ipg 152 6 not not RB cord-302553-d0hk4ipg 152 7 realize realize VB cord-302553-d0hk4ipg 152 8 that that IN cord-302553-d0hk4ipg 152 9 they -PRON- PRP cord-302553-d0hk4ipg 152 10 have have VBP cord-302553-d0hk4ipg 152 11 caught catch VBN cord-302553-d0hk4ipg 152 12 the the DT cord-302553-d0hk4ipg 152 13 flu flu NN cord-302553-d0hk4ipg 152 14 , , , cord-302553-d0hk4ipg 152 15 they -PRON- PRP cord-302553-d0hk4ipg 152 16 usually usually RB cord-302553-d0hk4ipg 152 17 post post VBP cord-302553-d0hk4ipg 152 18 tweets tweet NNS cord-302553-d0hk4ipg 152 19 via via IN cord-302553-d0hk4ipg 152 20 social social JJ cord-302553-d0hk4ipg 152 21 media medium NNS cord-302553-d0hk4ipg 152 22 to to TO cord-302553-d0hk4ipg 152 23 reflect reflect VB cord-302553-d0hk4ipg 152 24 their -PRON- PRP$ cord-302553-d0hk4ipg 152 25 feelings feeling NNS cord-302553-d0hk4ipg 152 26 , , , cord-302553-d0hk4ipg 152 27 opinions opinion NNS cord-302553-d0hk4ipg 152 28 and and CC cord-302553-d0hk4ipg 152 29 behaviors behavior NNS cord-302553-d0hk4ipg 152 30 , , , cord-302553-d0hk4ipg 152 31 which which WDT cord-302553-d0hk4ipg 152 32 can can MD cord-302553-d0hk4ipg 152 33 be be VB cord-302553-d0hk4ipg 152 34 detected detect VBN cord-302553-d0hk4ipg 152 35 by by IN cord-302553-d0hk4ipg 152 36 Channel Channel NNP cord-302553-d0hk4ipg 152 37 3 3 CD cord-302553-d0hk4ipg 152 38 . . . cord-302553-d0hk4ipg 153 1 It -PRON- PRP cord-302553-d0hk4ipg 153 2 helps help VBZ cord-302553-d0hk4ipg 153 3 the the DT cord-302553-d0hk4ipg 153 4 CDC CDC NNP cord-302553-d0hk4ipg 153 5 to to TO cord-302553-d0hk4ipg 153 6 analyze analyze VB cord-302553-d0hk4ipg 153 7 social social JJ cord-302553-d0hk4ipg 153 8 media medium NNS cord-302553-d0hk4ipg 153 9 data datum NNS cord-302553-d0hk4ipg 153 10 to to TO cord-302553-d0hk4ipg 153 11 discover discover VB cord-302553-d0hk4ipg 153 12 early early JJ cord-302553-d0hk4ipg 153 13 flu flu NN cord-302553-d0hk4ipg 153 14 trends trend NNS cord-302553-d0hk4ipg 153 15 . . . cord-302553-d0hk4ipg 154 1 Additionally additionally RB cord-302553-d0hk4ipg 154 2 , , , cord-302553-d0hk4ipg 154 3 Channel Channel NNP cord-302553-d0hk4ipg 154 4 3 3 CD cord-302553-d0hk4ipg 154 5 can can MD cord-302553-d0hk4ipg 154 6 not not RB cord-302553-d0hk4ipg 154 7 only only RB cord-302553-d0hk4ipg 154 8 monitor monitor VB cord-302553-d0hk4ipg 154 9 infectious infectious JJ cord-302553-d0hk4ipg 154 10 disease disease NN cord-302553-d0hk4ipg 154 11 outbreaks outbreak NNS cord-302553-d0hk4ipg 154 12 in in IN cord-302553-d0hk4ipg 154 13 early early JJ cord-302553-d0hk4ipg 154 14 stages stage NNS cord-302553-d0hk4ipg 154 15 but but CC cord-302553-d0hk4ipg 154 16 also also RB cord-302553-d0hk4ipg 154 17 identify identify VB cord-302553-d0hk4ipg 154 18 the the DT cord-302553-d0hk4ipg 154 19 flu flu NN cord-302553-d0hk4ipg 154 20 period period NN cord-302553-d0hk4ipg 154 21 . . . cord-302553-d0hk4ipg 155 1 The the DT cord-302553-d0hk4ipg 155 2 content content NN cord-302553-d0hk4ipg 155 3 inside inside IN cord-302553-d0hk4ipg 155 4 the the DT cord-302553-d0hk4ipg 155 5 dotted dotted JJ cord-302553-d0hk4ipg 155 6 line line NN cord-302553-d0hk4ipg 155 7 ( ( -LRB- cord-302553-d0hk4ipg 155 8 shown show VBN cord-302553-d0hk4ipg 155 9 in in IN cord-302553-d0hk4ipg 155 10 Figure figure NN cord-302553-d0hk4ipg 155 11 2 2 CD cord-302553-d0hk4ipg 155 12 ) ) -RRB- cord-302553-d0hk4ipg 155 13 is be VBZ cord-302553-d0hk4ipg 155 14 the the DT cord-302553-d0hk4ipg 155 15 main main JJ cord-302553-d0hk4ipg 155 16 research research NN cord-302553-d0hk4ipg 155 17 content content NN cord-302553-d0hk4ipg 155 18 of of IN cord-302553-d0hk4ipg 155 19 this this DT cord-302553-d0hk4ipg 155 20 paper paper NN cord-302553-d0hk4ipg 155 21 , , , cord-302553-d0hk4ipg 155 22 which which WDT cord-302553-d0hk4ipg 155 23 aims aim VBZ cord-302553-d0hk4ipg 155 24 to to TO cord-302553-d0hk4ipg 155 25 find find VB cord-302553-d0hk4ipg 155 26 the the DT cord-302553-d0hk4ipg 155 27 flu flu NN cord-302553-d0hk4ipg 155 28 - - HYPH cord-302553-d0hk4ipg 155 29 related relate VBN cord-302553-d0hk4ipg 155 30 weibos weibos NNP cord-302553-d0hk4ipg 155 31 and and CC cord-302553-d0hk4ipg 155 32 further further RB cord-302553-d0hk4ipg 155 33 determine determine VB cord-302553-d0hk4ipg 155 34 the the DT cord-302553-d0hk4ipg 155 35 flu flu NN cord-302553-d0hk4ipg 155 36 period period NN cord-302553-d0hk4ipg 155 37 to to TO cord-302553-d0hk4ipg 155 38 improve improve VB cord-302553-d0hk4ipg 155 39 the the DT cord-302553-d0hk4ipg 155 40 accuracy accuracy NN cord-302553-d0hk4ipg 155 41 of of IN cord-302553-d0hk4ipg 155 42 infectious infectious JJ cord-302553-d0hk4ipg 155 43 disease disease NN cord-302553-d0hk4ipg 155 44 detection detection NN cord-302553-d0hk4ipg 155 45 . . . cord-302553-d0hk4ipg 156 1 As as IN cord-302553-d0hk4ipg 156 2 the the DT cord-302553-d0hk4ipg 156 3 " " `` cord-302553-d0hk4ipg 156 4 to to TO cord-302553-d0hk4ipg 156 5 - - HYPH cord-302553-d0hk4ipg 156 6 be be VB cord-302553-d0hk4ipg 156 7 " " '' cord-302553-d0hk4ipg 156 8 process process NN cord-302553-d0hk4ipg 156 9 optimized optimize VBN cord-302553-d0hk4ipg 156 10 by by IN cord-302553-d0hk4ipg 156 11 social social JJ cord-302553-d0hk4ipg 156 12 media medium NNS cord-302553-d0hk4ipg 156 13 , , , cord-302553-d0hk4ipg 156 14 the the DT cord-302553-d0hk4ipg 156 15 MC MC NNP cord-302553-d0hk4ipg 156 16 - - HYPH cord-302553-d0hk4ipg 156 17 IDDP IDDP NNP cord-302553-d0hk4ipg 156 18 process process NN cord-302553-d0hk4ipg 156 19 can can MD cord-302553-d0hk4ipg 156 20 improve improve VB cord-302553-d0hk4ipg 156 21 the the DT cord-302553-d0hk4ipg 156 22 reliability reliability NN cord-302553-d0hk4ipg 156 23 of of IN cord-302553-d0hk4ipg 156 24 detecting detect VBG cord-302553-d0hk4ipg 156 25 infectious infectious JJ cord-302553-d0hk4ipg 156 26 disease disease NN cord-302553-d0hk4ipg 156 27 and and CC cord-302553-d0hk4ipg 156 28 discover discover VB cord-302553-d0hk4ipg 156 29 more more RBR cord-302553-d0hk4ipg 156 30 infectious infectious JJ cord-302553-d0hk4ipg 156 31 people people NNS cord-302553-d0hk4ipg 156 32 . . . cord-302553-d0hk4ipg 157 1 It -PRON- PRP cord-302553-d0hk4ipg 157 2 recognizes recognize VBZ cord-302553-d0hk4ipg 157 3 the the DT cord-302553-d0hk4ipg 157 4 disease disease NN cord-302553-d0hk4ipg 157 5 periods period NNS cord-302553-d0hk4ipg 157 6 earlier early RBR cord-302553-d0hk4ipg 157 7 and and CC cord-302553-d0hk4ipg 157 8 works work VBZ cord-302553-d0hk4ipg 157 9 in in IN cord-302553-d0hk4ipg 157 10 an an DT cord-302553-d0hk4ipg 157 11 efficient efficient JJ cord-302553-d0hk4ipg 157 12 way way NN cord-302553-d0hk4ipg 157 13 . . . cord-302553-d0hk4ipg 158 1 Next next RB cord-302553-d0hk4ipg 158 2 , , , cord-302553-d0hk4ipg 158 3 we -PRON- PRP cord-302553-d0hk4ipg 158 4 propose propose VBP cord-302553-d0hk4ipg 158 5 4 4 CD cord-302553-d0hk4ipg 158 6 propositions proposition NNS cord-302553-d0hk4ipg 158 7 and and CC cord-302553-d0hk4ipg 158 8 corresponding correspond VBG cord-302553-d0hk4ipg 158 9 demonstrations demonstration NNS cord-302553-d0hk4ipg 158 10 . . . cord-302553-d0hk4ipg 159 1 Figure figure NN cord-302553-d0hk4ipg 159 2 3 3 CD cord-302553-d0hk4ipg 159 3 . . . cord-302553-d0hk4ipg 160 1 Figure figure NN cord-302553-d0hk4ipg 160 2 3a 3a CD cord-302553-d0hk4ipg 160 3 shows show VBZ cord-302553-d0hk4ipg 160 4 the the DT cord-302553-d0hk4ipg 160 5 logical logical JJ cord-302553-d0hk4ipg 160 6 structure structure NN cord-302553-d0hk4ipg 160 7 model model NN cord-302553-d0hk4ipg 160 8 of of IN cord-302553-d0hk4ipg 160 9 a a DT cord-302553-d0hk4ipg 160 10 solitary solitary JJ cord-302553-d0hk4ipg 160 11 channel channel NN cord-302553-d0hk4ipg 160 12 , , , cord-302553-d0hk4ipg 160 13 and and CC cord-302553-d0hk4ipg 160 14 Figure figure NN cord-302553-d0hk4ipg 160 15 3b 3b CD cord-302553-d0hk4ipg 160 16 shows show VBZ cord-302553-d0hk4ipg 160 17 the the DT cord-302553-d0hk4ipg 160 18 logical logical JJ cord-302553-d0hk4ipg 160 19 structure structure NN cord-302553-d0hk4ipg 160 20 model model NN cord-302553-d0hk4ipg 160 21 for for IN cord-302553-d0hk4ipg 160 22 multiple multiple JJ cord-302553-d0hk4ipg 160 23 channels channel NNS cord-302553-d0hk4ipg 160 24 . . . cord-302553-d0hk4ipg 161 1 As as IN cord-302553-d0hk4ipg 161 2 the the DT cord-302553-d0hk4ipg 161 3 " " `` cord-302553-d0hk4ipg 161 4 to to TO cord-302553-d0hk4ipg 161 5 - - HYPH cord-302553-d0hk4ipg 161 6 be be VB cord-302553-d0hk4ipg 161 7 " " '' cord-302553-d0hk4ipg 161 8 process process NN cord-302553-d0hk4ipg 161 9 optimized optimize VBN cord-302553-d0hk4ipg 161 10 by by IN cord-302553-d0hk4ipg 161 11 social social JJ cord-302553-d0hk4ipg 161 12 media medium NNS cord-302553-d0hk4ipg 161 13 , , , cord-302553-d0hk4ipg 161 14 the the DT cord-302553-d0hk4ipg 161 15 MC MC NNP cord-302553-d0hk4ipg 161 16 - - HYPH cord-302553-d0hk4ipg 161 17 IDDP IDDP NNP cord-302553-d0hk4ipg 161 18 process process NN cord-302553-d0hk4ipg 161 19 can can MD cord-302553-d0hk4ipg 161 20 improve improve VB cord-302553-d0hk4ipg 161 21 the the DT cord-302553-d0hk4ipg 161 22 reliability reliability NN cord-302553-d0hk4ipg 161 23 of of IN cord-302553-d0hk4ipg 161 24 detecting detect VBG cord-302553-d0hk4ipg 161 25 infectious infectious JJ cord-302553-d0hk4ipg 161 26 disease disease NN cord-302553-d0hk4ipg 161 27 and and CC cord-302553-d0hk4ipg 161 28 discover discover VB cord-302553-d0hk4ipg 161 29 more more RBR cord-302553-d0hk4ipg 161 30 infectious infectious JJ cord-302553-d0hk4ipg 161 31 people people NNS cord-302553-d0hk4ipg 161 32 . . . cord-302553-d0hk4ipg 162 1 It -PRON- PRP cord-302553-d0hk4ipg 162 2 recognizes recognize VBZ cord-302553-d0hk4ipg 162 3 the the DT cord-302553-d0hk4ipg 162 4 disease disease NN cord-302553-d0hk4ipg 162 5 periods period NNS cord-302553-d0hk4ipg 162 6 earlier early RBR cord-302553-d0hk4ipg 162 7 and and CC cord-302553-d0hk4ipg 162 8 works work VBZ cord-302553-d0hk4ipg 162 9 in in IN cord-302553-d0hk4ipg 162 10 an an DT cord-302553-d0hk4ipg 162 11 efficient efficient JJ cord-302553-d0hk4ipg 162 12 way way NN cord-302553-d0hk4ipg 162 13 . . . cord-302553-d0hk4ipg 163 1 Next next RB cord-302553-d0hk4ipg 163 2 , , , cord-302553-d0hk4ipg 163 3 we -PRON- PRP cord-302553-d0hk4ipg 163 4 propose propose VBP cord-302553-d0hk4ipg 163 5 4 4 CD cord-302553-d0hk4ipg 163 6 propositions proposition NNS cord-302553-d0hk4ipg 163 7 and and CC cord-302553-d0hk4ipg 163 8 corresponding correspond VBG cord-302553-d0hk4ipg 163 9 demonstrations demonstration NNS cord-302553-d0hk4ipg 163 10 . . . cord-302553-d0hk4ipg 164 1 Figure figure NN cord-302553-d0hk4ipg 164 2 3 3 CD cord-302553-d0hk4ipg 164 3 . . . cord-302553-d0hk4ipg 165 1 Figure figure NN cord-302553-d0hk4ipg 165 2 3a 3a CD cord-302553-d0hk4ipg 165 3 shows show VBZ cord-302553-d0hk4ipg 165 4 the the DT cord-302553-d0hk4ipg 165 5 logical logical JJ cord-302553-d0hk4ipg 165 6 structure structure NN cord-302553-d0hk4ipg 165 7 model model NN cord-302553-d0hk4ipg 165 8 of of IN cord-302553-d0hk4ipg 165 9 a a DT cord-302553-d0hk4ipg 165 10 solitary solitary JJ cord-302553-d0hk4ipg 165 11 channel channel NN cord-302553-d0hk4ipg 165 12 , , , cord-302553-d0hk4ipg 165 13 and and CC cord-302553-d0hk4ipg 165 14 Figure figure NN cord-302553-d0hk4ipg 165 15 3b 3b CD cord-302553-d0hk4ipg 165 16 shows show VBZ cord-302553-d0hk4ipg 165 17 the the DT cord-302553-d0hk4ipg 165 18 logical logical JJ cord-302553-d0hk4ipg 165 19 structure structure NN cord-302553-d0hk4ipg 165 20 model model NN cord-302553-d0hk4ipg 165 21 for for IN cord-302553-d0hk4ipg 165 22 multiple multiple JJ cord-302553-d0hk4ipg 165 23 channels channel NNS cord-302553-d0hk4ipg 165 24 . . . cord-302553-d0hk4ipg 166 1 The the DT cord-302553-d0hk4ipg 166 2 main main JJ cord-302553-d0hk4ipg 166 3 parameters parameter NNS cord-302553-d0hk4ipg 166 4 are be VBP cord-302553-d0hk4ipg 166 5 described describe VBN cord-302553-d0hk4ipg 166 6 as as IN cord-302553-d0hk4ipg 166 7 follows follow VBZ cord-302553-d0hk4ipg 166 8 . . . cord-302553-d0hk4ipg 167 1 represents represent VBZ cord-302553-d0hk4ipg 167 2 the the DT cord-302553-d0hk4ipg 167 3 number number NN cord-302553-d0hk4ipg 167 4 of of IN cord-302553-d0hk4ipg 167 5 possible possible JJ cord-302553-d0hk4ipg 167 6 infectious infectious JJ cord-302553-d0hk4ipg 167 7 people people NNS cord-302553-d0hk4ipg 167 8 ; ; : cord-302553-d0hk4ipg 167 9 represents represent VBZ cord-302553-d0hk4ipg 167 10 the the DT cord-302553-d0hk4ipg 167 11 number number NN cord-302553-d0hk4ipg 167 12 of of IN cord-302553-d0hk4ipg 167 13 possibly possibly RB cord-302553-d0hk4ipg 167 14 infectious infectious JJ cord-302553-d0hk4ipg 167 15 people people NNS cord-302553-d0hk4ipg 167 16 recorded record VBN cord-302553-d0hk4ipg 167 17 by by IN cord-302553-d0hk4ipg 167 18 hospitals hospital NNS cord-302553-d0hk4ipg 167 19 using use VBG cord-302553-d0hk4ipg 167 20 a a DT cord-302553-d0hk4ipg 167 21 solitary solitary JJ cord-302553-d0hk4ipg 167 22 channel channel NN cord-302553-d0hk4ipg 167 23 ; ; : cord-302553-d0hk4ipg 167 24 represents represent VBZ cord-302553-d0hk4ipg 167 25 the the DT cord-302553-d0hk4ipg 167 26 number number NN cord-302553-d0hk4ipg 167 27 of of IN cord-302553-d0hk4ipg 167 28 possibly possibly RB cord-302553-d0hk4ipg 167 29 infectious infectious JJ cord-302553-d0hk4ipg 167 30 people people NNS cord-302553-d0hk4ipg 167 31 but but CC cord-302553-d0hk4ipg 167 32 do do VBP cord-302553-d0hk4ipg 167 33 not not RB cord-302553-d0hk4ipg 167 34 go go VB cord-302553-d0hk4ipg 167 35 to to IN cord-302553-d0hk4ipg 167 36 the the DT cord-302553-d0hk4ipg 167 37 hospital hospital NN cord-302553-d0hk4ipg 167 38 in in IN cord-302553-d0hk4ipg 167 39 a a DT cord-302553-d0hk4ipg 167 40 solitary solitary JJ cord-302553-d0hk4ipg 167 41 channel channel NN cord-302553-d0hk4ipg 167 42 ; ; : cord-302553-d0hk4ipg 167 43 represents represent VBZ cord-302553-d0hk4ipg 167 44 the the DT cord-302553-d0hk4ipg 167 45 number number NN cord-302553-d0hk4ipg 167 46 of of IN cord-302553-d0hk4ipg 167 47 infectious infectious JJ cord-302553-d0hk4ipg 167 48 people people NNS cord-302553-d0hk4ipg 167 49 who who WP cord-302553-d0hk4ipg 167 50 are be VBP cord-302553-d0hk4ipg 167 51 diagnosed diagnose VBN cord-302553-d0hk4ipg 167 52 and and CC cord-302553-d0hk4ipg 167 53 reported report VBN cord-302553-d0hk4ipg 167 54 to to IN cord-302553-d0hk4ipg 167 55 the the DT cord-302553-d0hk4ipg 167 56 CDC CDC NNP cord-302553-d0hk4ipg 167 57 in in IN cord-302553-d0hk4ipg 167 58 a a DT cord-302553-d0hk4ipg 167 59 solitary solitary JJ cord-302553-d0hk4ipg 167 60 channel channel NN cord-302553-d0hk4ipg 167 61 ; ; : cord-302553-d0hk4ipg 167 62 represents represent VBZ cord-302553-d0hk4ipg 167 63 the the DT cord-302553-d0hk4ipg 167 64 number number NN cord-302553-d0hk4ipg 167 65 of of IN cord-302553-d0hk4ipg 167 66 possibly possibly RB cord-302553-d0hk4ipg 167 67 infectious infectious JJ cord-302553-d0hk4ipg 167 68 Obviously obviously RB cord-302553-d0hk4ipg 167 69 , , , cord-302553-d0hk4ipg 167 70 in in IN cord-302553-d0hk4ipg 167 71 a a DT cord-302553-d0hk4ipg 167 72 solitary solitary JJ cord-302553-d0hk4ipg 167 73 channel channel NN cord-302553-d0hk4ipg 167 74 , , . cord-302553-d0hk4ipg 168 1 In in IN cord-302553-d0hk4ipg 168 2 multiple multiple JJ cord-302553-d0hk4ipg 168 3 channels channel NNS cord-302553-d0hk4ipg 168 4 , , , cord-302553-d0hk4ipg 168 5 Without without IN cord-302553-d0hk4ipg 168 6 the the DT cord-302553-d0hk4ipg 168 7 loss loss NN cord-302553-d0hk4ipg 168 8 of of IN cord-302553-d0hk4ipg 168 9 generality generality NN cord-302553-d0hk4ipg 168 10 , , , cord-302553-d0hk4ipg 168 11 it -PRON- PRP cord-302553-d0hk4ipg 168 12 is be VBZ cord-302553-d0hk4ipg 168 13 assumed assume VBN cord-302553-d0hk4ipg 168 14 that that IN cord-302553-d0hk4ipg 168 15 the the DT cord-302553-d0hk4ipg 168 16 number number NN cord-302553-d0hk4ipg 168 17 of of IN cord-302553-d0hk4ipg 168 18 infectious infectious JJ cord-302553-d0hk4ipg 168 19 people people NNS cord-302553-d0hk4ipg 168 20 who who WP cord-302553-d0hk4ipg 168 21 are be VBP cord-302553-d0hk4ipg 168 22 admitted admit VBN cord-302553-d0hk4ipg 168 23 to to IN cord-302553-d0hk4ipg 168 24 the the DT cord-302553-d0hk4ipg 168 25 hospital hospital NN cord-302553-d0hk4ipg 168 26 remains remain VBZ cord-302553-d0hk4ipg 168 27 the the DT cord-302553-d0hk4ipg 168 28 same same JJ cord-302553-d0hk4ipg 168 29 regardless regardless RB cord-302553-d0hk4ipg 168 30 of of IN cord-302553-d0hk4ipg 168 31 whether whether IN cord-302553-d0hk4ipg 168 32 it -PRON- PRP cord-302553-d0hk4ipg 168 33 is be VBZ cord-302553-d0hk4ipg 168 34 a a DT cord-302553-d0hk4ipg 168 35 solitary solitary JJ cord-302553-d0hk4ipg 168 36 channel channel NN cord-302553-d0hk4ipg 168 37 or or CC cord-302553-d0hk4ipg 168 38 multiple multiple JJ cord-302553-d0hk4ipg 168 39 channels channel NNS cord-302553-d0hk4ipg 168 40 , , , cord-302553-d0hk4ipg 168 41 which which WDT cord-302553-d0hk4ipg 168 42 is be VBZ cord-302553-d0hk4ipg 168 43 , , , cord-302553-d0hk4ipg 168 44 ( ( -LRB- cord-302553-d0hk4ipg 168 45 3 3 CD cord-302553-d0hk4ipg 168 46 ) ) -RRB- cord-302553-d0hk4ipg 169 1 The the DT cord-302553-d0hk4ipg 169 2 following following JJ cord-302553-d0hk4ipg 169 3 relationship relationship NN cord-302553-d0hk4ipg 169 4 exists exist VBZ cord-302553-d0hk4ipg 169 5 , , , cord-302553-d0hk4ipg 170 1 According accord VBG cord-302553-d0hk4ipg 170 2 to to IN cord-302553-d0hk4ipg 170 3 Formula formula NN cord-302553-d0hk4ipg 170 4 ( ( -LRB- cord-302553-d0hk4ipg 170 5 4 4 CD cord-302553-d0hk4ipg 170 6 ) ) -RRB- cord-302553-d0hk4ipg 170 7 , , , cord-302553-d0hk4ipg 170 8 in in IN cord-302553-d0hk4ipg 170 9 multiple multiple JJ cord-302553-d0hk4ipg 170 10 channels channel NNS cord-302553-d0hk4ipg 170 11 , , , cord-302553-d0hk4ipg 170 12 more more RBR cord-302553-d0hk4ipg 170 13 infectious infectious JJ cord-302553-d0hk4ipg 170 14 people people NNS cord-302553-d0hk4ipg 170 15 can can MD cord-302553-d0hk4ipg 170 16 be be VB cord-302553-d0hk4ipg 170 17 detected detect VBN cord-302553-d0hk4ipg 170 18 . . . cord-302553-d0hk4ipg 171 1 Proposition proposition NN cord-302553-d0hk4ipg 171 2 1 1 CD cord-302553-d0hk4ipg 171 3 is be VBZ cord-302553-d0hk4ipg 171 4 validated validate VBN cord-302553-d0hk4ipg 171 5 . . . cord-302553-d0hk4ipg 172 1 The the DT cord-302553-d0hk4ipg 172 2 MC MC NNP cord-302553-d0hk4ipg 172 3 - - HYPH cord-302553-d0hk4ipg 172 4 IDDP IDDP NNP cord-302553-d0hk4ipg 172 5 process process NN cord-302553-d0hk4ipg 172 6 recognizes recognize VBZ cord-302553-d0hk4ipg 172 7 the the DT cord-302553-d0hk4ipg 172 8 patients patient NNS cord-302553-d0hk4ipg 172 9 early early RB cord-302553-d0hk4ipg 172 10 and and CC cord-302553-d0hk4ipg 172 11 detects detect VBZ cord-302553-d0hk4ipg 172 12 the the DT cord-302553-d0hk4ipg 172 13 infectious infectious JJ cord-302553-d0hk4ipg 172 14 disease disease NN cord-302553-d0hk4ipg 172 15 in in IN cord-302553-d0hk4ipg 172 16 time time NN cord-302553-d0hk4ipg 172 17 . . . cord-302553-d0hk4ipg 173 1 The the DT cord-302553-d0hk4ipg 173 2 Google Google NNP cord-302553-d0hk4ipg 173 3 flu flu NN cord-302553-d0hk4ipg 173 4 trends trend NNS cord-302553-d0hk4ipg 173 5 model model NN cord-302553-d0hk4ipg 173 6 provides provide VBZ cord-302553-d0hk4ipg 173 7 a a DT cord-302553-d0hk4ipg 173 8 promising promising JJ cord-302553-d0hk4ipg 173 9 measure measure NN cord-302553-d0hk4ipg 173 10 in in IN cord-302553-d0hk4ipg 173 11 that that IN cord-302553-d0hk4ipg 173 12 the the DT cord-302553-d0hk4ipg 173 13 search search NN cord-302553-d0hk4ipg 173 14 engine engine NN cord-302553-d0hk4ipg 173 15 records record VBZ cord-302553-d0hk4ipg 173 16 the the DT cord-302553-d0hk4ipg 173 17 users user NNS cord-302553-d0hk4ipg 173 18 ' ' POS cord-302553-d0hk4ipg 173 19 relevant relevant JJ cord-302553-d0hk4ipg 173 20 search search NN cord-302553-d0hk4ipg 173 21 data datum NNS cord-302553-d0hk4ipg 173 22 on on IN cord-302553-d0hk4ipg 173 23 disease disease NN cord-302553-d0hk4ipg 173 24 symptoms symptom NNS cord-302553-d0hk4ipg 173 25 and and CC cord-302553-d0hk4ipg 173 26 treatments treatment NNS cord-302553-d0hk4ipg 173 27 , , , cord-302553-d0hk4ipg 173 28 to to TO cord-302553-d0hk4ipg 173 29 detect detect VB cord-302553-d0hk4ipg 173 30 infectious infectious JJ cord-302553-d0hk4ipg 173 31 diseases disease NNS cord-302553-d0hk4ipg 173 32 . . . cord-302553-d0hk4ipg 174 1 Additionally additionally RB cord-302553-d0hk4ipg 174 2 , , , cord-302553-d0hk4ipg 174 3 some some DT cord-302553-d0hk4ipg 174 4 of of IN cord-302553-d0hk4ipg 174 5 the the DT cord-302553-d0hk4ipg 174 6 patients patient NNS cord-302553-d0hk4ipg 174 7 do do VBP cord-302553-d0hk4ipg 174 8 not not RB cord-302553-d0hk4ipg 174 9 realize realize VB cord-302553-d0hk4ipg 174 10 that that IN cord-302553-d0hk4ipg 174 11 they -PRON- PRP cord-302553-d0hk4ipg 174 12 might may MD cord-302553-d0hk4ipg 174 13 be be VB cord-302553-d0hk4ipg 174 14 infected infect VBN cord-302553-d0hk4ipg 174 15 but but CC cord-302553-d0hk4ipg 174 16 post post AFX cord-302553-d0hk4ipg 174 17 weibos weibos NNP cord-302553-d0hk4ipg 174 18 with with IN cord-302553-d0hk4ipg 174 19 disease disease NN cord-302553-d0hk4ipg 174 20 symptoms symptom NNS cord-302553-d0hk4ipg 174 21 . . . cord-302553-d0hk4ipg 175 1 Therefore therefore RB cord-302553-d0hk4ipg 175 2 , , , cord-302553-d0hk4ipg 175 3 people people NNS cord-302553-d0hk4ipg 175 4 's 's POS cord-302553-d0hk4ipg 175 5 sentiment sentiment NN cord-302553-d0hk4ipg 175 6 and and CC cord-302553-d0hk4ipg 175 7 physical physical JJ cord-302553-d0hk4ipg 175 8 conditions condition NNS cord-302553-d0hk4ipg 175 9 can can MD cord-302553-d0hk4ipg 175 10 be be VB cord-302553-d0hk4ipg 175 11 reflected reflect VBN cord-302553-d0hk4ipg 175 12 in in IN cord-302553-d0hk4ipg 175 13 social social JJ cord-302553-d0hk4ipg 175 14 media medium NNS cord-302553-d0hk4ipg 175 15 , , , cord-302553-d0hk4ipg 175 16 which which WDT cord-302553-d0hk4ipg 175 17 is be VBZ cord-302553-d0hk4ipg 175 18 an an DT cord-302553-d0hk4ipg 175 19 important important JJ cord-302553-d0hk4ipg 175 20 infectious infectious JJ cord-302553-d0hk4ipg 175 21 disease disease NN cord-302553-d0hk4ipg 175 22 sensor sensor NN cord-302553-d0hk4ipg 175 23 . . . cord-302553-d0hk4ipg 176 1 We -PRON- PRP cord-302553-d0hk4ipg 176 2 added add VBD cord-302553-d0hk4ipg 176 3 time time NN cord-302553-d0hk4ipg 176 4 information information NN cord-302553-d0hk4ipg 176 5 in in IN cord-302553-d0hk4ipg 176 6 Figure figure NN cord-302553-d0hk4ipg 176 7 3b 3b CD cord-302553-d0hk4ipg 176 8 to to TO cord-302553-d0hk4ipg 176 9 generate generate VB cord-302553-d0hk4ipg 176 10 Figure figure NN cord-302553-d0hk4ipg 176 11 4 4 CD cord-302553-d0hk4ipg 176 12 . . . cord-302553-d0hk4ipg 177 1 The the DT cord-302553-d0hk4ipg 177 2 horizontal horizontal JJ cord-302553-d0hk4ipg 177 3 axis axis NN cord-302553-d0hk4ipg 177 4 t t NNP cord-302553-d0hk4ipg 177 5 indicates indicate VBZ cord-302553-d0hk4ipg 177 6 the the DT cord-302553-d0hk4ipg 177 7 earliest early JJS cord-302553-d0hk4ipg 177 8 time time NN cord-302553-d0hk4ipg 177 9 at at IN cord-302553-d0hk4ipg 177 10 which which WDT cord-302553-d0hk4ipg 177 11 each each DT cord-302553-d0hk4ipg 177 12 channel channel NN cord-302553-d0hk4ipg 177 13 can can MD cord-302553-d0hk4ipg 177 14 detect detect VB cord-302553-d0hk4ipg 177 15 infectious infectious JJ cord-302553-d0hk4ipg 177 16 disease disease NN cord-302553-d0hk4ipg 177 17 information information NN cord-302553-d0hk4ipg 177 18 . . . cord-302553-d0hk4ipg 178 1 no no UH cord-302553-d0hk4ipg 178 2 go go VB cord-302553-d0hk4ipg 178 3 to to IN cord-302553-d0hk4ipg 178 4 the the DT cord-302553-d0hk4ipg 178 5 hospital hospital NN cord-302553-d0hk4ipg 178 6 , , , cord-302553-d0hk4ipg 178 7 and and CC cord-302553-d0hk4ipg 178 8 do do VBP cord-302553-d0hk4ipg 178 9 not not RB cord-302553-d0hk4ipg 178 10 use use VB cord-302553-d0hk4ipg 178 11 search search NN cord-302553-d0hk4ipg 178 12 engines engine NNS cord-302553-d0hk4ipg 178 13 and and CC cord-302553-d0hk4ipg 178 14 social social JJ cord-302553-d0hk4ipg 178 15 media medium NNS cord-302553-d0hk4ipg 178 16 in in IN cord-302553-d0hk4ipg 178 17 multiple multiple JJ cord-302553-d0hk4ipg 178 18 channels channel NNS cord-302553-d0hk4ipg 178 19 ; ; : cord-302553-d0hk4ipg 178 20 represents represent VBZ cord-302553-d0hk4ipg 178 21 the the DT cord-302553-d0hk4ipg 178 22 number number NN cord-302553-d0hk4ipg 178 23 of of IN cord-302553-d0hk4ipg 178 24 infectious infectious JJ cord-302553-d0hk4ipg 178 25 people people NNS cord-302553-d0hk4ipg 178 26 who who WP cord-302553-d0hk4ipg 178 27 are be VBP cord-302553-d0hk4ipg 178 28 diagnosed diagnose VBN cord-302553-d0hk4ipg 178 29 and and CC cord-302553-d0hk4ipg 178 30 reported report VBN cord-302553-d0hk4ipg 178 31 to to IN cord-302553-d0hk4ipg 178 32 the the DT cord-302553-d0hk4ipg 178 33 CDC CDC NNP cord-302553-d0hk4ipg 178 34 in in IN cord-302553-d0hk4ipg 178 35 a a DT cord-302553-d0hk4ipg 178 36 solitary solitary JJ cord-302553-d0hk4ipg 178 37 channel channel NN cord-302553-d0hk4ipg 178 38 ; ; : cord-302553-d0hk4ipg 178 39 represents represent VBZ cord-302553-d0hk4ipg 178 40 the the DT cord-302553-d0hk4ipg 178 41 number number NN cord-302553-d0hk4ipg 178 42 of of IN cord-302553-d0hk4ipg 178 43 infectious infectious JJ cord-302553-d0hk4ipg 178 44 people people NNS cord-302553-d0hk4ipg 178 45 who who WP cord-302553-d0hk4ipg 178 46 are be VBP cord-302553-d0hk4ipg 178 47 detected detect VBN cord-302553-d0hk4ipg 178 48 by by IN cord-302553-d0hk4ipg 178 49 the the DT cord-302553-d0hk4ipg 178 50 three three CD cord-302553-d0hk4ipg 178 51 channels channel NNS cord-302553-d0hk4ipg 178 52 and and CC cord-302553-d0hk4ipg 178 53 reported report VBD cord-302553-d0hk4ipg 178 54 to to IN cord-302553-d0hk4ipg 178 55 the the DT cord-302553-d0hk4ipg 178 56 CDC CDC NNP cord-302553-d0hk4ipg 178 57 . . . cord-302553-d0hk4ipg 179 1 Obviously obviously RB cord-302553-d0hk4ipg 179 2 , , , cord-302553-d0hk4ipg 179 3 in in IN cord-302553-d0hk4ipg 179 4 a a DT cord-302553-d0hk4ipg 179 5 solitary solitary JJ cord-302553-d0hk4ipg 179 6 channel channel NN cord-302553-d0hk4ipg 179 7 , , , cord-302553-d0hk4ipg 179 8 In in IN cord-302553-d0hk4ipg 179 9 multiple multiple JJ cord-302553-d0hk4ipg 179 10 channels channel NNS cord-302553-d0hk4ipg 179 11 , , , cord-302553-d0hk4ipg 179 12 Without without IN cord-302553-d0hk4ipg 179 13 the the DT cord-302553-d0hk4ipg 179 14 loss loss NN cord-302553-d0hk4ipg 179 15 of of IN cord-302553-d0hk4ipg 179 16 generality generality NN cord-302553-d0hk4ipg 179 17 , , , cord-302553-d0hk4ipg 179 18 it -PRON- PRP cord-302553-d0hk4ipg 179 19 is be VBZ cord-302553-d0hk4ipg 179 20 assumed assume VBN cord-302553-d0hk4ipg 179 21 that that IN cord-302553-d0hk4ipg 179 22 the the DT cord-302553-d0hk4ipg 179 23 number number NN cord-302553-d0hk4ipg 179 24 of of IN cord-302553-d0hk4ipg 179 25 infectious infectious JJ cord-302553-d0hk4ipg 179 26 people people NNS cord-302553-d0hk4ipg 179 27 who who WP cord-302553-d0hk4ipg 179 28 are be VBP cord-302553-d0hk4ipg 179 29 admitted admit VBN cord-302553-d0hk4ipg 179 30 to to IN cord-302553-d0hk4ipg 179 31 the the DT cord-302553-d0hk4ipg 179 32 hospital hospital NN cord-302553-d0hk4ipg 179 33 remains remain VBZ cord-302553-d0hk4ipg 179 34 the the DT cord-302553-d0hk4ipg 179 35 same same JJ cord-302553-d0hk4ipg 179 36 regardless regardless RB cord-302553-d0hk4ipg 179 37 of of IN cord-302553-d0hk4ipg 179 38 whether whether IN cord-302553-d0hk4ipg 179 39 it -PRON- PRP cord-302553-d0hk4ipg 179 40 is be VBZ cord-302553-d0hk4ipg 179 41 a a DT cord-302553-d0hk4ipg 179 42 solitary solitary JJ cord-302553-d0hk4ipg 179 43 channel channel NN cord-302553-d0hk4ipg 179 44 or or CC cord-302553-d0hk4ipg 179 45 multiple multiple JJ cord-302553-d0hk4ipg 179 46 channels channel NNS cord-302553-d0hk4ipg 179 47 , , , cord-302553-d0hk4ipg 179 48 which which WDT cord-302553-d0hk4ipg 179 49 is be VBZ cord-302553-d0hk4ipg 179 50 , , , cord-302553-d0hk4ipg 179 51 The the DT cord-302553-d0hk4ipg 179 52 following following JJ cord-302553-d0hk4ipg 179 53 relationship relationship NN cord-302553-d0hk4ipg 179 54 exists exist VBZ cord-302553-d0hk4ipg 179 55 , , , cord-302553-d0hk4ipg 180 1 According accord VBG cord-302553-d0hk4ipg 180 2 to to IN cord-302553-d0hk4ipg 180 3 Formula formula NN cord-302553-d0hk4ipg 180 4 ( ( -LRB- cord-302553-d0hk4ipg 180 5 4 4 CD cord-302553-d0hk4ipg 180 6 ) ) -RRB- cord-302553-d0hk4ipg 180 7 , , , cord-302553-d0hk4ipg 180 8 in in IN cord-302553-d0hk4ipg 180 9 multiple multiple JJ cord-302553-d0hk4ipg 180 10 channels channel NNS cord-302553-d0hk4ipg 180 11 , , , cord-302553-d0hk4ipg 180 12 more more RBR cord-302553-d0hk4ipg 180 13 infectious infectious JJ cord-302553-d0hk4ipg 180 14 people people NNS cord-302553-d0hk4ipg 180 15 can can MD cord-302553-d0hk4ipg 180 16 be be VB cord-302553-d0hk4ipg 180 17 detected detect VBN cord-302553-d0hk4ipg 180 18 . . . cord-302553-d0hk4ipg 181 1 Proposition proposition NN cord-302553-d0hk4ipg 181 2 1 1 CD cord-302553-d0hk4ipg 181 3 is be VBZ cord-302553-d0hk4ipg 181 4 validated validate VBN cord-302553-d0hk4ipg 181 5 . . . cord-302553-d0hk4ipg 182 1 The the DT cord-302553-d0hk4ipg 182 2 Google Google NNP cord-302553-d0hk4ipg 182 3 flu flu NN cord-302553-d0hk4ipg 182 4 trends trend NNS cord-302553-d0hk4ipg 182 5 model model NN cord-302553-d0hk4ipg 182 6 provides provide VBZ cord-302553-d0hk4ipg 182 7 a a DT cord-302553-d0hk4ipg 182 8 promising promising JJ cord-302553-d0hk4ipg 182 9 measure measure NN cord-302553-d0hk4ipg 182 10 in in IN cord-302553-d0hk4ipg 182 11 that that IN cord-302553-d0hk4ipg 182 12 the the DT cord-302553-d0hk4ipg 182 13 search search NN cord-302553-d0hk4ipg 182 14 engine engine NN cord-302553-d0hk4ipg 182 15 records record VBZ cord-302553-d0hk4ipg 182 16 the the DT cord-302553-d0hk4ipg 182 17 users user NNS cord-302553-d0hk4ipg 182 18 ' ' POS cord-302553-d0hk4ipg 182 19 relevant relevant JJ cord-302553-d0hk4ipg 182 20 search search NN cord-302553-d0hk4ipg 182 21 data datum NNS cord-302553-d0hk4ipg 182 22 on on IN cord-302553-d0hk4ipg 182 23 disease disease NN cord-302553-d0hk4ipg 182 24 symptoms symptom NNS cord-302553-d0hk4ipg 182 25 and and CC cord-302553-d0hk4ipg 182 26 treatments treatment NNS cord-302553-d0hk4ipg 182 27 , , , cord-302553-d0hk4ipg 182 28 to to TO cord-302553-d0hk4ipg 182 29 detect detect VB cord-302553-d0hk4ipg 182 30 infectious infectious JJ cord-302553-d0hk4ipg 182 31 diseases disease NNS cord-302553-d0hk4ipg 182 32 . . . cord-302553-d0hk4ipg 183 1 Additionally additionally RB cord-302553-d0hk4ipg 183 2 , , , cord-302553-d0hk4ipg 183 3 some some DT cord-302553-d0hk4ipg 183 4 of of IN cord-302553-d0hk4ipg 183 5 the the DT cord-302553-d0hk4ipg 183 6 patients patient NNS cord-302553-d0hk4ipg 183 7 do do VBP cord-302553-d0hk4ipg 183 8 not not RB cord-302553-d0hk4ipg 183 9 realize realize VB cord-302553-d0hk4ipg 183 10 that that IN cord-302553-d0hk4ipg 183 11 they -PRON- PRP cord-302553-d0hk4ipg 183 12 might may MD cord-302553-d0hk4ipg 183 13 be be VB cord-302553-d0hk4ipg 183 14 infected infect VBN cord-302553-d0hk4ipg 183 15 but but CC cord-302553-d0hk4ipg 183 16 post post AFX cord-302553-d0hk4ipg 183 17 weibos weibos NNP cord-302553-d0hk4ipg 183 18 with with IN cord-302553-d0hk4ipg 183 19 disease disease NN cord-302553-d0hk4ipg 183 20 symptoms symptom NNS cord-302553-d0hk4ipg 183 21 . . . cord-302553-d0hk4ipg 184 1 Therefore therefore RB cord-302553-d0hk4ipg 184 2 , , , cord-302553-d0hk4ipg 184 3 people people NNS cord-302553-d0hk4ipg 184 4 's 's POS cord-302553-d0hk4ipg 184 5 sentiment sentiment NN cord-302553-d0hk4ipg 184 6 and and CC cord-302553-d0hk4ipg 184 7 physical physical JJ cord-302553-d0hk4ipg 184 8 conditions condition NNS cord-302553-d0hk4ipg 184 9 can can MD cord-302553-d0hk4ipg 184 10 be be VB cord-302553-d0hk4ipg 184 11 reflected reflect VBN cord-302553-d0hk4ipg 184 12 in in IN cord-302553-d0hk4ipg 184 13 social social JJ cord-302553-d0hk4ipg 184 14 media medium NNS cord-302553-d0hk4ipg 184 15 , , , cord-302553-d0hk4ipg 184 16 which which WDT cord-302553-d0hk4ipg 184 17 is be VBZ cord-302553-d0hk4ipg 184 18 an an DT cord-302553-d0hk4ipg 184 19 important important JJ cord-302553-d0hk4ipg 184 20 infectious infectious JJ cord-302553-d0hk4ipg 184 21 disease disease NN cord-302553-d0hk4ipg 184 22 sensor sensor NN cord-302553-d0hk4ipg 184 23 . . . cord-302553-d0hk4ipg 185 1 We -PRON- PRP cord-302553-d0hk4ipg 185 2 added add VBD cord-302553-d0hk4ipg 185 3 time time NN cord-302553-d0hk4ipg 185 4 information information NN cord-302553-d0hk4ipg 185 5 in in IN cord-302553-d0hk4ipg 185 6 Figure figure NN cord-302553-d0hk4ipg 185 7 3b 3b CD cord-302553-d0hk4ipg 185 8 to to TO cord-302553-d0hk4ipg 185 9 generate generate VB cord-302553-d0hk4ipg 185 10 Figure figure NN cord-302553-d0hk4ipg 185 11 4 4 CD cord-302553-d0hk4ipg 185 12 . . . cord-302553-d0hk4ipg 186 1 The the DT cord-302553-d0hk4ipg 186 2 horizontal horizontal JJ cord-302553-d0hk4ipg 186 3 axis axis NN cord-302553-d0hk4ipg 186 4 t t NNP cord-302553-d0hk4ipg 186 5 indicates indicate VBZ cord-302553-d0hk4ipg 186 6 the the DT cord-302553-d0hk4ipg 186 7 earliest early JJS cord-302553-d0hk4ipg 186 8 time time NN cord-302553-d0hk4ipg 186 9 at at IN cord-302553-d0hk4ipg 186 10 which which WDT cord-302553-d0hk4ipg 186 11 each each DT cord-302553-d0hk4ipg 186 12 channel channel NN cord-302553-d0hk4ipg 186 13 can can MD cord-302553-d0hk4ipg 186 14 detect detect VB cord-302553-d0hk4ipg 186 15 infectious infectious JJ cord-302553-d0hk4ipg 186 16 disease disease NN cord-302553-d0hk4ipg 186 17 information information NN cord-302553-d0hk4ipg 186 18 . . . cord-302553-d0hk4ipg 187 1 In in IN cord-302553-d0hk4ipg 187 2 Figure Figure NNP cord-302553-d0hk4ipg 187 3 4 4 CD cord-302553-d0hk4ipg 187 4 , , , cord-302553-d0hk4ipg 187 5 EPT EPT NNP cord-302553-d0hk4ipg 187 6 represents represent VBZ cord-302553-d0hk4ipg 187 7 the the DT cord-302553-d0hk4ipg 187 8 Earliest early JJS cord-302553-d0hk4ipg 187 9 Possible possible JJ cord-302553-d0hk4ipg 187 10 Time time NN cord-302553-d0hk4ipg 187 11 , , , cord-302553-d0hk4ipg 187 12 and and CC cord-302553-d0hk4ipg 187 13 represents represent VBZ cord-302553-d0hk4ipg 187 14 the the DT cord-302553-d0hk4ipg 187 15 earliest early JJS cord-302553-d0hk4ipg 187 16 possible possible JJ cord-302553-d0hk4ipg 187 17 time time NN cord-302553-d0hk4ipg 187 18 to to TO cord-302553-d0hk4ipg 187 19 detect detect VB cord-302553-d0hk4ipg 187 20 the the DT cord-302553-d0hk4ipg 187 21 disease disease NN cord-302553-d0hk4ipg 187 22 by by IN cord-302553-d0hk4ipg 187 23 Channel Channel NNP cord-302553-d0hk4ipg 187 24 . . . cord-302553-d0hk4ipg 188 1 Obviously obviously RB cord-302553-d0hk4ipg 188 2 , , , cord-302553-d0hk4ipg 188 3 we -PRON- PRP cord-302553-d0hk4ipg 188 4 conclude conclude VBP cord-302553-d0hk4ipg 188 5 that that IN cord-302553-d0hk4ipg 188 6 In in IN cord-302553-d0hk4ipg 188 7 Figure Figure NNP cord-302553-d0hk4ipg 188 8 4 4 CD cord-302553-d0hk4ipg 188 9 , , , cord-302553-d0hk4ipg 188 10 EPT EPT NNP cord-302553-d0hk4ipg 188 11 represents represent VBZ cord-302553-d0hk4ipg 188 12 the the DT cord-302553-d0hk4ipg 188 13 Earliest early JJS cord-302553-d0hk4ipg 188 14 Possible possible JJ cord-302553-d0hk4ipg 188 15 Time time NN cord-302553-d0hk4ipg 188 16 , , , cord-302553-d0hk4ipg 188 17 and and CC cord-302553-d0hk4ipg 188 18 T T NNP cord-302553-d0hk4ipg 188 19 EPT EPT NNP cord-302553-d0hk4ipg 188 20 Ci Ci NNP cord-302553-d0hk4ipg 188 21 represents represent VBZ cord-302553-d0hk4ipg 188 22 the the DT cord-302553-d0hk4ipg 188 23 earliest early JJS cord-302553-d0hk4ipg 188 24 possible possible JJ cord-302553-d0hk4ipg 188 25 time time NN cord-302553-d0hk4ipg 188 26 to to TO cord-302553-d0hk4ipg 188 27 detect detect VB cord-302553-d0hk4ipg 188 28 the the DT cord-302553-d0hk4ipg 188 29 disease disease NN cord-302553-d0hk4ipg 188 30 by by IN cord-302553-d0hk4ipg 188 31 Channel Channel NNP cord-302553-d0hk4ipg 188 32 i. i. NN cord-302553-d0hk4ipg 189 1 Obviously obviously RB cord-302553-d0hk4ipg 189 2 , , , cord-302553-d0hk4ipg 189 3 we -PRON- PRP cord-302553-d0hk4ipg 189 4 conclude conclude VBP cord-302553-d0hk4ipg 189 5 that that IN cord-302553-d0hk4ipg 189 6 According accord VBG cord-302553-d0hk4ipg 189 7 to to IN cord-302553-d0hk4ipg 189 8 Formula formula NN cord-302553-d0hk4ipg 189 9 ( ( -LRB- cord-302553-d0hk4ipg 189 10 5 5 CD cord-302553-d0hk4ipg 189 11 ) ) -RRB- cord-302553-d0hk4ipg 189 12 , , , cord-302553-d0hk4ipg 189 13 the the DT cord-302553-d0hk4ipg 189 14 EPT EPT NNP cord-302553-d0hk4ipg 189 15 for for IN cord-302553-d0hk4ipg 189 16 Channel Channel NNP cord-302553-d0hk4ipg 189 17 3 3 CD cord-302553-d0hk4ipg 189 18 is be VBZ cord-302553-d0hk4ipg 189 19 the the DT cord-302553-d0hk4ipg 189 20 smallest small JJS cord-302553-d0hk4ipg 189 21 , , , cord-302553-d0hk4ipg 189 22 and and CC cord-302553-d0hk4ipg 189 23 the the DT cord-302553-d0hk4ipg 189 24 EPT EPT NNP cord-302553-d0hk4ipg 189 25 for for IN cord-302553-d0hk4ipg 189 26 Channel Channel NNP cord-302553-d0hk4ipg 189 27 1 1 CD cord-302553-d0hk4ipg 189 28 is be VBZ cord-302553-d0hk4ipg 189 29 the the DT cord-302553-d0hk4ipg 189 30 largest large JJS cord-302553-d0hk4ipg 189 31 . . . cord-302553-d0hk4ipg 190 1 Therefore therefore RB cord-302553-d0hk4ipg 190 2 , , , cord-302553-d0hk4ipg 190 3 the the DT cord-302553-d0hk4ipg 190 4 MC MC NNP cord-302553-d0hk4ipg 190 5 - - HYPH cord-302553-d0hk4ipg 190 6 IDDP IDDP NNP cord-302553-d0hk4ipg 190 7 process process NN cord-302553-d0hk4ipg 190 8 based base VBN cord-302553-d0hk4ipg 190 9 on on IN cord-302553-d0hk4ipg 190 10 social social JJ cord-302553-d0hk4ipg 190 11 media medium NNS cord-302553-d0hk4ipg 190 12 data datum NNS cord-302553-d0hk4ipg 190 13 can can MD cord-302553-d0hk4ipg 190 14 achieve achieve VB cord-302553-d0hk4ipg 190 15 more more RBR cord-302553-d0hk4ipg 190 16 timely timely JJ cord-302553-d0hk4ipg 190 17 monitoring monitoring NN cord-302553-d0hk4ipg 190 18 . . . cord-302553-d0hk4ipg 191 1 Proposition proposition NN cord-302553-d0hk4ipg 191 2 3 3 CD cord-302553-d0hk4ipg 191 3 . . . cord-302553-d0hk4ipg 192 1 The the DT cord-302553-d0hk4ipg 192 2 MC MC NNP cord-302553-d0hk4ipg 192 3 - - HYPH cord-302553-d0hk4ipg 192 4 IDDP IDDP NNP cord-302553-d0hk4ipg 192 5 process process NN cord-302553-d0hk4ipg 192 6 can can MD cord-302553-d0hk4ipg 192 7 conduct conduct VB cord-302553-d0hk4ipg 192 8 infectious infectious JJ cord-302553-d0hk4ipg 192 9 disease disease NN cord-302553-d0hk4ipg 192 10 detection detection NN cord-302553-d0hk4ipg 192 11 more more RBR cord-302553-d0hk4ipg 192 12 efficiently efficiently RB cord-302553-d0hk4ipg 192 13 . . . cord-302553-d0hk4ipg 193 1 Demonstration demonstration NN cord-302553-d0hk4ipg 193 2 3 3 CD cord-302553-d0hk4ipg 193 3 . . . cord-302553-d0hk4ipg 194 1 In in IN cord-302553-d0hk4ipg 194 2 the the DT cord-302553-d0hk4ipg 194 3 MC MC NNP cord-302553-d0hk4ipg 194 4 - - HYPH cord-302553-d0hk4ipg 194 5 IDDP IDDP NNP cord-302553-d0hk4ipg 194 6 process process NN cord-302553-d0hk4ipg 194 7 , , , cord-302553-d0hk4ipg 194 8 Channel Channel NNP cord-302553-d0hk4ipg 194 9 1 1 CD cord-302553-d0hk4ipg 194 10 requires require VBZ cord-302553-d0hk4ipg 194 11 a a DT cord-302553-d0hk4ipg 194 12 large large JJ cord-302553-d0hk4ipg 194 13 number number NN cord-302553-d0hk4ipg 194 14 of of IN cord-302553-d0hk4ipg 194 15 doctors doctor NNS cord-302553-d0hk4ipg 194 16 and and CC cord-302553-d0hk4ipg 194 17 staff staff NN cord-302553-d0hk4ipg 194 18 with with IN cord-302553-d0hk4ipg 194 19 high high JJ cord-302553-d0hk4ipg 194 20 operating operating NN cord-302553-d0hk4ipg 194 21 costs cost NNS cord-302553-d0hk4ipg 194 22 , , , cord-302553-d0hk4ipg 194 23 but but CC cord-302553-d0hk4ipg 194 24 Channel Channel NNP cord-302553-d0hk4ipg 194 25 2 2 CD cord-302553-d0hk4ipg 194 26 and and CC cord-302553-d0hk4ipg 194 27 Channel Channel NNP cord-302553-d0hk4ipg 194 28 3 3 CD cord-302553-d0hk4ipg 194 29 rely rely VBP cord-302553-d0hk4ipg 194 30 only only RB cord-302553-d0hk4ipg 194 31 on on IN cord-302553-d0hk4ipg 194 32 big big JJ cord-302553-d0hk4ipg 194 33 data datum NNS cord-302553-d0hk4ipg 194 34 and and CC cord-302553-d0hk4ipg 194 35 analytical analytical JJ cord-302553-d0hk4ipg 194 36 tools tool NNS cord-302553-d0hk4ipg 194 37 to to TO cord-302553-d0hk4ipg 194 38 conduct conduct VB cord-302553-d0hk4ipg 194 39 the the DT cord-302553-d0hk4ipg 194 40 surveillance surveillance NN cord-302553-d0hk4ipg 194 41 . . . cord-302553-d0hk4ipg 195 1 Compared compare VBN cord-302553-d0hk4ipg 195 2 with with IN cord-302553-d0hk4ipg 195 3 Channel Channel NNP cord-302553-d0hk4ipg 195 4 1 1 CD cord-302553-d0hk4ipg 195 5 , , , cord-302553-d0hk4ipg 195 6 the the DT cord-302553-d0hk4ipg 195 7 operation operation NN cord-302553-d0hk4ipg 195 8 costs cost NNS cord-302553-d0hk4ipg 195 9 of of IN cord-302553-d0hk4ipg 195 10 Channel Channel NNP cord-302553-d0hk4ipg 195 11 2 2 CD cord-302553-d0hk4ipg 195 12 and and CC cord-302553-d0hk4ipg 195 13 Channel Channel NNP cord-302553-d0hk4ipg 195 14 3 3 CD cord-302553-d0hk4ipg 195 15 can can MD cord-302553-d0hk4ipg 195 16 be be VB cord-302553-d0hk4ipg 195 17 negligible negligible JJ cord-302553-d0hk4ipg 195 18 . . . cord-302553-d0hk4ipg 196 1 Therefore therefore RB cord-302553-d0hk4ipg 196 2 , , , cord-302553-d0hk4ipg 196 3 the the DT cord-302553-d0hk4ipg 196 4 total total JJ cord-302553-d0hk4ipg 196 5 cost cost NN cord-302553-d0hk4ipg 196 6 of of IN cord-302553-d0hk4ipg 196 7 the the DT cord-302553-d0hk4ipg 196 8 MC MC NNP cord-302553-d0hk4ipg 196 9 - - HYPH cord-302553-d0hk4ipg 196 10 IDDP IDDP NNP cord-302553-d0hk4ipg 196 11 process process NN cord-302553-d0hk4ipg 196 12 is be VBZ cord-302553-d0hk4ipg 196 13 almost almost RB cord-302553-d0hk4ipg 196 14 the the DT cord-302553-d0hk4ipg 196 15 same same JJ cord-302553-d0hk4ipg 196 16 as as IN cord-302553-d0hk4ipg 196 17 the the DT cord-302553-d0hk4ipg 196 18 total total JJ cord-302553-d0hk4ipg 196 19 cost cost NN cord-302553-d0hk4ipg 196 20 of of IN cord-302553-d0hk4ipg 196 21 the the DT cord-302553-d0hk4ipg 196 22 SC SC NNP cord-302553-d0hk4ipg 196 23 - - HYPH cord-302553-d0hk4ipg 196 24 IDDP IDDP NNP cord-302553-d0hk4ipg 196 25 process process NN cord-302553-d0hk4ipg 196 26 . . . cord-302553-d0hk4ipg 197 1 However however RB cord-302553-d0hk4ipg 197 2 , , , cord-302553-d0hk4ipg 197 3 the the DT cord-302553-d0hk4ipg 197 4 MC MC NNP cord-302553-d0hk4ipg 197 5 - - HYPH cord-302553-d0hk4ipg 197 6 IDDP IDDP NNP cord-302553-d0hk4ipg 197 7 process process NN cord-302553-d0hk4ipg 197 8 can can MD cord-302553-d0hk4ipg 197 9 achieve achieve VB cord-302553-d0hk4ipg 197 10 a a DT cord-302553-d0hk4ipg 197 11 wider wide JJR cord-302553-d0hk4ipg 197 12 range range NN cord-302553-d0hk4ipg 197 13 of of IN cord-302553-d0hk4ipg 197 14 detection detection NN cord-302553-d0hk4ipg 197 15 ( ( -LRB- cord-302553-d0hk4ipg 197 16 according accord VBG cord-302553-d0hk4ipg 197 17 to to IN cord-302553-d0hk4ipg 197 18 Proposition Proposition NNP cord-302553-d0hk4ipg 197 19 1 1 CD cord-302553-d0hk4ipg 197 20 ) ) -RRB- cord-302553-d0hk4ipg 197 21 , , , cord-302553-d0hk4ipg 197 22 and and CC cord-302553-d0hk4ipg 197 23 thus thus RB cord-302553-d0hk4ipg 197 24 , , , cord-302553-d0hk4ipg 197 25 the the DT cord-302553-d0hk4ipg 197 26 MC MC NNP cord-302553-d0hk4ipg 197 27 - - HYPH cord-302553-d0hk4ipg 197 28 IDDP IDDP NNP cord-302553-d0hk4ipg 197 29 process process NN cord-302553-d0hk4ipg 197 30 has have VBZ cord-302553-d0hk4ipg 197 31 higher high JJR cord-302553-d0hk4ipg 197 32 monitoring monitoring NN cord-302553-d0hk4ipg 197 33 efficiency efficiency NN cord-302553-d0hk4ipg 197 34 . . . cord-302553-d0hk4ipg 198 1 Proposition proposition NN cord-302553-d0hk4ipg 198 2 3 3 CD cord-302553-d0hk4ipg 198 3 is be VBZ cord-302553-d0hk4ipg 198 4 validated validate VBN cord-302553-d0hk4ipg 198 5 . . . cord-302553-d0hk4ipg 199 1 The the DT cord-302553-d0hk4ipg 199 2 Detection Detection NNP cord-302553-d0hk4ipg 199 3 Accuracy Accuracy NNP cord-302553-d0hk4ipg 199 4 is be VBZ cord-302553-d0hk4ipg 199 5 defined define VBN cord-302553-d0hk4ipg 199 6 as as IN cord-302553-d0hk4ipg 199 7 the the DT cord-302553-d0hk4ipg 199 8 percentage percentage NN cord-302553-d0hk4ipg 199 9 of of IN cord-302553-d0hk4ipg 199 10 the the DT cord-302553-d0hk4ipg 199 11 correct correct JJ cord-302553-d0hk4ipg 199 12 number number NN cord-302553-d0hk4ipg 199 13 of of IN cord-302553-d0hk4ipg 199 14 patients patient NNS cord-302553-d0hk4ipg 199 15 out out IN cord-302553-d0hk4ipg 199 16 of of IN cord-302553-d0hk4ipg 199 17 the the DT cord-302553-d0hk4ipg 199 18 total total JJ cord-302553-d0hk4ipg 199 19 number number NN cord-302553-d0hk4ipg 199 20 of of IN cord-302553-d0hk4ipg 199 21 possible possible JJ cord-302553-d0hk4ipg 199 22 patients patient NNS cord-302553-d0hk4ipg 199 23 who who WP cord-302553-d0hk4ipg 199 24 have have VBP cord-302553-d0hk4ipg 199 25 been be VBN cord-302553-d0hk4ipg 199 26 monitored monitor VBN cord-302553-d0hk4ipg 199 27 through through IN cord-302553-d0hk4ipg 199 28 the the DT cord-302553-d0hk4ipg 199 29 infectious infectious JJ cord-302553-d0hk4ipg 199 30 disease disease NN cord-302553-d0hk4ipg 199 31 detection detection NN cord-302553-d0hk4ipg 199 32 channels channel NNS cord-302553-d0hk4ipg 199 33 . . . cord-302553-d0hk4ipg 200 1 In in IN cord-302553-d0hk4ipg 200 2 this this DT cord-302553-d0hk4ipg 200 3 paper paper NN cord-302553-d0hk4ipg 200 4 , , , cord-302553-d0hk4ipg 200 5 the the DT cord-302553-d0hk4ipg 200 6 Detection Detection NNP cord-302553-d0hk4ipg 200 7 Accuracy Accuracy NNP cord-302553-d0hk4ipg 200 8 ( ( -LRB- cord-302553-d0hk4ipg 200 9 Acc Acc NNP cord-302553-d0hk4ipg 200 10 D D NNP cord-302553-d0hk4ipg 200 11 ) ) -RRB- cord-302553-d0hk4ipg 200 12 can can MD cord-302553-d0hk4ipg 200 13 be be VB cord-302553-d0hk4ipg 200 14 calculated calculate VBN cord-302553-d0hk4ipg 200 15 by by IN cord-302553-d0hk4ipg 200 16 the the DT cord-302553-d0hk4ipg 200 17 following following JJ cord-302553-d0hk4ipg 200 18 equation equation NN cord-302553-d0hk4ipg 200 19 , , , cord-302553-d0hk4ipg 200 20 where where WRB cord-302553-d0hk4ipg 200 21 TP TP NNP cord-302553-d0hk4ipg 200 22 is be VBZ cord-302553-d0hk4ipg 200 23 an an DT cord-302553-d0hk4ipg 200 24 abbreviation abbreviation NN cord-302553-d0hk4ipg 200 25 of of IN cord-302553-d0hk4ipg 200 26 True True NNP cord-302553-d0hk4ipg 200 27 Positive Positive NNP cord-302553-d0hk4ipg 200 28 , , , cord-302553-d0hk4ipg 200 29 which which WDT cord-302553-d0hk4ipg 200 30 indicates indicate VBZ cord-302553-d0hk4ipg 200 31 that that IN cord-302553-d0hk4ipg 200 32 an an DT cord-302553-d0hk4ipg 200 33 infectious infectious JJ cord-302553-d0hk4ipg 200 34 patient patient NN cord-302553-d0hk4ipg 200 35 is be VBZ cord-302553-d0hk4ipg 200 36 diagnosed diagnose VBN cord-302553-d0hk4ipg 200 37 as as IN cord-302553-d0hk4ipg 200 38 a a DT cord-302553-d0hk4ipg 200 39 patient patient NN cord-302553-d0hk4ipg 200 40 ; ; : cord-302553-d0hk4ipg 200 41 TN TN NNP cord-302553-d0hk4ipg 200 42 is be VBZ cord-302553-d0hk4ipg 200 43 an an DT cord-302553-d0hk4ipg 200 44 abbreviation abbreviation NN cord-302553-d0hk4ipg 200 45 of of IN cord-302553-d0hk4ipg 200 46 True True NNP cord-302553-d0hk4ipg 200 47 Negative Negative NNP cord-302553-d0hk4ipg 200 48 , , , cord-302553-d0hk4ipg 200 49 which which WDT cord-302553-d0hk4ipg 200 50 means mean VBZ cord-302553-d0hk4ipg 200 51 that that IN cord-302553-d0hk4ipg 200 52 a a DT cord-302553-d0hk4ipg 200 53 nonpatient nonpatient NN cord-302553-d0hk4ipg 200 54 is be VBZ cord-302553-d0hk4ipg 200 55 diagnosed diagnose VBN cord-302553-d0hk4ipg 200 56 as as IN cord-302553-d0hk4ipg 200 57 a a DT cord-302553-d0hk4ipg 200 58 nonpatient nonpatient NN cord-302553-d0hk4ipg 200 59 ; ; : cord-302553-d0hk4ipg 200 60 FP FP NNP cord-302553-d0hk4ipg 200 61 is be VBZ cord-302553-d0hk4ipg 200 62 an an DT cord-302553-d0hk4ipg 200 63 abbreviation abbreviation NN cord-302553-d0hk4ipg 200 64 of of IN cord-302553-d0hk4ipg 200 65 False False NNP cord-302553-d0hk4ipg 200 66 Positive Positive NNP cord-302553-d0hk4ipg 200 67 , , , cord-302553-d0hk4ipg 200 68 which which WDT cord-302553-d0hk4ipg 200 69 indicates indicate VBZ cord-302553-d0hk4ipg 200 70 that that IN cord-302553-d0hk4ipg 200 71 a a DT cord-302553-d0hk4ipg 200 72 nonpatient nonpatient NN cord-302553-d0hk4ipg 200 73 is be VBZ cord-302553-d0hk4ipg 200 74 misdiagnosed misdiagnose VBN cord-302553-d0hk4ipg 200 75 as as IN cord-302553-d0hk4ipg 200 76 a a DT cord-302553-d0hk4ipg 200 77 patient patient NN cord-302553-d0hk4ipg 200 78 ( ( -LRB- cord-302553-d0hk4ipg 200 79 Type type NN cord-302553-d0hk4ipg 200 80 I -PRON- PRP cord-302553-d0hk4ipg 200 81 error error NN cord-302553-d0hk4ipg 200 82 ) ) -RRB- cord-302553-d0hk4ipg 200 83 ; ; : cord-302553-d0hk4ipg 200 84 FN FN NNP cord-302553-d0hk4ipg 200 85 is be VBZ cord-302553-d0hk4ipg 200 86 an an DT cord-302553-d0hk4ipg 200 87 abbreviation abbreviation NN cord-302553-d0hk4ipg 200 88 for for IN cord-302553-d0hk4ipg 200 89 False False NNP cord-302553-d0hk4ipg 200 90 Negative Negative NNP cord-302553-d0hk4ipg 200 91 , , , cord-302553-d0hk4ipg 200 92 which which WDT cord-302553-d0hk4ipg 200 93 means mean VBZ cord-302553-d0hk4ipg 200 94 that that IN cord-302553-d0hk4ipg 200 95 a a DT cord-302553-d0hk4ipg 200 96 real real JJ cord-302553-d0hk4ipg 200 97 patient patient NN cord-302553-d0hk4ipg 200 98 is be VBZ cord-302553-d0hk4ipg 200 99 misdiagnosed misdiagnose VBN cord-302553-d0hk4ipg 200 100 as as IN cord-302553-d0hk4ipg 200 101 a a DT cord-302553-d0hk4ipg 200 102 nonpatient nonpatient NN cord-302553-d0hk4ipg 200 103 ( ( -LRB- cord-302553-d0hk4ipg 200 104 Type Type NNP cord-302553-d0hk4ipg 200 105 II II NNP cord-302553-d0hk4ipg 200 106 error error NN cord-302553-d0hk4ipg 200 107 ) ) -RRB- cord-302553-d0hk4ipg 200 108 . . . cord-302553-d0hk4ipg 201 1 The the DT cord-302553-d0hk4ipg 201 2 detection detection NN cord-302553-d0hk4ipg 201 3 accuracy accuracy NN cord-302553-d0hk4ipg 201 4 in in IN cord-302553-d0hk4ipg 201 5 any any DT cord-302553-d0hk4ipg 201 6 channel channel NN cord-302553-d0hk4ipg 201 7 of of IN cord-302553-d0hk4ipg 201 8 the the DT cord-302553-d0hk4ipg 201 9 MC MC NNP cord-302553-d0hk4ipg 201 10 - - HYPH cord-302553-d0hk4ipg 201 11 IDDP IDDP NNP cord-302553-d0hk4ipg 201 12 process process NN cord-302553-d0hk4ipg 201 13 helps help VBZ cord-302553-d0hk4ipg 201 14 to to TO cord-302553-d0hk4ipg 201 15 improve improve VB cord-302553-d0hk4ipg 201 16 the the DT cord-302553-d0hk4ipg 201 17 entire entire JJ cord-302553-d0hk4ipg 201 18 accuracy accuracy NN cord-302553-d0hk4ipg 201 19 of of IN cord-302553-d0hk4ipg 201 20 the the DT cord-302553-d0hk4ipg 201 21 disease disease NN cord-302553-d0hk4ipg 201 22 detection detection NN cord-302553-d0hk4ipg 201 23 . . . cord-302553-d0hk4ipg 202 1 The the DT cord-302553-d0hk4ipg 202 2 MC MC NNP cord-302553-d0hk4ipg 202 3 - - HYPH cord-302553-d0hk4ipg 202 4 IDDP IDDP NNP cord-302553-d0hk4ipg 202 5 process process NN cord-302553-d0hk4ipg 202 6 has have VBZ cord-302553-d0hk4ipg 202 7 three three CD cord-302553-d0hk4ipg 202 8 disease disease NN cord-302553-d0hk4ipg 202 9 detection detection NN cord-302553-d0hk4ipg 202 10 channels channel NNS cord-302553-d0hk4ipg 202 11 . . . cord-302553-d0hk4ipg 203 1 Each each DT cord-302553-d0hk4ipg 203 2 channel channel NN cord-302553-d0hk4ipg 203 3 has have VBZ cord-302553-d0hk4ipg 203 4 independent independent JJ cord-302553-d0hk4ipg 203 5 methods method NNS cord-302553-d0hk4ipg 203 6 and and CC cord-302553-d0hk4ipg 203 7 techniques technique NNS cord-302553-d0hk4ipg 203 8 . . . cord-302553-d0hk4ipg 204 1 The the DT cord-302553-d0hk4ipg 204 2 detection detection NN cord-302553-d0hk4ipg 204 3 accuracy accuracy NN cord-302553-d0hk4ipg 204 4 of of IN cord-302553-d0hk4ipg 204 5 Channel Channel NNP cord-302553-d0hk4ipg 204 6 1 1 CD cord-302553-d0hk4ipg 204 7 depends depend VBZ cord-302553-d0hk4ipg 204 8 on on IN cord-302553-d0hk4ipg 204 9 the the DT cord-302553-d0hk4ipg 204 10 hospital hospital NN cord-302553-d0hk4ipg 204 11 's 's POS cord-302553-d0hk4ipg 204 12 medical medical JJ cord-302553-d0hk4ipg 204 13 plan plan NN cord-302553-d0hk4ipg 204 14 and and CC cord-302553-d0hk4ipg 204 15 medical medical JJ cord-302553-d0hk4ipg 204 16 technology technology NN cord-302553-d0hk4ipg 204 17 . . . cord-302553-d0hk4ipg 205 1 The the DT cord-302553-d0hk4ipg 205 2 detection detection NN cord-302553-d0hk4ipg 205 3 accuracy accuracy NN cord-302553-d0hk4ipg 205 4 of of IN cord-302553-d0hk4ipg 205 5 Channel Channel NNP cord-302553-d0hk4ipg 205 6 2 2 CD cord-302553-d0hk4ipg 205 7 depends depend VBZ cord-302553-d0hk4ipg 205 8 on on IN cord-302553-d0hk4ipg 205 9 the the DT cord-302553-d0hk4ipg 205 10 statistical statistical JJ cord-302553-d0hk4ipg 205 11 analysis analysis NN cord-302553-d0hk4ipg 205 12 and and CC cord-302553-d0hk4ipg 205 13 technical technical JJ cord-302553-d0hk4ipg 205 14 means mean NNS cord-302553-d0hk4ipg 205 15 used use VBN cord-302553-d0hk4ipg 205 16 by by IN cord-302553-d0hk4ipg 205 17 the the DT cord-302553-d0hk4ipg 205 18 search search NN cord-302553-d0hk4ipg 205 19 engine engine NN cord-302553-d0hk4ipg 205 20 . . . cord-302553-d0hk4ipg 206 1 The the DT cord-302553-d0hk4ipg 206 2 detection detection NN cord-302553-d0hk4ipg 206 3 accuracy accuracy NN cord-302553-d0hk4ipg 206 4 of of IN cord-302553-d0hk4ipg 206 5 Channel Channel NNP cord-302553-d0hk4ipg 206 6 3 3 CD cord-302553-d0hk4ipg 206 7 depends depend VBZ cord-302553-d0hk4ipg 206 8 on on IN cord-302553-d0hk4ipg 206 9 the the DT cord-302553-d0hk4ipg 206 10 semantic semantic JJ cord-302553-d0hk4ipg 206 11 analysis analysis NN cord-302553-d0hk4ipg 206 12 and and CC cord-302553-d0hk4ipg 206 13 machine machine NN cord-302553-d0hk4ipg 206 14 learning learning NN cord-302553-d0hk4ipg 206 15 application application NN cord-302553-d0hk4ipg 206 16 to to IN cord-302553-d0hk4ipg 206 17 social social JJ cord-302553-d0hk4ipg 206 18 media medium NNS cord-302553-d0hk4ipg 206 19 data datum NNS cord-302553-d0hk4ipg 206 20 . . . cord-302553-d0hk4ipg 207 1 The the DT cord-302553-d0hk4ipg 207 2 detection detection NN cord-302553-d0hk4ipg 207 3 results result NNS cord-302553-d0hk4ipg 207 4 of of IN cord-302553-d0hk4ipg 207 5 the the DT cord-302553-d0hk4ipg 207 6 three three CD cord-302553-d0hk4ipg 207 7 channels channel NNS cord-302553-d0hk4ipg 207 8 do do VBP cord-302553-d0hk4ipg 207 9 not not RB cord-302553-d0hk4ipg 207 10 affect affect VB cord-302553-d0hk4ipg 207 11 one one CD cord-302553-d0hk4ipg 207 12 another another DT cord-302553-d0hk4ipg 207 13 , , , cord-302553-d0hk4ipg 207 14 and and CC cord-302553-d0hk4ipg 207 15 thus thus RB cord-302553-d0hk4ipg 207 16 , , , cord-302553-d0hk4ipg 207 17 the the DT cord-302553-d0hk4ipg 207 18 detection detection NN cord-302553-d0hk4ipg 207 19 accuracy accuracy NN cord-302553-d0hk4ipg 207 20 of of IN cord-302553-d0hk4ipg 207 21 each each DT cord-302553-d0hk4ipg 207 22 channel channel NN cord-302553-d0hk4ipg 207 23 is be VBZ cord-302553-d0hk4ipg 207 24 related relate VBN cord-302553-d0hk4ipg 207 25 to to IN cord-302553-d0hk4ipg 207 26 only only RB cord-302553-d0hk4ipg 207 27 the the DT cord-302553-d0hk4ipg 207 28 method method NN cord-302553-d0hk4ipg 207 29 and and CC cord-302553-d0hk4ipg 207 30 supporting support VBG cord-302553-d0hk4ipg 207 31 technology technology NN cord-302553-d0hk4ipg 207 32 of of IN cord-302553-d0hk4ipg 207 33 that that DT cord-302553-d0hk4ipg 207 34 channel channel NN cord-302553-d0hk4ipg 207 35 . . . cord-302553-d0hk4ipg 208 1 Increasing increase VBG cord-302553-d0hk4ipg 208 2 the the DT cord-302553-d0hk4ipg 208 3 detection detection NN cord-302553-d0hk4ipg 208 4 accuracy accuracy NN cord-302553-d0hk4ipg 208 5 in in IN cord-302553-d0hk4ipg 208 6 any any DT cord-302553-d0hk4ipg 208 7 channel channel NN cord-302553-d0hk4ipg 208 8 can can MD cord-302553-d0hk4ipg 208 9 improve improve VB cord-302553-d0hk4ipg 208 10 the the DT cord-302553-d0hk4ipg 208 11 entire entire JJ cord-302553-d0hk4ipg 208 12 accuracy accuracy NN cord-302553-d0hk4ipg 208 13 of of IN cord-302553-d0hk4ipg 208 14 the the DT cord-302553-d0hk4ipg 208 15 disease disease NN cord-302553-d0hk4ipg 208 16 detection detection NN cord-302553-d0hk4ipg 208 17 . . . cord-302553-d0hk4ipg 209 1 The the DT cord-302553-d0hk4ipg 209 2 proposition proposition NN cord-302553-d0hk4ipg 209 3 is be VBZ cord-302553-d0hk4ipg 209 4 validated validate VBN cord-302553-d0hk4ipg 209 5 . . . cord-302553-d0hk4ipg 210 1 This this DT cord-302553-d0hk4ipg 210 2 paper paper NN cord-302553-d0hk4ipg 210 3 focuses focus VBZ cord-302553-d0hk4ipg 210 4 on on IN cord-302553-d0hk4ipg 210 5 detection detection NN cord-302553-d0hk4ipg 210 6 Channel Channel NNP cord-302553-d0hk4ipg 210 7 3 3 CD cord-302553-d0hk4ipg 210 8 . . . cord-302553-d0hk4ipg 211 1 To to TO cord-302553-d0hk4ipg 211 2 improve improve VB cord-302553-d0hk4ipg 211 3 the the DT cord-302553-d0hk4ipg 211 4 detection detection NN cord-302553-d0hk4ipg 211 5 accuracy accuracy NN cord-302553-d0hk4ipg 211 6 of of IN cord-302553-d0hk4ipg 211 7 Channel Channel NNP cord-302553-d0hk4ipg 211 8 3 3 CD cord-302553-d0hk4ipg 211 9 using use VBG cord-302553-d0hk4ipg 211 10 social social JJ cord-302553-d0hk4ipg 211 11 media medium NNS cord-302553-d0hk4ipg 211 12 data datum NNS cord-302553-d0hk4ipg 211 13 , , , cord-302553-d0hk4ipg 211 14 this this DT cord-302553-d0hk4ipg 211 15 paper paper NN cord-302553-d0hk4ipg 211 16 proposes propose VBZ cord-302553-d0hk4ipg 211 17 an an DT cord-302553-d0hk4ipg 211 18 effective effective JJ cord-302553-d0hk4ipg 211 19 dual dual JJ cord-302553-d0hk4ipg 211 20 analytical analytical JJ cord-302553-d0hk4ipg 211 21 activity activity NN cord-302553-d0hk4ipg 211 22 model model NN cord-302553-d0hk4ipg 211 23 to to TO cord-302553-d0hk4ipg 211 24 determine determine VB cord-302553-d0hk4ipg 211 25 the the DT cord-302553-d0hk4ipg 211 26 status status NN cord-302553-d0hk4ipg 211 27 and and CC cord-302553-d0hk4ipg 211 28 period period NN cord-302553-d0hk4ipg 211 29 of of IN cord-302553-d0hk4ipg 211 30 the the DT cord-302553-d0hk4ipg 211 31 infected infected JJ cord-302553-d0hk4ipg 211 32 population population NN cord-302553-d0hk4ipg 211 33 . . . cord-302553-d0hk4ipg 212 1 The the DT cord-302553-d0hk4ipg 212 2 next next JJ cord-302553-d0hk4ipg 212 3 section section NN cord-302553-d0hk4ipg 212 4 discusses discuss VBZ cord-302553-d0hk4ipg 212 5 the the DT cord-302553-d0hk4ipg 212 6 infectious infectious JJ cord-302553-d0hk4ipg 212 7 disease disease NN cord-302553-d0hk4ipg 212 8 detection detection NN cord-302553-d0hk4ipg 212 9 Channel Channel NNP cord-302553-d0hk4ipg 212 10 3 3 CD cord-302553-d0hk4ipg 212 11 and and CC cord-302553-d0hk4ipg 212 12 the the DT cord-302553-d0hk4ipg 212 13 main main JJ cord-302553-d0hk4ipg 212 14 activities activity NNS cord-302553-d0hk4ipg 212 15 . . . cord-302553-d0hk4ipg 213 1 The the DT cord-302553-d0hk4ipg 213 2 Infectious Infectious NNP cord-302553-d0hk4ipg 213 3 Diseases Diseases NNPS cord-302553-d0hk4ipg 213 4 Detection Detection NNP cord-302553-d0hk4ipg 213 5 Channel Channel NNP cord-302553-d0hk4ipg 213 6 3 3 CD cord-302553-d0hk4ipg 213 7 is be VBZ cord-302553-d0hk4ipg 213 8 a a DT cord-302553-d0hk4ipg 213 9 crucial crucial JJ cord-302553-d0hk4ipg 213 10 channel channel NN cord-302553-d0hk4ipg 213 11 for for IN cord-302553-d0hk4ipg 213 12 the the DT cord-302553-d0hk4ipg 213 13 MC MC NNP cord-302553-d0hk4ipg 213 14 - - HYPH cord-302553-d0hk4ipg 213 15 IDDP IDDP NNP cord-302553-d0hk4ipg 213 16 process process NN cord-302553-d0hk4ipg 213 17 that that WDT cord-302553-d0hk4ipg 213 18 makes make VBZ cord-302553-d0hk4ipg 213 19 direct direct JJ cord-302553-d0hk4ipg 213 20 use use NN cord-302553-d0hk4ipg 213 21 of of IN cord-302553-d0hk4ipg 213 22 social social JJ cord-302553-d0hk4ipg 213 23 media medium NNS cord-302553-d0hk4ipg 213 24 data datum NNS cord-302553-d0hk4ipg 213 25 . . . cord-302553-d0hk4ipg 214 1 It -PRON- PRP cord-302553-d0hk4ipg 214 2 has have VBZ cord-302553-d0hk4ipg 214 3 two two CD cord-302553-d0hk4ipg 214 4 main main JJ cord-302553-d0hk4ipg 214 5 activities activity NNS cord-302553-d0hk4ipg 214 6 : : : cord-302553-d0hk4ipg 214 7 flu flu NN cord-302553-d0hk4ipg 214 8 - - HYPH cord-302553-d0hk4ipg 214 9 related relate VBN cord-302553-d0hk4ipg 214 10 semantic semantic JJ cord-302553-d0hk4ipg 214 11 examination examination NN cord-302553-d0hk4ipg 214 12 activity activity NN cord-302553-d0hk4ipg 214 13 and and CC cord-302553-d0hk4ipg 214 14 flu flu NN cord-302553-d0hk4ipg 214 15 - - HYPH cord-302553-d0hk4ipg 214 16 period period NN cord-302553-d0hk4ipg 214 17 sentiment sentiment NN cord-302553-d0hk4ipg 214 18 measure measure NN cord-302553-d0hk4ipg 214 19 activity activity NN cord-302553-d0hk4ipg 214 20 , , , cord-302553-d0hk4ipg 214 21 and and CC cord-302553-d0hk4ipg 214 22 thus thus RB cord-302553-d0hk4ipg 214 23 , , , cord-302553-d0hk4ipg 214 24 Channel Channel NNP cord-302553-d0hk4ipg 214 25 3 3 CD cord-302553-d0hk4ipg 214 26 is be VBZ cord-302553-d0hk4ipg 214 27 also also RB cord-302553-d0hk4ipg 214 28 named name VBN cord-302553-d0hk4ipg 214 29 the the DT cord-302553-d0hk4ipg 214 30 dual dual JJ cord-302553-d0hk4ipg 214 31 analytical analytical JJ cord-302553-d0hk4ipg 214 32 activity activity NN cord-302553-d0hk4ipg 214 33 model model NN cord-302553-d0hk4ipg 214 34 , , , cord-302553-d0hk4ipg 214 35 as as IN cord-302553-d0hk4ipg 214 36 shown show VBN cord-302553-d0hk4ipg 214 37 in in IN cord-302553-d0hk4ipg 214 38 Figure Figure NNP cord-302553-d0hk4ipg 214 39 5 5 CD cord-302553-d0hk4ipg 214 40 . . . cord-302553-d0hk4ipg 215 1 The the DT cord-302553-d0hk4ipg 215 2 contents content NNS cord-302553-d0hk4ipg 215 3 and and CC cord-302553-d0hk4ipg 215 4 features feature NNS cord-302553-d0hk4ipg 215 5 of of IN cord-302553-d0hk4ipg 215 6 the the DT cord-302553-d0hk4ipg 215 7 model model NN cord-302553-d0hk4ipg 215 8 are be VBP cord-302553-d0hk4ipg 215 9 described describe VBN cord-302553-d0hk4ipg 215 10 in in IN cord-302553-d0hk4ipg 215 11 detail detail NN cord-302553-d0hk4ipg 215 12 in in IN cord-302553-d0hk4ipg 215 13 the the DT cord-302553-d0hk4ipg 215 14 following following JJ cord-302553-d0hk4ipg 215 15 section section NN cord-302553-d0hk4ipg 215 16 . . . cord-302553-d0hk4ipg 215 17 _SP cord-302553-d0hk4ipg 216 1 The the DT cord-302553-d0hk4ipg 216 2 purpose purpose NN cord-302553-d0hk4ipg 216 3 of of IN cord-302553-d0hk4ipg 216 4 the the DT cord-302553-d0hk4ipg 216 5 Flu Flu NNP cord-302553-d0hk4ipg 216 6 - - HYPH cord-302553-d0hk4ipg 216 7 related relate VBN cord-302553-d0hk4ipg 216 8 semantic semantic JJ cord-302553-d0hk4ipg 216 9 examination examination NN cord-302553-d0hk4ipg 216 10 activity activity NN cord-302553-d0hk4ipg 216 11 is be VBZ cord-302553-d0hk4ipg 216 12 to to TO cord-302553-d0hk4ipg 216 13 enable enable VB cord-302553-d0hk4ipg 216 14 semantic semantic JJ cord-302553-d0hk4ipg 216 15 recognition recognition NN cord-302553-d0hk4ipg 216 16 and and CC cord-302553-d0hk4ipg 216 17 analysis analysis NN cord-302553-d0hk4ipg 216 18 of of IN cord-302553-d0hk4ipg 216 19 social social JJ cord-302553-d0hk4ipg 216 20 media medium NNS cord-302553-d0hk4ipg 216 21 data datum NNS cord-302553-d0hk4ipg 216 22 based base VBN cord-302553-d0hk4ipg 216 23 on on IN cord-302553-d0hk4ipg 216 24 infectious infectious JJ cord-302553-d0hk4ipg 216 25 diseases disease NNS cord-302553-d0hk4ipg 216 26 ( ( -LRB- cord-302553-d0hk4ipg 216 27 taking take VBG cord-302553-d0hk4ipg 216 28 the the DT cord-302553-d0hk4ipg 216 29 flu flu NN cord-302553-d0hk4ipg 216 30 as as IN cord-302553-d0hk4ipg 216 31 an an DT cord-302553-d0hk4ipg 216 32 example example NN cord-302553-d0hk4ipg 216 33 ) ) -RRB- cord-302553-d0hk4ipg 216 34 . . . cord-302553-d0hk4ipg 217 1 The the DT cord-302553-d0hk4ipg 217 2 main main JJ cord-302553-d0hk4ipg 217 3 content content NN cord-302553-d0hk4ipg 217 4 of of IN cord-302553-d0hk4ipg 217 5 the the DT cord-302553-d0hk4ipg 217 6 activity activity NN cord-302553-d0hk4ipg 217 7 includes include VBZ cord-302553-d0hk4ipg 217 8 at at RB cord-302553-d0hk4ipg 217 9 least least RBS cord-302553-d0hk4ipg 217 10 12 12 CD cord-302553-d0hk4ipg 217 11 steps step NNS cord-302553-d0hk4ipg 217 12 , , , cord-302553-d0hk4ipg 217 13 such such JJ cord-302553-d0hk4ipg 217 14 as as IN cord-302553-d0hk4ipg 217 15 determining determine VBG cord-302553-d0hk4ipg 217 16 keywords keyword NNS cord-302553-d0hk4ipg 217 17 for for IN cord-302553-d0hk4ipg 217 18 searching search VBG cord-302553-d0hk4ipg 217 19 infectious infectious JJ cord-302553-d0hk4ipg 217 20 disease disease NN cord-302553-d0hk4ipg 217 21 data datum NNS cord-302553-d0hk4ipg 217 22 and and CC cord-302553-d0hk4ipg 217 23 obtaining obtain VBG cord-302553-d0hk4ipg 217 24 relevant relevant JJ cord-302553-d0hk4ipg 217 25 social social JJ cord-302553-d0hk4ipg 217 26 media medium NNS cord-302553-d0hk4ipg 217 27 data datum NNS cord-302553-d0hk4ipg 217 28 , , , cord-302553-d0hk4ipg 217 29 as as IN cord-302553-d0hk4ipg 217 30 shown show VBN cord-302553-d0hk4ipg 217 31 in in IN cord-302553-d0hk4ipg 217 32 Figure Figure NNP cord-302553-d0hk4ipg 217 33 5 5 CD cord-302553-d0hk4ipg 217 34 . . . cord-302553-d0hk4ipg 218 1 Next next RB cord-302553-d0hk4ipg 218 2 , , , cord-302553-d0hk4ipg 218 3 we -PRON- PRP cord-302553-d0hk4ipg 218 4 provide provide VBP cord-302553-d0hk4ipg 218 5 some some DT cord-302553-d0hk4ipg 218 6 crucial crucial JJ cord-302553-d0hk4ipg 218 7 steps step NNS cord-302553-d0hk4ipg 218 8 . . . cord-302553-d0hk4ipg 219 1 Six six CD cord-302553-d0hk4ipg 219 2 keywords keyword NNS cord-302553-d0hk4ipg 219 3 were be VBD cord-302553-d0hk4ipg 219 4 crawled crawl VBN cord-302553-d0hk4ipg 219 5 from from IN cord-302553-d0hk4ipg 219 6 Sina Sina NNP cord-302553-d0hk4ipg 219 7 Weibo Weibo NNP cord-302553-d0hk4ipg 219 8 ; ; : cord-302553-d0hk4ipg 219 9 these these DT cord-302553-d0hk4ipg 219 10 six six CD cord-302553-d0hk4ipg 219 11 keywords keyword NNS cord-302553-d0hk4ipg 219 12 include include VBP cord-302553-d0hk4ipg 219 13 " " `` cord-302553-d0hk4ipg 219 14 flu flu NN cord-302553-d0hk4ipg 219 15 ( ( -LRB- cord-302553-d0hk4ipg 219 16 Gan Gan NNP cord-302553-d0hk4ipg 219 17 Mao Mao NNP cord-302553-d0hk4ipg 219 18 ) ) -RRB- cord-302553-d0hk4ipg 219 19 " " `` cord-302553-d0hk4ipg 219 20 , , , cord-302553-d0hk4ipg 219 21 " " '' cord-302553-d0hk4ipg 219 22 influenza influenza NN cord-302553-d0hk4ipg 219 23 ( ( -LRB- cord-302553-d0hk4ipg 219 24 Liu Liu NNP cord-302553-d0hk4ipg 219 25 Gan Gan NNP cord-302553-d0hk4ipg 219 26 ) ) -RRB- cord-302553-d0hk4ipg 219 27 " " `` cord-302553-d0hk4ipg 219 28 , , , cord-302553-d0hk4ipg 219 29 " " '' cord-302553-d0hk4ipg 219 30 cough cough NN cord-302553-d0hk4ipg 219 31 ( ( -LRB- cord-302553-d0hk4ipg 219 32 Ke Ke NNP cord-302553-d0hk4ipg 219 33 Sou Sou NNP cord-302553-d0hk4ipg 219 34 ) ) -RRB- cord-302553-d0hk4ipg 219 35 " " `` cord-302553-d0hk4ipg 219 36 , , , cord-302553-d0hk4ipg 219 37 " " `` cord-302553-d0hk4ipg 219 38 fever fever NN cord-302553-d0hk4ipg 219 39 ( ( -LRB- cord-302553-d0hk4ipg 219 40 Fa Fa NNP cord-302553-d0hk4ipg 219 41 Shao Shao NNP cord-302553-d0hk4ipg 219 42 ) ) -RRB- cord-302553-d0hk4ipg 219 43 " " `` cord-302553-d0hk4ipg 219 44 , , , cord-302553-d0hk4ipg 219 45 " " `` cord-302553-d0hk4ipg 219 46 sneeze sneeze VB cord-302553-d0hk4ipg 219 47 ( ( -LRB- cord-302553-d0hk4ipg 219 48 Pen pen NN cord-302553-d0hk4ipg 219 49 Ti Ti NNP cord-302553-d0hk4ipg 219 50 ) ) -RRB- cord-302553-d0hk4ipg 219 51 " " '' cord-302553-d0hk4ipg 219 52 and and CC cord-302553-d0hk4ipg 219 53 " " `` cord-302553-d0hk4ipg 219 54 nasal nasal JJ cord-302553-d0hk4ipg 219 55 congestion congestion NN cord-302553-d0hk4ipg 219 56 ( ( -LRB- cord-302553-d0hk4ipg 219 57 Bi Bi NNP cord-302553-d0hk4ipg 219 58 Sai Sai NNP cord-302553-d0hk4ipg 219 59 ) ) -RRB- cord-302553-d0hk4ipg 219 60 " " '' cord-302553-d0hk4ipg 219 61 . . . cord-302553-d0hk4ipg 220 1 We -PRON- PRP cord-302553-d0hk4ipg 220 2 used use VBD cord-302553-d0hk4ipg 220 3 Python Python NNP cord-302553-d0hk4ipg 220 4 for for IN cord-302553-d0hk4ipg 220 5 this this DT cord-302553-d0hk4ipg 220 6 task task NN cord-302553-d0hk4ipg 220 7 , , , cord-302553-d0hk4ipg 220 8 and and CC cord-302553-d0hk4ipg 220 9 these these DT cord-302553-d0hk4ipg 220 10 flu flu NN cord-302553-d0hk4ipg 220 11 - - HYPH cord-302553-d0hk4ipg 220 12 related relate VBN cord-302553-d0hk4ipg 220 13 weibos weibos NNP cord-302553-d0hk4ipg 220 14 constitute constitute VBP cord-302553-d0hk4ipg 220 15 an an DT cord-302553-d0hk4ipg 220 16 elementary elementary JJ cord-302553-d0hk4ipg 220 17 corpus corpus NN cord-302553-d0hk4ipg 220 18 . . . cord-302553-d0hk4ipg 221 1 Considering consider VBG cord-302553-d0hk4ipg 221 2 the the DT cord-302553-d0hk4ipg 221 3 existence existence NN cord-302553-d0hk4ipg 221 4 of of IN cord-302553-d0hk4ipg 221 5 advertisements advertisement NNS cord-302553-d0hk4ipg 221 6 and and CC cord-302553-d0hk4ipg 221 7 forwarding forwarding NN cord-302553-d0hk4ipg 221 8 , , , cord-302553-d0hk4ipg 221 9 this this DT cord-302553-d0hk4ipg 221 10 study study NN cord-302553-d0hk4ipg 221 11 used use VBD cord-302553-d0hk4ipg 221 12 Support Support NNP cord-302553-d0hk4ipg 221 13 Vector Vector NNP cord-302553-d0hk4ipg 221 14 Machine Machine NNP cord-302553-d0hk4ipg 221 15 ( ( -LRB- cord-302553-d0hk4ipg 221 16 SVM SVM NNP cord-302553-d0hk4ipg 221 17 ) ) -RRB- cord-302553-d0hk4ipg 221 18 to to TO cord-302553-d0hk4ipg 221 19 screen screen VB cord-302553-d0hk4ipg 221 20 the the DT cord-302553-d0hk4ipg 221 21 invalid invalid JJ cord-302553-d0hk4ipg 221 22 data datum NNS cord-302553-d0hk4ipg 221 23 and and CC cord-302553-d0hk4ipg 221 24 retain retain VB cord-302553-d0hk4ipg 221 25 the the DT cord-302553-d0hk4ipg 221 26 flu flu NN cord-302553-d0hk4ipg 221 27 - - HYPH cord-302553-d0hk4ipg 221 28 related relate VBN cord-302553-d0hk4ipg 221 29 weibos weibos NNP cord-302553-d0hk4ipg 221 30 . . . cord-302553-d0hk4ipg 222 1 The the DT cord-302553-d0hk4ipg 222 2 final final JJ cord-302553-d0hk4ipg 222 3 flu flu NN cord-302553-d0hk4ipg 222 4 - - HYPH cord-302553-d0hk4ipg 222 5 related relate VBN cord-302553-d0hk4ipg 222 6 weibo weibo NNP cord-302553-d0hk4ipg 222 7 corpus corpus NNP cord-302553-d0hk4ipg 222 8 is be VBZ cord-302553-d0hk4ipg 222 9 generated generate VBN cord-302553-d0hk4ipg 222 10 after after IN cord-302553-d0hk4ipg 222 11 word word NN cord-302553-d0hk4ipg 222 12 segmentation segmentation NN cord-302553-d0hk4ipg 222 13 and and CC cord-302553-d0hk4ipg 222 14 the the DT cord-302553-d0hk4ipg 222 15 removal removal NN cord-302553-d0hk4ipg 222 16 of of IN cord-302553-d0hk4ipg 222 17 stop stop NN cord-302553-d0hk4ipg 222 18 words word NNS cord-302553-d0hk4ipg 222 19 . . . cord-302553-d0hk4ipg 223 1 The the DT cord-302553-d0hk4ipg 223 2 entire entire JJ cord-302553-d0hk4ipg 223 3 process process NN cord-302553-d0hk4ipg 223 4 _SP cord-302553-d0hk4ipg 224 1 The the DT cord-302553-d0hk4ipg 224 2 purpose purpose NN cord-302553-d0hk4ipg 224 3 of of IN cord-302553-d0hk4ipg 224 4 the the DT cord-302553-d0hk4ipg 224 5 Flu Flu NNP cord-302553-d0hk4ipg 224 6 - - HYPH cord-302553-d0hk4ipg 224 7 related relate VBN cord-302553-d0hk4ipg 224 8 semantic semantic JJ cord-302553-d0hk4ipg 224 9 examination examination NN cord-302553-d0hk4ipg 224 10 activity activity NN cord-302553-d0hk4ipg 224 11 is be VBZ cord-302553-d0hk4ipg 224 12 to to TO cord-302553-d0hk4ipg 224 13 enable enable VB cord-302553-d0hk4ipg 224 14 semantic semantic JJ cord-302553-d0hk4ipg 224 15 recognition recognition NN cord-302553-d0hk4ipg 224 16 and and CC cord-302553-d0hk4ipg 224 17 analysis analysis NN cord-302553-d0hk4ipg 224 18 of of IN cord-302553-d0hk4ipg 224 19 social social JJ cord-302553-d0hk4ipg 224 20 media medium NNS cord-302553-d0hk4ipg 224 21 data datum NNS cord-302553-d0hk4ipg 224 22 based base VBN cord-302553-d0hk4ipg 224 23 on on IN cord-302553-d0hk4ipg 224 24 infectious infectious JJ cord-302553-d0hk4ipg 224 25 diseases disease NNS cord-302553-d0hk4ipg 224 26 ( ( -LRB- cord-302553-d0hk4ipg 224 27 taking take VBG cord-302553-d0hk4ipg 224 28 the the DT cord-302553-d0hk4ipg 224 29 flu flu NN cord-302553-d0hk4ipg 224 30 as as IN cord-302553-d0hk4ipg 224 31 an an DT cord-302553-d0hk4ipg 224 32 example example NN cord-302553-d0hk4ipg 224 33 ) ) -RRB- cord-302553-d0hk4ipg 224 34 . . . cord-302553-d0hk4ipg 225 1 The the DT cord-302553-d0hk4ipg 225 2 main main JJ cord-302553-d0hk4ipg 225 3 content content NN cord-302553-d0hk4ipg 225 4 of of IN cord-302553-d0hk4ipg 225 5 the the DT cord-302553-d0hk4ipg 225 6 activity activity NN cord-302553-d0hk4ipg 225 7 includes include VBZ cord-302553-d0hk4ipg 225 8 at at RB cord-302553-d0hk4ipg 225 9 least least RBS cord-302553-d0hk4ipg 225 10 12 12 CD cord-302553-d0hk4ipg 225 11 steps step NNS cord-302553-d0hk4ipg 225 12 , , , cord-302553-d0hk4ipg 225 13 such such JJ cord-302553-d0hk4ipg 225 14 as as IN cord-302553-d0hk4ipg 225 15 determining determine VBG cord-302553-d0hk4ipg 225 16 keywords keyword NNS cord-302553-d0hk4ipg 225 17 for for IN cord-302553-d0hk4ipg 225 18 searching search VBG cord-302553-d0hk4ipg 225 19 infectious infectious JJ cord-302553-d0hk4ipg 225 20 disease disease NN cord-302553-d0hk4ipg 225 21 data datum NNS cord-302553-d0hk4ipg 225 22 and and CC cord-302553-d0hk4ipg 225 23 obtaining obtain VBG cord-302553-d0hk4ipg 225 24 relevant relevant JJ cord-302553-d0hk4ipg 225 25 social social JJ cord-302553-d0hk4ipg 225 26 media medium NNS cord-302553-d0hk4ipg 225 27 data datum NNS cord-302553-d0hk4ipg 225 28 , , , cord-302553-d0hk4ipg 225 29 as as IN cord-302553-d0hk4ipg 225 30 shown show VBN cord-302553-d0hk4ipg 225 31 in in IN cord-302553-d0hk4ipg 225 32 Figure Figure NNP cord-302553-d0hk4ipg 225 33 5 5 CD cord-302553-d0hk4ipg 225 34 . . . cord-302553-d0hk4ipg 226 1 Next next RB cord-302553-d0hk4ipg 226 2 , , , cord-302553-d0hk4ipg 226 3 we -PRON- PRP cord-302553-d0hk4ipg 226 4 provide provide VBP cord-302553-d0hk4ipg 226 5 some some DT cord-302553-d0hk4ipg 226 6 crucial crucial JJ cord-302553-d0hk4ipg 226 7 steps step NNS cord-302553-d0hk4ipg 226 8 . . . cord-302553-d0hk4ipg 227 1 1 1 LS cord-302553-d0hk4ipg 227 2 . . . cord-302553-d0hk4ipg 228 1 Obtaining obtain VBG cord-302553-d0hk4ipg 229 1 Flu Flu NNP cord-302553-d0hk4ipg 229 2 Data Data NNP cord-302553-d0hk4ipg 229 3 Based Based NNP cord-302553-d0hk4ipg 229 4 on on IN cord-302553-d0hk4ipg 229 5 Social Social NNP cord-302553-d0hk4ipg 229 6 Media Media NNP cord-302553-d0hk4ipg 229 7 Six six CD cord-302553-d0hk4ipg 229 8 keywords keyword NNS cord-302553-d0hk4ipg 229 9 were be VBD cord-302553-d0hk4ipg 229 10 crawled crawl VBN cord-302553-d0hk4ipg 229 11 from from IN cord-302553-d0hk4ipg 229 12 Sina Sina NNP cord-302553-d0hk4ipg 229 13 Weibo Weibo NNP cord-302553-d0hk4ipg 229 14 ; ; : cord-302553-d0hk4ipg 229 15 these these DT cord-302553-d0hk4ipg 229 16 six six CD cord-302553-d0hk4ipg 229 17 keywords keyword NNS cord-302553-d0hk4ipg 229 18 include include VBP cord-302553-d0hk4ipg 229 19 " " `` cord-302553-d0hk4ipg 229 20 flu flu NN cord-302553-d0hk4ipg 229 21 ( ( -LRB- cord-302553-d0hk4ipg 229 22 Gan Gan NNP cord-302553-d0hk4ipg 229 23 Mao Mao NNP cord-302553-d0hk4ipg 229 24 ) ) -RRB- cord-302553-d0hk4ipg 229 25 " " `` cord-302553-d0hk4ipg 229 26 , , , cord-302553-d0hk4ipg 229 27 " " '' cord-302553-d0hk4ipg 229 28 influenza influenza NN cord-302553-d0hk4ipg 229 29 ( ( -LRB- cord-302553-d0hk4ipg 229 30 Liu Liu NNP cord-302553-d0hk4ipg 229 31 Gan Gan NNP cord-302553-d0hk4ipg 229 32 ) ) -RRB- cord-302553-d0hk4ipg 229 33 " " `` cord-302553-d0hk4ipg 229 34 , , , cord-302553-d0hk4ipg 229 35 " " '' cord-302553-d0hk4ipg 229 36 cough cough NN cord-302553-d0hk4ipg 229 37 ( ( -LRB- cord-302553-d0hk4ipg 229 38 Ke Ke NNP cord-302553-d0hk4ipg 229 39 Sou Sou NNP cord-302553-d0hk4ipg 229 40 ) ) -RRB- cord-302553-d0hk4ipg 229 41 " " `` cord-302553-d0hk4ipg 229 42 , , , cord-302553-d0hk4ipg 229 43 " " `` cord-302553-d0hk4ipg 229 44 fever fever NN cord-302553-d0hk4ipg 229 45 ( ( -LRB- cord-302553-d0hk4ipg 229 46 Fa Fa NNP cord-302553-d0hk4ipg 229 47 Shao Shao NNP cord-302553-d0hk4ipg 229 48 ) ) -RRB- cord-302553-d0hk4ipg 229 49 " " `` cord-302553-d0hk4ipg 229 50 , , , cord-302553-d0hk4ipg 229 51 " " `` cord-302553-d0hk4ipg 229 52 sneeze sneeze VB cord-302553-d0hk4ipg 229 53 ( ( -LRB- cord-302553-d0hk4ipg 229 54 Pen pen NN cord-302553-d0hk4ipg 229 55 Ti Ti NNP cord-302553-d0hk4ipg 229 56 ) ) -RRB- cord-302553-d0hk4ipg 229 57 " " '' cord-302553-d0hk4ipg 229 58 and and CC cord-302553-d0hk4ipg 229 59 " " `` cord-302553-d0hk4ipg 229 60 nasal nasal JJ cord-302553-d0hk4ipg 229 61 congestion congestion NN cord-302553-d0hk4ipg 229 62 ( ( -LRB- cord-302553-d0hk4ipg 229 63 Bi Bi NNP cord-302553-d0hk4ipg 229 64 Sai Sai NNP cord-302553-d0hk4ipg 229 65 ) ) -RRB- cord-302553-d0hk4ipg 229 66 " " '' cord-302553-d0hk4ipg 229 67 . . . cord-302553-d0hk4ipg 230 1 We -PRON- PRP cord-302553-d0hk4ipg 230 2 used use VBD cord-302553-d0hk4ipg 230 3 Python Python NNP cord-302553-d0hk4ipg 230 4 for for IN cord-302553-d0hk4ipg 230 5 this this DT cord-302553-d0hk4ipg 230 6 task task NN cord-302553-d0hk4ipg 230 7 , , , cord-302553-d0hk4ipg 230 8 and and CC cord-302553-d0hk4ipg 230 9 these these DT cord-302553-d0hk4ipg 230 10 flu flu NN cord-302553-d0hk4ipg 230 11 - - HYPH cord-302553-d0hk4ipg 230 12 related relate VBN cord-302553-d0hk4ipg 230 13 weibos weibos NNP cord-302553-d0hk4ipg 230 14 constitute constitute VBP cord-302553-d0hk4ipg 230 15 an an DT cord-302553-d0hk4ipg 230 16 elementary elementary JJ cord-302553-d0hk4ipg 230 17 corpus corpus NN cord-302553-d0hk4ipg 230 18 . . . cord-302553-d0hk4ipg 231 1 2 2 LS cord-302553-d0hk4ipg 231 2 . . . cord-302553-d0hk4ipg 232 1 Cleaning clean VBG cord-302553-d0hk4ipg 232 2 the the DT cord-302553-d0hk4ipg 232 3 Flu Flu NNP cord-302553-d0hk4ipg 232 4 Data Data NNP cord-302553-d0hk4ipg 233 1 Considering consider VBG cord-302553-d0hk4ipg 233 2 the the DT cord-302553-d0hk4ipg 233 3 existence existence NN cord-302553-d0hk4ipg 233 4 of of IN cord-302553-d0hk4ipg 233 5 advertisements advertisement NNS cord-302553-d0hk4ipg 233 6 and and CC cord-302553-d0hk4ipg 233 7 forwarding forwarding NN cord-302553-d0hk4ipg 233 8 , , , cord-302553-d0hk4ipg 233 9 this this DT cord-302553-d0hk4ipg 233 10 study study NN cord-302553-d0hk4ipg 233 11 used use VBD cord-302553-d0hk4ipg 233 12 Support Support NNP cord-302553-d0hk4ipg 233 13 Vector Vector NNP cord-302553-d0hk4ipg 233 14 Machine Machine NNP cord-302553-d0hk4ipg 233 15 ( ( -LRB- cord-302553-d0hk4ipg 233 16 SVM SVM NNP cord-302553-d0hk4ipg 233 17 ) ) -RRB- cord-302553-d0hk4ipg 233 18 to to TO cord-302553-d0hk4ipg 233 19 screen screen VB cord-302553-d0hk4ipg 233 20 the the DT cord-302553-d0hk4ipg 233 21 invalid invalid JJ cord-302553-d0hk4ipg 233 22 data datum NNS cord-302553-d0hk4ipg 233 23 and and CC cord-302553-d0hk4ipg 233 24 retain retain VB cord-302553-d0hk4ipg 233 25 the the DT cord-302553-d0hk4ipg 233 26 flu flu NN cord-302553-d0hk4ipg 233 27 - - HYPH cord-302553-d0hk4ipg 233 28 related relate VBN cord-302553-d0hk4ipg 233 29 weibos weibos NNP cord-302553-d0hk4ipg 233 30 . . . cord-302553-d0hk4ipg 234 1 The the DT cord-302553-d0hk4ipg 234 2 final final JJ cord-302553-d0hk4ipg 234 3 flu flu NN cord-302553-d0hk4ipg 234 4 - - HYPH cord-302553-d0hk4ipg 234 5 related relate VBN cord-302553-d0hk4ipg 234 6 weibo weibo NNP cord-302553-d0hk4ipg 234 7 corpus corpus NNP cord-302553-d0hk4ipg 234 8 is be VBZ cord-302553-d0hk4ipg 234 9 generated generate VBN cord-302553-d0hk4ipg 234 10 after after IN cord-302553-d0hk4ipg 234 11 word word NN cord-302553-d0hk4ipg 234 12 segmentation segmentation NN cord-302553-d0hk4ipg 234 13 and and CC cord-302553-d0hk4ipg 234 14 the the DT cord-302553-d0hk4ipg 234 15 removal removal NN cord-302553-d0hk4ipg 234 16 of of IN cord-302553-d0hk4ipg 234 17 stop stop NN cord-302553-d0hk4ipg 234 18 words word NNS cord-302553-d0hk4ipg 234 19 . . . cord-302553-d0hk4ipg 235 1 The the DT cord-302553-d0hk4ipg 235 2 entire entire JJ cord-302553-d0hk4ipg 235 3 process process NN cord-302553-d0hk4ipg 235 4 is be VBZ cord-302553-d0hk4ipg 235 5 shown show VBN cord-302553-d0hk4ipg 235 6 in in IN cord-302553-d0hk4ipg 235 7 Figure Figure NNP cord-302553-d0hk4ipg 235 8 6 6 CD cord-302553-d0hk4ipg 235 9 . . . cord-302553-d0hk4ipg 235 10 _SP cord-302553-d0hk4ipg 236 1 This this DT cord-302553-d0hk4ipg 236 2 activity activity NN cord-302553-d0hk4ipg 236 3 is be VBZ cord-302553-d0hk4ipg 236 4 mainly mainly RB cord-302553-d0hk4ipg 236 5 to to TO cord-302553-d0hk4ipg 236 6 accurately accurately RB cord-302553-d0hk4ipg 236 7 identify identify VB cord-302553-d0hk4ipg 236 8 the the DT cord-302553-d0hk4ipg 236 9 patient patient NN cord-302553-d0hk4ipg 236 10 's 's POS cord-302553-d0hk4ipg 236 11 disease disease NN cord-302553-d0hk4ipg 236 12 period period NN cord-302553-d0hk4ipg 236 13 to to TO cord-302553-d0hk4ipg 236 14 improve improve VB cord-302553-d0hk4ipg 236 15 the the DT cord-302553-d0hk4ipg 236 16 detection detection NN cord-302553-d0hk4ipg 236 17 accuracy accuracy NN cord-302553-d0hk4ipg 236 18 of of IN cord-302553-d0hk4ipg 236 19 infectious infectious JJ cord-302553-d0hk4ipg 236 20 diseases disease NNS cord-302553-d0hk4ipg 236 21 . . . cord-302553-d0hk4ipg 237 1 The the DT cord-302553-d0hk4ipg 237 2 whole whole JJ cord-302553-d0hk4ipg 237 3 process process NN cord-302553-d0hk4ipg 237 4 includes include VBZ cord-302553-d0hk4ipg 237 5 six six CD cord-302553-d0hk4ipg 237 6 steps step NNS cord-302553-d0hk4ipg 237 7 . . . cord-302553-d0hk4ipg 238 1 Activity activity NN cord-302553-d0hk4ipg 238 2 2 2 CD cord-302553-d0hk4ipg 238 3 in in IN cord-302553-d0hk4ipg 238 4 Figure figure NN cord-302553-d0hk4ipg 238 5 5 5 CD cord-302553-d0hk4ipg 238 6 shows show VBZ cord-302553-d0hk4ipg 238 7 that that IN cord-302553-d0hk4ipg 238 8 the the DT cord-302553-d0hk4ipg 238 9 word word NN cord-302553-d0hk4ipg 238 10 level level NN cord-302553-d0hk4ipg 238 11 detection detection NN cord-302553-d0hk4ipg 238 12 consists consist VBZ cord-302553-d0hk4ipg 238 13 of of IN cord-302553-d0hk4ipg 238 14 3 3 CD cord-302553-d0hk4ipg 238 15 steps step NNS cord-302553-d0hk4ipg 238 16 and and CC cord-302553-d0hk4ipg 238 17 the the DT cord-302553-d0hk4ipg 238 18 text text NN cord-302553-d0hk4ipg 238 19 level level NN cord-302553-d0hk4ipg 238 20 includes include VBZ cord-302553-d0hk4ipg 238 21 3 3 CD cord-302553-d0hk4ipg 238 22 steps step NNS cord-302553-d0hk4ipg 238 23 , , , cord-302553-d0hk4ipg 238 24 which which WDT cord-302553-d0hk4ipg 238 25 is be VBZ cord-302553-d0hk4ipg 238 26 introduced introduce VBN cord-302553-d0hk4ipg 238 27 as as IN cord-302553-d0hk4ipg 238 28 follows follow VBZ cord-302553-d0hk4ipg 238 29 . . . cord-302553-d0hk4ipg 239 1 Word2vector Word2vector NNP cord-302553-d0hk4ipg 239 2 is be VBZ cord-302553-d0hk4ipg 239 3 an an DT cord-302553-d0hk4ipg 239 4 efficient efficient JJ cord-302553-d0hk4ipg 239 5 training training NN cord-302553-d0hk4ipg 239 6 method method NN cord-302553-d0hk4ipg 239 7 to to TO cord-302553-d0hk4ipg 239 8 transform transform VB cord-302553-d0hk4ipg 239 9 a a DT cord-302553-d0hk4ipg 239 10 symbol symbol NN cord-302553-d0hk4ipg 239 11 into into IN cord-302553-d0hk4ipg 239 12 a a DT cord-302553-d0hk4ipg 239 13 structure structure NN cord-302553-d0hk4ipg 239 14 and and CC cord-302553-d0hk4ipg 239 15 digital digital JJ cord-302553-d0hk4ipg 239 16 representation representation NN cord-302553-d0hk4ipg 239 17 . . . cord-302553-d0hk4ipg 240 1 Word word NN cord-302553-d0hk4ipg 240 2 embedding embedding NN cord-302553-d0hk4ipg 240 3 is be VBZ cord-302553-d0hk4ipg 240 4 represented represent VBN cord-302553-d0hk4ipg 240 5 differently differently RB cord-302553-d0hk4ipg 240 6 in in IN cord-302553-d0hk4ipg 240 7 different different JJ cord-302553-d0hk4ipg 240 8 vocabularies vocabulary NNS cord-302553-d0hk4ipg 240 9 or or CC cord-302553-d0hk4ipg 240 10 by by IN cord-302553-d0hk4ipg 240 11 different different JJ cord-302553-d0hk4ipg 240 12 training training NN cord-302553-d0hk4ipg 240 13 methods method NNS cord-302553-d0hk4ipg 240 14 . . . cord-302553-d0hk4ipg 241 1 The the DT cord-302553-d0hk4ipg 241 2 principles principle NNS cord-302553-d0hk4ipg 241 3 of of IN cord-302553-d0hk4ipg 241 4 Word2vector Word2vector NNP cord-302553-d0hk4ipg 241 5 are be VBP cord-302553-d0hk4ipg 241 6 mainly mainly RB cord-302553-d0hk4ipg 241 7 separated separate VBN cord-302553-d0hk4ipg 241 8 into into IN cord-302553-d0hk4ipg 241 9 three three CD cord-302553-d0hk4ipg 241 10 parts part NNS cord-302553-d0hk4ipg 241 11 to to TO cord-302553-d0hk4ipg 241 12 transform transform VB cord-302553-d0hk4ipg 241 13 the the DT cord-302553-d0hk4ipg 241 14 words word NNS cord-302553-d0hk4ipg 241 15 from from IN cord-302553-d0hk4ipg 241 16 the the DT cord-302553-d0hk4ipg 241 17 vocabulary vocabulary NN cord-302553-d0hk4ipg 241 18 of of IN cord-302553-d0hk4ipg 241 19 a a DT cord-302553-d0hk4ipg 241 20 flu flu NN cord-302553-d0hk4ipg 241 21 - - HYPH cord-302553-d0hk4ipg 241 22 related relate VBN cord-302553-d0hk4ipg 241 23 weibo weibo NN cord-302553-d0hk4ipg 241 24 into into IN cord-302553-d0hk4ipg 241 25 high high JJ cord-302553-d0hk4ipg 241 26 - - HYPH cord-302553-d0hk4ipg 241 27 dimensional dimensional JJ cord-302553-d0hk4ipg 241 28 space space NN cord-302553-d0hk4ipg 241 29 vectors vector NNS cord-302553-d0hk4ipg 241 30 , , , cord-302553-d0hk4ipg 241 31 as as IN cord-302553-d0hk4ipg 241 32 follows follow VBZ cord-302553-d0hk4ipg 241 33 in in IN cord-302553-d0hk4ipg 241 34 Figure Figure NNP cord-302553-d0hk4ipg 241 35 7 7 CD cord-302553-d0hk4ipg 241 36 . . . cord-302553-d0hk4ipg 242 1 Building build VBG cord-302553-d0hk4ipg 242 2 the the DT cord-302553-d0hk4ipg 242 3 vocabulary vocabulary NN cord-302553-d0hk4ipg 242 4 of of IN cord-302553-d0hk4ipg 242 5 the the DT cord-302553-d0hk4ipg 242 6 flu flu NN cord-302553-d0hk4ipg 242 7 - - HYPH cord-302553-d0hk4ipg 242 8 related relate VBN cord-302553-d0hk4ipg 242 9 weibo weibo NNP cord-302553-d0hk4ipg 242 10 texts text NNS cord-302553-d0hk4ipg 242 11 : : : cord-302553-d0hk4ipg 242 12 the the DT cord-302553-d0hk4ipg 242 13 processing processing NN cord-302553-d0hk4ipg 242 14 of of IN cord-302553-d0hk4ipg 242 15 the the DT cord-302553-d0hk4ipg 242 16 text text NN cord-302553-d0hk4ipg 242 17 , , , cord-302553-d0hk4ipg 242 18 which which WDT cord-302553-d0hk4ipg 242 19 means mean VBZ cord-302553-d0hk4ipg 242 20 that that IN cord-302553-d0hk4ipg 242 21 a a DT cord-302553-d0hk4ipg 242 22 specific specific JJ cord-302553-d0hk4ipg 242 23 vocabulary vocabulary NN cord-302553-d0hk4ipg 242 24 is be VBZ cord-302553-d0hk4ipg 242 25 required require VBN cord-302553-d0hk4ipg 242 26 ; ; : cord-302553-d0hk4ipg 243 1 • • NNP cord-302553-d0hk4ipg 243 2 Initializing initialize VBG cord-302553-d0hk4ipg 243 3 the the DT cord-302553-d0hk4ipg 243 4 network network NN cord-302553-d0hk4ipg 243 5 structure structure NN cord-302553-d0hk4ipg 243 6 of of IN cord-302553-d0hk4ipg 243 7 the the DT cord-302553-d0hk4ipg 243 8 weibo weibo NNP cord-302553-d0hk4ipg 243 9 text text NNP cord-302553-d0hk4ipg 243 10 : : : cord-302553-d0hk4ipg 244 1 the the DT cord-302553-d0hk4ipg 244 2 initialization initialization NN cord-302553-d0hk4ipg 244 3 of of IN cord-302553-d0hk4ipg 244 4 parameters parameter NNS cord-302553-d0hk4ipg 244 5 in in IN cord-302553-d0hk4ipg 244 6 the the DT cord-302553-d0hk4ipg 244 7 CBOW CBOW NNP cord-302553-d0hk4ipg 244 8 model model NN cord-302553-d0hk4ipg 244 9 , , , cord-302553-d0hk4ipg 244 10 with with IN cord-302553-d0hk4ipg 244 11 Huffman Huffman NNP cord-302553-d0hk4ipg 244 12 coding code VBG cord-302553-d0hk4ipg 244 13 generation generation NN cord-302553-d0hk4ipg 244 14 ; ; : cord-302553-d0hk4ipg 245 1 • • NNP cord-302553-d0hk4ipg 246 1 Saving save VBG cord-302553-d0hk4ipg 246 2 the the DT cord-302553-d0hk4ipg 246 3 word word NN cord-302553-d0hk4ipg 246 4 embedding embedding NN cord-302553-d0hk4ipg 246 5 : : : cord-302553-d0hk4ipg 246 6 saving save VBG cord-302553-d0hk4ipg 246 7 the the DT cord-302553-d0hk4ipg 246 8 result result NN cord-302553-d0hk4ipg 246 9 in in IN cord-302553-d0hk4ipg 246 10 a a DT cord-302553-d0hk4ipg 246 11 specific specific JJ cord-302553-d0hk4ipg 246 12 form form NN cord-302553-d0hk4ipg 246 13 . . . cord-302553-d0hk4ipg 246 14 _SP cord-302553-d0hk4ipg 247 1 This this DT cord-302553-d0hk4ipg 247 2 activity activity NN cord-302553-d0hk4ipg 247 3 is be VBZ cord-302553-d0hk4ipg 247 4 mainly mainly RB cord-302553-d0hk4ipg 247 5 to to TO cord-302553-d0hk4ipg 247 6 accurately accurately RB cord-302553-d0hk4ipg 247 7 identify identify VB cord-302553-d0hk4ipg 247 8 the the DT cord-302553-d0hk4ipg 247 9 patient patient NN cord-302553-d0hk4ipg 247 10 's 's POS cord-302553-d0hk4ipg 247 11 disease disease NN cord-302553-d0hk4ipg 247 12 period period NN cord-302553-d0hk4ipg 247 13 to to TO cord-302553-d0hk4ipg 247 14 improve improve VB cord-302553-d0hk4ipg 247 15 the the DT cord-302553-d0hk4ipg 247 16 detection detection NN cord-302553-d0hk4ipg 247 17 accuracy accuracy NN cord-302553-d0hk4ipg 247 18 of of IN cord-302553-d0hk4ipg 247 19 infectious infectious JJ cord-302553-d0hk4ipg 247 20 diseases disease NNS cord-302553-d0hk4ipg 247 21 . . . cord-302553-d0hk4ipg 248 1 The the DT cord-302553-d0hk4ipg 248 2 whole whole JJ cord-302553-d0hk4ipg 248 3 process process NN cord-302553-d0hk4ipg 248 4 includes include VBZ cord-302553-d0hk4ipg 248 5 six six CD cord-302553-d0hk4ipg 248 6 steps step NNS cord-302553-d0hk4ipg 248 7 . . . cord-302553-d0hk4ipg 249 1 Activity activity NN cord-302553-d0hk4ipg 249 2 2 2 CD cord-302553-d0hk4ipg 249 3 in in IN cord-302553-d0hk4ipg 249 4 Figure figure NN cord-302553-d0hk4ipg 249 5 5 5 CD cord-302553-d0hk4ipg 249 6 shows show VBZ cord-302553-d0hk4ipg 249 7 that that IN cord-302553-d0hk4ipg 249 8 the the DT cord-302553-d0hk4ipg 249 9 word word NN cord-302553-d0hk4ipg 249 10 level level NN cord-302553-d0hk4ipg 249 11 detection detection NN cord-302553-d0hk4ipg 249 12 consists consist VBZ cord-302553-d0hk4ipg 249 13 of of IN cord-302553-d0hk4ipg 249 14 3 3 CD cord-302553-d0hk4ipg 249 15 steps step NNS cord-302553-d0hk4ipg 249 16 and and CC cord-302553-d0hk4ipg 249 17 the the DT cord-302553-d0hk4ipg 249 18 text text NN cord-302553-d0hk4ipg 249 19 level level NN cord-302553-d0hk4ipg 249 20 includes include VBZ cord-302553-d0hk4ipg 249 21 3 3 CD cord-302553-d0hk4ipg 249 22 steps step NNS cord-302553-d0hk4ipg 249 23 , , , cord-302553-d0hk4ipg 249 24 which which WDT cord-302553-d0hk4ipg 249 25 is be VBZ cord-302553-d0hk4ipg 249 26 introduced introduce VBN cord-302553-d0hk4ipg 249 27 as as IN cord-302553-d0hk4ipg 249 28 follows follow VBZ cord-302553-d0hk4ipg 249 29 . . . cord-302553-d0hk4ipg 250 1 1 1 LS cord-302553-d0hk4ipg 250 2 . . . cord-302553-d0hk4ipg 251 1 Relationships relationship NNS cord-302553-d0hk4ipg 251 2 between between IN cord-302553-d0hk4ipg 251 3 Sentiment Sentiment NNP cord-302553-d0hk4ipg 251 4 Polarity Polarity NNP cord-302553-d0hk4ipg 251 5 and and CC cord-302553-d0hk4ipg 251 6 Flu Flu NNP cord-302553-d0hk4ipg 251 7 Period Period NNP cord-302553-d0hk4ipg 251 8 at at IN cord-302553-d0hk4ipg 251 9 the the DT cord-302553-d0hk4ipg 251 10 Word Word NNP cord-302553-d0hk4ipg 251 11 Level level NN cord-302553-d0hk4ipg 252 1 Word2vector Word2vector NNP cord-302553-d0hk4ipg 252 2 is be VBZ cord-302553-d0hk4ipg 252 3 an an DT cord-302553-d0hk4ipg 252 4 efficient efficient JJ cord-302553-d0hk4ipg 252 5 training training NN cord-302553-d0hk4ipg 252 6 method method NN cord-302553-d0hk4ipg 252 7 to to TO cord-302553-d0hk4ipg 252 8 transform transform VB cord-302553-d0hk4ipg 252 9 a a DT cord-302553-d0hk4ipg 252 10 symbol symbol NN cord-302553-d0hk4ipg 252 11 into into IN cord-302553-d0hk4ipg 252 12 a a DT cord-302553-d0hk4ipg 252 13 structure structure NN cord-302553-d0hk4ipg 252 14 and and CC cord-302553-d0hk4ipg 252 15 digital digital JJ cord-302553-d0hk4ipg 252 16 representation representation NN cord-302553-d0hk4ipg 252 17 . . . cord-302553-d0hk4ipg 253 1 Word word NN cord-302553-d0hk4ipg 253 2 embedding embedding NN cord-302553-d0hk4ipg 253 3 is be VBZ cord-302553-d0hk4ipg 253 4 represented represent VBN cord-302553-d0hk4ipg 253 5 differently differently RB cord-302553-d0hk4ipg 253 6 in in IN cord-302553-d0hk4ipg 253 7 different different JJ cord-302553-d0hk4ipg 253 8 vocabularies vocabulary NNS cord-302553-d0hk4ipg 253 9 or or CC cord-302553-d0hk4ipg 253 10 by by IN cord-302553-d0hk4ipg 253 11 different different JJ cord-302553-d0hk4ipg 253 12 training training NN cord-302553-d0hk4ipg 253 13 methods method NNS cord-302553-d0hk4ipg 253 14 . . . cord-302553-d0hk4ipg 254 1 The the DT cord-302553-d0hk4ipg 254 2 principles principle NNS cord-302553-d0hk4ipg 254 3 of of IN cord-302553-d0hk4ipg 254 4 Word2vector Word2vector NNP cord-302553-d0hk4ipg 254 5 are be VBP cord-302553-d0hk4ipg 254 6 mainly mainly RB cord-302553-d0hk4ipg 254 7 separated separate VBN cord-302553-d0hk4ipg 254 8 into into IN cord-302553-d0hk4ipg 254 9 three three CD cord-302553-d0hk4ipg 254 10 parts part NNS cord-302553-d0hk4ipg 254 11 to to TO cord-302553-d0hk4ipg 254 12 transform transform VB cord-302553-d0hk4ipg 254 13 the the DT cord-302553-d0hk4ipg 254 14 words word NNS cord-302553-d0hk4ipg 254 15 from from IN cord-302553-d0hk4ipg 254 16 the the DT cord-302553-d0hk4ipg 254 17 vocabulary vocabulary NN cord-302553-d0hk4ipg 254 18 of of IN cord-302553-d0hk4ipg 254 19 a a DT cord-302553-d0hk4ipg 254 20 flu flu NN cord-302553-d0hk4ipg 254 21 - - HYPH cord-302553-d0hk4ipg 254 22 related relate VBN cord-302553-d0hk4ipg 254 23 weibo weibo NN cord-302553-d0hk4ipg 254 24 into into IN cord-302553-d0hk4ipg 254 25 high high JJ cord-302553-d0hk4ipg 254 26 - - HYPH cord-302553-d0hk4ipg 254 27 dimensional dimensional JJ cord-302553-d0hk4ipg 254 28 space space NN cord-302553-d0hk4ipg 254 29 vectors vector NNS cord-302553-d0hk4ipg 254 30 , , , cord-302553-d0hk4ipg 254 31 as as IN cord-302553-d0hk4ipg 254 32 follows follow VBZ cord-302553-d0hk4ipg 254 33 in in IN cord-302553-d0hk4ipg 254 34 Figure Figure NNP cord-302553-d0hk4ipg 254 35 7 7 CD cord-302553-d0hk4ipg 254 36 . . . cord-302553-d0hk4ipg 255 1 Building build VBG cord-302553-d0hk4ipg 255 2 the the DT cord-302553-d0hk4ipg 255 3 vocabulary vocabulary NN cord-302553-d0hk4ipg 255 4 of of IN cord-302553-d0hk4ipg 255 5 the the DT cord-302553-d0hk4ipg 255 6 flu flu NN cord-302553-d0hk4ipg 255 7 - - HYPH cord-302553-d0hk4ipg 255 8 related relate VBN cord-302553-d0hk4ipg 255 9 weibo weibo NNP cord-302553-d0hk4ipg 255 10 texts text NNS cord-302553-d0hk4ipg 255 11 : : : cord-302553-d0hk4ipg 255 12 the the DT cord-302553-d0hk4ipg 255 13 processing processing NN cord-302553-d0hk4ipg 255 14 of of IN cord-302553-d0hk4ipg 255 15 the the DT cord-302553-d0hk4ipg 255 16 text text NN cord-302553-d0hk4ipg 255 17 , , , cord-302553-d0hk4ipg 255 18 which which WDT cord-302553-d0hk4ipg 255 19 means mean VBZ cord-302553-d0hk4ipg 255 20 that that IN cord-302553-d0hk4ipg 255 21 a a DT cord-302553-d0hk4ipg 255 22 specific specific JJ cord-302553-d0hk4ipg 255 23 vocabulary vocabulary NN cord-302553-d0hk4ipg 255 24 is be VBZ cord-302553-d0hk4ipg 255 25 required require VBN cord-302553-d0hk4ipg 255 26 ; ; : cord-302553-d0hk4ipg 256 1 • • NNP cord-302553-d0hk4ipg 256 2 Initializing initialize VBG cord-302553-d0hk4ipg 256 3 the the DT cord-302553-d0hk4ipg 256 4 network network NN cord-302553-d0hk4ipg 256 5 structure structure NN cord-302553-d0hk4ipg 256 6 of of IN cord-302553-d0hk4ipg 256 7 the the DT cord-302553-d0hk4ipg 256 8 weibo weibo NNP cord-302553-d0hk4ipg 256 9 text text NNP cord-302553-d0hk4ipg 256 10 : : : cord-302553-d0hk4ipg 257 1 the the DT cord-302553-d0hk4ipg 257 2 initialization initialization NN cord-302553-d0hk4ipg 257 3 of of IN cord-302553-d0hk4ipg 257 4 parameters parameter NNS cord-302553-d0hk4ipg 257 5 in in IN cord-302553-d0hk4ipg 257 6 the the DT cord-302553-d0hk4ipg 257 7 CBOW CBOW NNP cord-302553-d0hk4ipg 257 8 model model NN cord-302553-d0hk4ipg 257 9 , , , cord-302553-d0hk4ipg 257 10 with with IN cord-302553-d0hk4ipg 257 11 Huffman Huffman NNP cord-302553-d0hk4ipg 257 12 coding code VBG cord-302553-d0hk4ipg 257 13 generation generation NN cord-302553-d0hk4ipg 257 14 ; ; : cord-302553-d0hk4ipg 258 1 • • NNP cord-302553-d0hk4ipg 259 1 Saving save VBG cord-302553-d0hk4ipg 259 2 the the DT cord-302553-d0hk4ipg 259 3 word word NN cord-302553-d0hk4ipg 259 4 embedding embedding NN cord-302553-d0hk4ipg 259 5 : : : cord-302553-d0hk4ipg 259 6 saving save VBG cord-302553-d0hk4ipg 259 7 the the DT cord-302553-d0hk4ipg 259 8 result result NN cord-302553-d0hk4ipg 259 9 in in IN cord-302553-d0hk4ipg 259 10 a a DT cord-302553-d0hk4ipg 259 11 specific specific JJ cord-302553-d0hk4ipg 259 12 form form NN cord-302553-d0hk4ipg 259 13 . . . cord-302553-d0hk4ipg 260 1 ( ( -LRB- cord-302553-d0hk4ipg 260 2 CBOW CBOW NNP cord-302553-d0hk4ipg 260 3 Model Model NNP cord-302553-d0hk4ipg 260 4 ) ) -RRB- cord-302553-d0hk4ipg 261 1 The the DT cord-302553-d0hk4ipg 261 2 CBOW CBOW NNP cord-302553-d0hk4ipg 261 3 model model NN cord-302553-d0hk4ipg 261 4 contains contain VBZ cord-302553-d0hk4ipg 261 5 three three CD cord-302553-d0hk4ipg 261 6 layers layer NNS cord-302553-d0hk4ipg 261 7 , , , cord-302553-d0hk4ipg 261 8 including include VBG cord-302553-d0hk4ipg 261 9 the the DT cord-302553-d0hk4ipg 261 10 input input NN cord-302553-d0hk4ipg 261 11 layer layer NN cord-302553-d0hk4ipg 261 12 , , , cord-302553-d0hk4ipg 261 13 projection projection NN cord-302553-d0hk4ipg 261 14 layer layer NN cord-302553-d0hk4ipg 261 15 and and CC cord-302553-d0hk4ipg 261 16 output output NN cord-302553-d0hk4ipg 261 17 layer layer NN cord-302553-d0hk4ipg 261 18 . . . cord-302553-d0hk4ipg 262 1 The the DT cord-302553-d0hk4ipg 262 2 window window NN cord-302553-d0hk4ipg 262 3 size size NN cord-302553-d0hk4ipg 262 4 used use VBN cord-302553-d0hk4ipg 262 5 in in IN cord-302553-d0hk4ipg 262 6 this this DT cord-302553-d0hk4ipg 262 7 paper paper NN cord-302553-d0hk4ipg 262 8 is be VBZ cord-302553-d0hk4ipg 262 9 5 5 CD cord-302553-d0hk4ipg 262 10 . . . cord-302553-d0hk4ipg 263 1 The the DT cord-302553-d0hk4ipg 263 2 vectors vector NNS cord-302553-d0hk4ipg 263 3 that that WDT cord-302553-d0hk4ipg 263 4 correspond correspond VBP cord-302553-d0hk4ipg 263 5 to to IN cord-302553-d0hk4ipg 263 6 each each DT cord-302553-d0hk4ipg 263 7 word word NN cord-302553-d0hk4ipg 263 8 are be VBP cord-302553-d0hk4ipg 263 9 first first RB cord-302553-d0hk4ipg 263 10 found find VBN cord-302553-d0hk4ipg 263 11 to to TO cord-302553-d0hk4ipg 263 12 be be VB cord-302553-d0hk4ipg 263 13 summarized summarize VBN cord-302553-d0hk4ipg 263 14 from from IN cord-302553-d0hk4ipg 263 15 the the DT cord-302553-d0hk4ipg 263 16 input input NN cord-302553-d0hk4ipg 263 17 layer layer NN cord-302553-d0hk4ipg 263 18 to to IN cord-302553-d0hk4ipg 263 19 the the DT cord-302553-d0hk4ipg 263 20 projection projection NN cord-302553-d0hk4ipg 263 21 layer layer NN cord-302553-d0hk4ipg 263 22 . . . cord-302553-d0hk4ipg 264 1 After after IN cord-302553-d0hk4ipg 264 2 all all DT cord-302553-d0hk4ipg 264 3 of of IN cord-302553-d0hk4ipg 264 4 the the DT cord-302553-d0hk4ipg 264 5 word word NN cord-302553-d0hk4ipg 264 6 vectors vector NNS cord-302553-d0hk4ipg 264 7 in in IN cord-302553-d0hk4ipg 264 8 the the DT cord-302553-d0hk4ipg 264 9 window window NN cord-302553-d0hk4ipg 264 10 are be VBP cord-302553-d0hk4ipg 264 11 gathered gather VBN cord-302553-d0hk4ipg 264 12 , , , cord-302553-d0hk4ipg 264 13 they -PRON- PRP cord-302553-d0hk4ipg 264 14 are be VBP cord-302553-d0hk4ipg 264 15 stored store VBN cord-302553-d0hk4ipg 264 16 in in IN cord-302553-d0hk4ipg 264 17 the the DT cord-302553-d0hk4ipg 264 18 projection projection NN cord-302553-d0hk4ipg 264 19 layer layer NN cord-302553-d0hk4ipg 264 20 , , , cord-302553-d0hk4ipg 264 21 and and CC cord-302553-d0hk4ipg 264 22 the the DT cord-302553-d0hk4ipg 264 23 mean mean JJ cord-302553-d0hk4ipg 264 24 value value NN cord-302553-d0hk4ipg 264 25 is be VBZ cord-302553-d0hk4ipg 264 26 calculated calculate VBN cord-302553-d0hk4ipg 264 27 . . . cord-302553-d0hk4ipg 265 1 ( ( -LRB- cord-302553-d0hk4ipg 265 2 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 265 3 Softmax Softmax NNP cord-302553-d0hk4ipg 265 4 ) ) -RRB- cord-302553-d0hk4ipg 266 1 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 266 2 Softmax Softmax NNP cord-302553-d0hk4ipg 266 3 is be VBZ cord-302553-d0hk4ipg 266 4 a a DT cord-302553-d0hk4ipg 266 5 key key JJ cord-302553-d0hk4ipg 266 6 technology technology NN cord-302553-d0hk4ipg 266 7 that that WDT cord-302553-d0hk4ipg 266 8 is be VBZ cord-302553-d0hk4ipg 266 9 used use VBN cord-302553-d0hk4ipg 266 10 in in IN cord-302553-d0hk4ipg 266 11 word2vec word2vec NN cord-302553-d0hk4ipg 266 12 to to TO cord-302553-d0hk4ipg 266 13 improve improve VB cord-302553-d0hk4ipg 266 14 the the DT cord-302553-d0hk4ipg 266 15 performance performance NN cord-302553-d0hk4ipg 266 16 . . . cord-302553-d0hk4ipg 267 1 In in IN cord-302553-d0hk4ipg 267 2 the the DT cord-302553-d0hk4ipg 267 3 Huffman Huffman NNP cord-302553-d0hk4ipg 267 4 tree tree NN cord-302553-d0hk4ipg 267 5 , , , cord-302553-d0hk4ipg 267 6 the the DT cord-302553-d0hk4ipg 267 7 softmax softmax NN cord-302553-d0hk4ipg 267 8 mapping mapping NN cord-302553-d0hk4ipg 267 9 of of IN cord-302553-d0hk4ipg 267 10 the the DT cord-302553-d0hk4ipg 267 11 hidden hidden JJ cord-302553-d0hk4ipg 267 12 layer layer NN cord-302553-d0hk4ipg 267 13 to to IN cord-302553-d0hk4ipg 267 14 the the DT cord-302553-d0hk4ipg 267 15 output output NN cord-302553-d0hk4ipg 267 16 layer layer NN cord-302553-d0hk4ipg 267 17 is be VBZ cord-302553-d0hk4ipg 267 18 proceeded proceed VBN cord-302553-d0hk4ipg 267 19 step step NN cord-302553-d0hk4ipg 267 20 by by IN cord-302553-d0hk4ipg 267 21 step step NN cord-302553-d0hk4ipg 267 22 along along IN cord-302553-d0hk4ipg 267 23 the the DT cord-302553-d0hk4ipg 267 24 Hoffman Hoffman NNP cord-302553-d0hk4ipg 267 25 tree tree NN cord-302553-d0hk4ipg 267 26 and and CC cord-302553-d0hk4ipg 267 27 , , , cord-302553-d0hk4ipg 267 28 thus thus RB cord-302553-d0hk4ipg 267 29 , , , cord-302553-d0hk4ipg 267 30 this this DT cord-302553-d0hk4ipg 267 31 softmax softmax NN cord-302553-d0hk4ipg 267 32 is be VBZ cord-302553-d0hk4ipg 267 33 named name VBN cord-302553-d0hk4ipg 267 34 " " `` cord-302553-d0hk4ipg 267 35 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 267 36 Softmax Softmax NNP cord-302553-d0hk4ipg 267 37 " " '' cord-302553-d0hk4ipg 267 38 . . . cord-302553-d0hk4ipg 268 1 ( ( -LRB- cord-302553-d0hk4ipg 268 2 CBOW CBOW NNP cord-302553-d0hk4ipg 268 3 Model Model NNP cord-302553-d0hk4ipg 268 4 ) ) -RRB- cord-302553-d0hk4ipg 269 1 The the DT cord-302553-d0hk4ipg 269 2 CBOW CBOW NNP cord-302553-d0hk4ipg 269 3 model model NN cord-302553-d0hk4ipg 269 4 contains contain VBZ cord-302553-d0hk4ipg 269 5 three three CD cord-302553-d0hk4ipg 269 6 layers layer NNS cord-302553-d0hk4ipg 269 7 , , , cord-302553-d0hk4ipg 269 8 including include VBG cord-302553-d0hk4ipg 269 9 the the DT cord-302553-d0hk4ipg 269 10 input input NN cord-302553-d0hk4ipg 269 11 layer layer NN cord-302553-d0hk4ipg 269 12 , , , cord-302553-d0hk4ipg 269 13 projection projection NN cord-302553-d0hk4ipg 269 14 layer layer NN cord-302553-d0hk4ipg 269 15 and and CC cord-302553-d0hk4ipg 269 16 output output NN cord-302553-d0hk4ipg 269 17 layer layer NN cord-302553-d0hk4ipg 269 18 . . . cord-302553-d0hk4ipg 270 1 The the DT cord-302553-d0hk4ipg 270 2 window window NN cord-302553-d0hk4ipg 270 3 size size NN cord-302553-d0hk4ipg 270 4 used use VBN cord-302553-d0hk4ipg 270 5 in in IN cord-302553-d0hk4ipg 270 6 this this DT cord-302553-d0hk4ipg 270 7 paper paper NN cord-302553-d0hk4ipg 270 8 is be VBZ cord-302553-d0hk4ipg 270 9 5 5 CD cord-302553-d0hk4ipg 270 10 . . . cord-302553-d0hk4ipg 271 1 The the DT cord-302553-d0hk4ipg 271 2 vectors vector NNS cord-302553-d0hk4ipg 271 3 that that WDT cord-302553-d0hk4ipg 271 4 correspond correspond VBP cord-302553-d0hk4ipg 271 5 to to IN cord-302553-d0hk4ipg 271 6 each each DT cord-302553-d0hk4ipg 271 7 word word NN cord-302553-d0hk4ipg 271 8 are be VBP cord-302553-d0hk4ipg 271 9 first first RB cord-302553-d0hk4ipg 271 10 found find VBN cord-302553-d0hk4ipg 271 11 to to TO cord-302553-d0hk4ipg 271 12 be be VB cord-302553-d0hk4ipg 271 13 summarized summarize VBN cord-302553-d0hk4ipg 271 14 from from IN cord-302553-d0hk4ipg 271 15 the the DT cord-302553-d0hk4ipg 271 16 input input NN cord-302553-d0hk4ipg 271 17 layer layer NN cord-302553-d0hk4ipg 271 18 to to IN cord-302553-d0hk4ipg 271 19 the the DT cord-302553-d0hk4ipg 271 20 projection projection NN cord-302553-d0hk4ipg 271 21 layer layer NN cord-302553-d0hk4ipg 271 22 . . . cord-302553-d0hk4ipg 272 1 After after IN cord-302553-d0hk4ipg 272 2 all all DT cord-302553-d0hk4ipg 272 3 of of IN cord-302553-d0hk4ipg 272 4 the the DT cord-302553-d0hk4ipg 272 5 word word NN cord-302553-d0hk4ipg 272 6 vectors vector NNS cord-302553-d0hk4ipg 272 7 in in IN cord-302553-d0hk4ipg 272 8 the the DT cord-302553-d0hk4ipg 272 9 window window NN cord-302553-d0hk4ipg 272 10 are be VBP cord-302553-d0hk4ipg 272 11 gathered gather VBN cord-302553-d0hk4ipg 272 12 , , , cord-302553-d0hk4ipg 272 13 they -PRON- PRP cord-302553-d0hk4ipg 272 14 are be VBP cord-302553-d0hk4ipg 272 15 stored store VBN cord-302553-d0hk4ipg 272 16 in in IN cord-302553-d0hk4ipg 272 17 the the DT cord-302553-d0hk4ipg 272 18 projection projection NN cord-302553-d0hk4ipg 272 19 layer layer NN cord-302553-d0hk4ipg 272 20 , , , cord-302553-d0hk4ipg 272 21 and and CC cord-302553-d0hk4ipg 272 22 the the DT cord-302553-d0hk4ipg 272 23 mean mean JJ cord-302553-d0hk4ipg 272 24 value value NN cord-302553-d0hk4ipg 272 25 is be VBZ cord-302553-d0hk4ipg 272 26 calculated calculate VBN cord-302553-d0hk4ipg 272 27 . . . cord-302553-d0hk4ipg 273 1 ( ( -LRB- cord-302553-d0hk4ipg 273 2 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 273 3 Softmax Softmax NNP cord-302553-d0hk4ipg 273 4 ) ) -RRB- cord-302553-d0hk4ipg 274 1 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 274 2 Softmax Softmax NNP cord-302553-d0hk4ipg 274 3 is be VBZ cord-302553-d0hk4ipg 274 4 a a DT cord-302553-d0hk4ipg 274 5 key key JJ cord-302553-d0hk4ipg 274 6 technology technology NN cord-302553-d0hk4ipg 274 7 that that WDT cord-302553-d0hk4ipg 274 8 is be VBZ cord-302553-d0hk4ipg 274 9 used use VBN cord-302553-d0hk4ipg 274 10 in in IN cord-302553-d0hk4ipg 274 11 word2vec word2vec NN cord-302553-d0hk4ipg 274 12 to to TO cord-302553-d0hk4ipg 274 13 improve improve VB cord-302553-d0hk4ipg 274 14 the the DT cord-302553-d0hk4ipg 274 15 performance performance NN cord-302553-d0hk4ipg 274 16 . . . cord-302553-d0hk4ipg 275 1 In in IN cord-302553-d0hk4ipg 275 2 the the DT cord-302553-d0hk4ipg 275 3 Huffman Huffman NNP cord-302553-d0hk4ipg 275 4 tree tree NN cord-302553-d0hk4ipg 275 5 , , , cord-302553-d0hk4ipg 275 6 the the DT cord-302553-d0hk4ipg 275 7 softmax softmax NN cord-302553-d0hk4ipg 275 8 mapping mapping NN cord-302553-d0hk4ipg 275 9 of of IN cord-302553-d0hk4ipg 275 10 the the DT cord-302553-d0hk4ipg 275 11 hidden hidden JJ cord-302553-d0hk4ipg 275 12 layer layer NN cord-302553-d0hk4ipg 275 13 to to IN cord-302553-d0hk4ipg 275 14 the the DT cord-302553-d0hk4ipg 275 15 output output NN cord-302553-d0hk4ipg 275 16 layer layer NN cord-302553-d0hk4ipg 275 17 is be VBZ cord-302553-d0hk4ipg 275 18 proceeded proceed VBN cord-302553-d0hk4ipg 275 19 step step NN cord-302553-d0hk4ipg 275 20 by by IN cord-302553-d0hk4ipg 275 21 step step NN cord-302553-d0hk4ipg 275 22 along along IN cord-302553-d0hk4ipg 275 23 the the DT cord-302553-d0hk4ipg 275 24 Hoffman Hoffman NNP cord-302553-d0hk4ipg 275 25 tree tree NN cord-302553-d0hk4ipg 275 26 and and CC cord-302553-d0hk4ipg 275 27 , , , cord-302553-d0hk4ipg 275 28 thus thus RB cord-302553-d0hk4ipg 275 29 , , , cord-302553-d0hk4ipg 275 30 this this DT cord-302553-d0hk4ipg 275 31 softmax softmax NN cord-302553-d0hk4ipg 275 32 is be VBZ cord-302553-d0hk4ipg 275 33 named name VBN cord-302553-d0hk4ipg 275 34 " " `` cord-302553-d0hk4ipg 275 35 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 275 36 Softmax Softmax NNP cord-302553-d0hk4ipg 275 37 " " '' cord-302553-d0hk4ipg 275 38 . . . cord-302553-d0hk4ipg 276 1 Recurrent recurrent JJ cord-302553-d0hk4ipg 276 2 Neural Neural NNP cord-302553-d0hk4ipg 276 3 Networks Networks NNP cord-302553-d0hk4ipg 276 4 ( ( -LRB- cord-302553-d0hk4ipg 276 5 RNNs rnn NNS cord-302553-d0hk4ipg 276 6 ) ) -RRB- cord-302553-d0hk4ipg 276 7 perform perform VBP cord-302553-d0hk4ipg 276 8 well well RB cord-302553-d0hk4ipg 276 9 in in IN cord-302553-d0hk4ipg 276 10 text text NN cord-302553-d0hk4ipg 276 11 classification classification NN cord-302553-d0hk4ipg 276 12 . . . cord-302553-d0hk4ipg 277 1 However however RB cord-302553-d0hk4ipg 277 2 , , , cord-302553-d0hk4ipg 277 3 long long JJ cord-302553-d0hk4ipg 277 4 - - HYPH cord-302553-d0hk4ipg 277 5 term term NN cord-302553-d0hk4ipg 277 6 dependence dependence NN cord-302553-d0hk4ipg 277 7 occurs occur VBZ cord-302553-d0hk4ipg 277 8 if if IN cord-302553-d0hk4ipg 277 9 the the DT cord-302553-d0hk4ipg 277 10 interval interval NN cord-302553-d0hk4ipg 277 11 of of IN cord-302553-d0hk4ipg 277 12 two two CD cord-302553-d0hk4ipg 277 13 words word NNS cord-302553-d0hk4ipg 277 14 is be VBZ cord-302553-d0hk4ipg 277 15 overly overly RB cord-302553-d0hk4ipg 277 16 large large JJ cord-302553-d0hk4ipg 277 17 . . . cord-302553-d0hk4ipg 278 1 This this DT cord-302553-d0hk4ipg 278 2 paper paper NN cord-302553-d0hk4ipg 278 3 adopts adopt VBZ cord-302553-d0hk4ipg 278 4 a a DT cord-302553-d0hk4ipg 278 5 novel novel JJ cord-302553-d0hk4ipg 278 6 type type NN cord-302553-d0hk4ipg 278 7 of of IN cord-302553-d0hk4ipg 278 8 RNN RNN NNP cord-302553-d0hk4ipg 278 9 called call VBN cord-302553-d0hk4ipg 278 10 Long Long NNP cord-302553-d0hk4ipg 278 11 Short Short NNP cord-302553-d0hk4ipg 278 12 - - HYPH cord-302553-d0hk4ipg 278 13 Term Term NNP cord-302553-d0hk4ipg 278 14 Memory Memory NNP cord-302553-d0hk4ipg 278 15 that that WDT cord-302553-d0hk4ipg 278 16 works work VBZ cord-302553-d0hk4ipg 278 17 better well RBR cord-302553-d0hk4ipg 278 18 than than IN cord-302553-d0hk4ipg 278 19 traditional traditional JJ cord-302553-d0hk4ipg 278 20 RNNs rnn NNS cord-302553-d0hk4ipg 278 21 on on IN cord-302553-d0hk4ipg 278 22 tasks task NNS cord-302553-d0hk4ipg 278 23 that that WDT cord-302553-d0hk4ipg 278 24 involve involve VBP cord-302553-d0hk4ipg 278 25 long long JJ cord-302553-d0hk4ipg 278 26 time time NN cord-302553-d0hk4ipg 278 27 lags lag VBZ cord-302553-d0hk4ipg 278 28 . . . cord-302553-d0hk4ipg 279 1 Its -PRON- PRP$ cord-302553-d0hk4ipg 279 2 architecture architecture NN cord-302553-d0hk4ipg 279 3 permits permit VBZ cord-302553-d0hk4ipg 279 4 LSTM LSTM NNP cord-302553-d0hk4ipg 279 5 to to TO cord-302553-d0hk4ipg 279 6 bridge bridge VB cord-302553-d0hk4ipg 279 7 massive massive JJ cord-302553-d0hk4ipg 279 8 time time NN cord-302553-d0hk4ipg 280 1 lags lag VBZ cord-302553-d0hk4ipg 280 2 between between IN cord-302553-d0hk4ipg 280 3 relevant relevant JJ cord-302553-d0hk4ipg 280 4 input input NN cord-302553-d0hk4ipg 280 5 events event NNS cord-302553-d0hk4ipg 280 6 ( ( -LRB- cord-302553-d0hk4ipg 280 7 1000 1000 CD cord-302553-d0hk4ipg 280 8 steps step NNS cord-302553-d0hk4ipg 280 9 and and CC cord-302553-d0hk4ipg 280 10 more more JJR cord-302553-d0hk4ipg 280 11 ) ) -RRB- cord-302553-d0hk4ipg 280 12 [ [ -LRB- cord-302553-d0hk4ipg 280 13 65 65 CD cord-302553-d0hk4ipg 280 14 ] ] -RRB- cord-302553-d0hk4ipg 280 15 . . . cord-302553-d0hk4ipg 281 1 Figure figure NN cord-302553-d0hk4ipg 281 2 8 8 CD cord-302553-d0hk4ipg 281 3 shows show VBZ cord-302553-d0hk4ipg 281 4 the the DT cord-302553-d0hk4ipg 281 5 structure structure NN cord-302553-d0hk4ipg 281 6 of of IN cord-302553-d0hk4ipg 281 7 the the DT cord-302553-d0hk4ipg 281 8 network network NN cord-302553-d0hk4ipg 281 9 with with IN cord-302553-d0hk4ipg 281 10 8 8 CD cord-302553-d0hk4ipg 281 11 main main JJ cord-302553-d0hk4ipg 281 12 layers layer NNS cord-302553-d0hk4ipg 281 13 , , , cord-302553-d0hk4ipg 281 14 and and CC cord-302553-d0hk4ipg 281 15 we -PRON- PRP cord-302553-d0hk4ipg 281 16 describe describe VBP cord-302553-d0hk4ipg 281 17 each each DT cord-302553-d0hk4ipg 281 18 layer layer NN cord-302553-d0hk4ipg 281 19 below below RB cord-302553-d0hk4ipg 281 20 . . . cord-302553-d0hk4ipg 282 1 2 2 LS cord-302553-d0hk4ipg 282 2 . . . cord-302553-d0hk4ipg 283 1 Detecting detect VBG cord-302553-d0hk4ipg 283 2 the the DT cord-302553-d0hk4ipg 283 3 Flu Flu NNP cord-302553-d0hk4ipg 283 4 Period Period NNP cord-302553-d0hk4ipg 283 5 Based Based NNP cord-302553-d0hk4ipg 283 6 on on IN cord-302553-d0hk4ipg 283 7 Sentiment Sentiment NNP cord-302553-d0hk4ipg 283 8 Polarity Polarity NNP cord-302553-d0hk4ipg 283 9 at at IN cord-302553-d0hk4ipg 283 10 the the DT cord-302553-d0hk4ipg 283 11 Text Text NNP cord-302553-d0hk4ipg 283 12 Level Level NNP cord-302553-d0hk4ipg 283 13 Recurrent Recurrent NNP cord-302553-d0hk4ipg 283 14 Neural neural JJ cord-302553-d0hk4ipg 283 15 Networks Networks NNPS cord-302553-d0hk4ipg 283 16 ( ( -LRB- cord-302553-d0hk4ipg 283 17 RNNs rnn NNS cord-302553-d0hk4ipg 283 18 ) ) -RRB- cord-302553-d0hk4ipg 283 19 perform perform VBP cord-302553-d0hk4ipg 283 20 well well RB cord-302553-d0hk4ipg 283 21 in in IN cord-302553-d0hk4ipg 283 22 text text NN cord-302553-d0hk4ipg 283 23 classification classification NN cord-302553-d0hk4ipg 283 24 . . . cord-302553-d0hk4ipg 284 1 However however RB cord-302553-d0hk4ipg 284 2 , , , cord-302553-d0hk4ipg 284 3 long long JJ cord-302553-d0hk4ipg 284 4 - - HYPH cord-302553-d0hk4ipg 284 5 term term NN cord-302553-d0hk4ipg 284 6 dependence dependence NN cord-302553-d0hk4ipg 284 7 occurs occur VBZ cord-302553-d0hk4ipg 284 8 if if IN cord-302553-d0hk4ipg 284 9 the the DT cord-302553-d0hk4ipg 284 10 interval interval NN cord-302553-d0hk4ipg 284 11 of of IN cord-302553-d0hk4ipg 284 12 two two CD cord-302553-d0hk4ipg 284 13 words word NNS cord-302553-d0hk4ipg 284 14 is be VBZ cord-302553-d0hk4ipg 284 15 overly overly RB cord-302553-d0hk4ipg 284 16 large large JJ cord-302553-d0hk4ipg 284 17 . . . cord-302553-d0hk4ipg 285 1 This this DT cord-302553-d0hk4ipg 285 2 paper paper NN cord-302553-d0hk4ipg 285 3 adopts adopt VBZ cord-302553-d0hk4ipg 285 4 a a DT cord-302553-d0hk4ipg 285 5 novel novel JJ cord-302553-d0hk4ipg 285 6 type type NN cord-302553-d0hk4ipg 285 7 of of IN cord-302553-d0hk4ipg 285 8 RNN RNN NNP cord-302553-d0hk4ipg 285 9 called call VBN cord-302553-d0hk4ipg 285 10 Long Long NNP cord-302553-d0hk4ipg 285 11 Short Short NNP cord-302553-d0hk4ipg 285 12 - - HYPH cord-302553-d0hk4ipg 285 13 Term Term NNP cord-302553-d0hk4ipg 285 14 Memory Memory NNP cord-302553-d0hk4ipg 285 15 that that WDT cord-302553-d0hk4ipg 285 16 works work VBZ cord-302553-d0hk4ipg 285 17 better well RBR cord-302553-d0hk4ipg 285 18 than than IN cord-302553-d0hk4ipg 285 19 traditional traditional JJ cord-302553-d0hk4ipg 285 20 RNNs rnn NNS cord-302553-d0hk4ipg 285 21 on on IN cord-302553-d0hk4ipg 285 22 tasks task NNS cord-302553-d0hk4ipg 285 23 that that WDT cord-302553-d0hk4ipg 285 24 involve involve VBP cord-302553-d0hk4ipg 285 25 long long JJ cord-302553-d0hk4ipg 285 26 time time NN cord-302553-d0hk4ipg 285 27 lags lag VBZ cord-302553-d0hk4ipg 285 28 . . . cord-302553-d0hk4ipg 286 1 Its -PRON- PRP$ cord-302553-d0hk4ipg 286 2 architecture architecture NN cord-302553-d0hk4ipg 286 3 permits permit VBZ cord-302553-d0hk4ipg 286 4 LSTM LSTM NNP cord-302553-d0hk4ipg 286 5 to to TO cord-302553-d0hk4ipg 286 6 bridge bridge VB cord-302553-d0hk4ipg 286 7 massive massive JJ cord-302553-d0hk4ipg 286 8 time time NN cord-302553-d0hk4ipg 287 1 lags lag VBZ cord-302553-d0hk4ipg 287 2 between between IN cord-302553-d0hk4ipg 287 3 relevant relevant JJ cord-302553-d0hk4ipg 287 4 input input NN cord-302553-d0hk4ipg 287 5 events event NNS cord-302553-d0hk4ipg 287 6 ( ( -LRB- cord-302553-d0hk4ipg 287 7 1000 1000 CD cord-302553-d0hk4ipg 287 8 steps step NNS cord-302553-d0hk4ipg 287 9 and and CC cord-302553-d0hk4ipg 287 10 more more JJR cord-302553-d0hk4ipg 287 11 ) ) -RRB- cord-302553-d0hk4ipg 287 12 [ [ -LRB- cord-302553-d0hk4ipg 287 13 65 65 CD cord-302553-d0hk4ipg 287 14 ] ] -RRB- cord-302553-d0hk4ipg 287 15 . . . cord-302553-d0hk4ipg 288 1 Figure figure NN cord-302553-d0hk4ipg 288 2 8 8 CD cord-302553-d0hk4ipg 288 3 shows show VBZ cord-302553-d0hk4ipg 288 4 the the DT cord-302553-d0hk4ipg 288 5 structure structure NN cord-302553-d0hk4ipg 288 6 of of IN cord-302553-d0hk4ipg 288 7 the the DT cord-302553-d0hk4ipg 288 8 network network NN cord-302553-d0hk4ipg 288 9 with with IN cord-302553-d0hk4ipg 288 10 8 8 CD cord-302553-d0hk4ipg 288 11 main main JJ cord-302553-d0hk4ipg 288 12 layers layer NNS cord-302553-d0hk4ipg 288 13 , , , cord-302553-d0hk4ipg 288 14 and and CC cord-302553-d0hk4ipg 288 15 we -PRON- PRP cord-302553-d0hk4ipg 288 16 describe describe VBP cord-302553-d0hk4ipg 288 17 each each DT cord-302553-d0hk4ipg 288 18 layer layer NN cord-302553-d0hk4ipg 288 19 below below RB cord-302553-d0hk4ipg 288 20 . . . cord-302553-d0hk4ipg 289 1 Two two CD cord-302553-d0hk4ipg 289 2 LSTM LSTM NNP cord-302553-d0hk4ipg 289 3 neural neural JJ cord-302553-d0hk4ipg 289 4 networks network NNS cord-302553-d0hk4ipg 289 5 in in IN cord-302553-d0hk4ipg 289 6 parallel parallel NN cord-302553-d0hk4ipg 289 7 are be VBP cord-302553-d0hk4ipg 289 8 built build VBN cord-302553-d0hk4ipg 289 9 to to TO cord-302553-d0hk4ipg 289 10 perform perform VB cord-302553-d0hk4ipg 289 11 binary binary JJ cord-302553-d0hk4ipg 289 12 classification classification NN cord-302553-d0hk4ipg 289 13 for for IN cord-302553-d0hk4ipg 289 14 sentiment sentiment NN cord-302553-d0hk4ipg 289 15 classification classification NN cord-302553-d0hk4ipg 289 16 and and CC cord-302553-d0hk4ipg 289 17 flu flu NN cord-302553-d0hk4ipg 289 18 - - HYPH cord-302553-d0hk4ipg 289 19 period period NN cord-302553-d0hk4ipg 289 20 classification classification NN cord-302553-d0hk4ipg 289 21 in in IN cord-302553-d0hk4ipg 289 22 this this DT cord-302553-d0hk4ipg 289 23 section section NN cord-302553-d0hk4ipg 289 24 . . . cord-302553-d0hk4ipg 290 1 The the DT cord-302553-d0hk4ipg 290 2 input input NN cord-302553-d0hk4ipg 290 3 is be VBZ cord-302553-d0hk4ipg 290 4 the the DT cord-302553-d0hk4ipg 290 5 word word NN cord-302553-d0hk4ipg 290 6 embedding embed VBG cord-302553-d0hk4ipg 290 7 trained train VBN cord-302553-d0hk4ipg 290 8 by by IN cord-302553-d0hk4ipg 290 9 the the DT cord-302553-d0hk4ipg 290 10 word2vector word2vector NNP cord-302553-d0hk4ipg 290 11 based base VBN cord-302553-d0hk4ipg 290 12 on on IN cord-302553-d0hk4ipg 290 13 the the DT cord-302553-d0hk4ipg 290 14 corpus corpus NN cord-302553-d0hk4ipg 290 15 of of IN cord-302553-d0hk4ipg 290 16 flu flu NN cord-302553-d0hk4ipg 290 17 - - HYPH cord-302553-d0hk4ipg 290 18 related relate VBN cord-302553-d0hk4ipg 290 19 weibos weibos NNP cord-302553-d0hk4ipg 290 20 . . . cord-302553-d0hk4ipg 291 1 The the DT cord-302553-d0hk4ipg 291 2 entire entire JJ cord-302553-d0hk4ipg 291 3 process process NN cord-302553-d0hk4ipg 291 4 is be VBZ cord-302553-d0hk4ipg 291 5 shown show VBN cord-302553-d0hk4ipg 291 6 in in IN cord-302553-d0hk4ipg 291 7 Figure Figure NNP cord-302553-d0hk4ipg 291 8 _SP cord-302553-d0hk4ipg 291 9 9 9 CD cord-302553-d0hk4ipg 291 10 . . . cord-302553-d0hk4ipg 292 1 Two two CD cord-302553-d0hk4ipg 292 2 LSTM LSTM NNP cord-302553-d0hk4ipg 292 3 neural neural JJ cord-302553-d0hk4ipg 292 4 networks network NNS cord-302553-d0hk4ipg 292 5 in in IN cord-302553-d0hk4ipg 292 6 parallel parallel NN cord-302553-d0hk4ipg 292 7 are be VBP cord-302553-d0hk4ipg 292 8 built build VBN cord-302553-d0hk4ipg 292 9 to to TO cord-302553-d0hk4ipg 292 10 perform perform VB cord-302553-d0hk4ipg 292 11 binary binary JJ cord-302553-d0hk4ipg 292 12 classification classification NN cord-302553-d0hk4ipg 292 13 for for IN cord-302553-d0hk4ipg 292 14 sentiment sentiment NN cord-302553-d0hk4ipg 292 15 classification classification NN cord-302553-d0hk4ipg 292 16 and and CC cord-302553-d0hk4ipg 292 17 flu flu NN cord-302553-d0hk4ipg 292 18 - - HYPH cord-302553-d0hk4ipg 292 19 period period NN cord-302553-d0hk4ipg 292 20 classification classification NN cord-302553-d0hk4ipg 292 21 in in IN cord-302553-d0hk4ipg 292 22 this this DT cord-302553-d0hk4ipg 292 23 section section NN cord-302553-d0hk4ipg 292 24 . . . cord-302553-d0hk4ipg 293 1 The the DT cord-302553-d0hk4ipg 293 2 input input NN cord-302553-d0hk4ipg 293 3 is be VBZ cord-302553-d0hk4ipg 293 4 the the DT cord-302553-d0hk4ipg 293 5 word word NN cord-302553-d0hk4ipg 293 6 embedding embed VBG cord-302553-d0hk4ipg 293 7 trained train VBN cord-302553-d0hk4ipg 293 8 by by IN cord-302553-d0hk4ipg 293 9 the the DT cord-302553-d0hk4ipg 293 10 word2vector word2vector NNP cord-302553-d0hk4ipg 293 11 based base VBN cord-302553-d0hk4ipg 293 12 on on IN cord-302553-d0hk4ipg 293 13 the the DT cord-302553-d0hk4ipg 293 14 corpus corpus NN cord-302553-d0hk4ipg 293 15 of of IN cord-302553-d0hk4ipg 293 16 flu flu NN cord-302553-d0hk4ipg 293 17 - - HYPH cord-302553-d0hk4ipg 293 18 related relate VBN cord-302553-d0hk4ipg 293 19 weibos weibos NNP cord-302553-d0hk4ipg 293 20 . . . cord-302553-d0hk4ipg 294 1 The the DT cord-302553-d0hk4ipg 294 2 entire entire JJ cord-302553-d0hk4ipg 294 3 process process NN cord-302553-d0hk4ipg 294 4 is be VBZ cord-302553-d0hk4ipg 294 5 shown show VBN cord-302553-d0hk4ipg 294 6 in in IN cord-302553-d0hk4ipg 294 7 Figure Figure NNP cord-302553-d0hk4ipg 294 8 9 9 CD cord-302553-d0hk4ipg 294 9 . . . cord-302553-d0hk4ipg 295 1 Two two CD cord-302553-d0hk4ipg 295 2 LSTM LSTM NNP cord-302553-d0hk4ipg 295 3 neural neural JJ cord-302553-d0hk4ipg 295 4 networks network NNS cord-302553-d0hk4ipg 295 5 in in IN cord-302553-d0hk4ipg 295 6 parallel parallel NN cord-302553-d0hk4ipg 295 7 are be VBP cord-302553-d0hk4ipg 295 8 built build VBN cord-302553-d0hk4ipg 295 9 to to TO cord-302553-d0hk4ipg 295 10 perform perform VB cord-302553-d0hk4ipg 295 11 binary binary JJ cord-302553-d0hk4ipg 295 12 classification classification NN cord-302553-d0hk4ipg 295 13 for for IN cord-302553-d0hk4ipg 295 14 sentiment sentiment NN cord-302553-d0hk4ipg 295 15 classification classification NN cord-302553-d0hk4ipg 295 16 and and CC cord-302553-d0hk4ipg 295 17 flu flu NN cord-302553-d0hk4ipg 295 18 - - HYPH cord-302553-d0hk4ipg 295 19 period period NN cord-302553-d0hk4ipg 295 20 classification classification NN cord-302553-d0hk4ipg 295 21 in in IN cord-302553-d0hk4ipg 295 22 this this DT cord-302553-d0hk4ipg 295 23 section section NN cord-302553-d0hk4ipg 295 24 . . . cord-302553-d0hk4ipg 296 1 The the DT cord-302553-d0hk4ipg 296 2 input input NN cord-302553-d0hk4ipg 296 3 is be VBZ cord-302553-d0hk4ipg 296 4 the the DT cord-302553-d0hk4ipg 296 5 word word NN cord-302553-d0hk4ipg 296 6 embedding embed VBG cord-302553-d0hk4ipg 296 7 trained train VBN cord-302553-d0hk4ipg 296 8 by by IN cord-302553-d0hk4ipg 296 9 the the DT cord-302553-d0hk4ipg 296 10 word2vector word2vector NNP cord-302553-d0hk4ipg 296 11 based base VBN cord-302553-d0hk4ipg 296 12 on on IN cord-302553-d0hk4ipg 296 13 the the DT cord-302553-d0hk4ipg 296 14 corpus corpus NN cord-302553-d0hk4ipg 296 15 of of IN cord-302553-d0hk4ipg 296 16 flu flu NN cord-302553-d0hk4ipg 296 17 - - HYPH cord-302553-d0hk4ipg 296 18 related relate VBN cord-302553-d0hk4ipg 296 19 weibos weibos NNP cord-302553-d0hk4ipg 296 20 . . . cord-302553-d0hk4ipg 297 1 The the DT cord-302553-d0hk4ipg 297 2 entire entire JJ cord-302553-d0hk4ipg 297 3 process process NN cord-302553-d0hk4ipg 297 4 is be VBZ cord-302553-d0hk4ipg 297 5 shown show VBN cord-302553-d0hk4ipg 297 6 in in IN cord-302553-d0hk4ipg 297 7 Figure Figure NNP cord-302553-d0hk4ipg 297 8 _SP cord-302553-d0hk4ipg 297 9 9 9 CD cord-302553-d0hk4ipg 297 10 . . . cord-302553-d0hk4ipg 297 11 _SP cord-302553-d0hk4ipg 298 1 The the DT cord-302553-d0hk4ipg 298 2 LSTM LSTM NNP cord-302553-d0hk4ipg 298 3 network network NN cord-302553-d0hk4ipg 298 4 is be VBZ cord-302553-d0hk4ipg 298 5 used use VBN cord-302553-d0hk4ipg 298 6 to to TO cord-302553-d0hk4ipg 298 7 construct construct VB cord-302553-d0hk4ipg 298 8 two two CD cord-302553-d0hk4ipg 298 9 neural neural JJ cord-302553-d0hk4ipg 298 10 networks network NNS cord-302553-d0hk4ipg 298 11 to to TO cord-302553-d0hk4ipg 298 12 classify classify VB cord-302553-d0hk4ipg 298 13 flu flu NN cord-302553-d0hk4ipg 298 14 - - HYPH cord-302553-d0hk4ipg 298 15 related relate VBN cord-302553-d0hk4ipg 298 16 weibos weibos NNP cord-302553-d0hk4ipg 298 17 . . . cord-302553-d0hk4ipg 299 1 The the DT cord-302553-d0hk4ipg 299 2 first first JJ cord-302553-d0hk4ipg 299 3 is be VBZ cord-302553-d0hk4ipg 299 4 to to TO cord-302553-d0hk4ipg 299 5 classify classify VB cord-302553-d0hk4ipg 299 6 the the DT cord-302553-d0hk4ipg 299 7 sentiment sentiment NN cord-302553-d0hk4ipg 299 8 polarity polarity NN cord-302553-d0hk4ipg 299 9 . . . cord-302553-d0hk4ipg 300 1 The the DT cord-302553-d0hk4ipg 300 2 other other JJ cord-302553-d0hk4ipg 300 3 intends intend VBZ cord-302553-d0hk4ipg 300 4 to to TO cord-302553-d0hk4ipg 300 5 classify classify VB cord-302553-d0hk4ipg 300 6 the the DT cord-302553-d0hk4ipg 300 7 period period NN cord-302553-d0hk4ipg 300 8 of of IN cord-302553-d0hk4ipg 300 9 the the DT cord-302553-d0hk4ipg 300 10 flu flu NN cord-302553-d0hk4ipg 300 11 bloggers blogger NNS cord-302553-d0hk4ipg 300 12 . . . cord-302553-d0hk4ipg 301 1 Each each DT cord-302553-d0hk4ipg 301 2 neural neural JJ cord-302553-d0hk4ipg 301 3 network network NN cord-302553-d0hk4ipg 301 4 consists consist VBZ cord-302553-d0hk4ipg 301 5 of of IN cord-302553-d0hk4ipg 301 6 8 8 CD cord-302553-d0hk4ipg 301 7 main main JJ cord-302553-d0hk4ipg 301 8 layers layer NNS cord-302553-d0hk4ipg 301 9 , , , cord-302553-d0hk4ipg 301 10 as as IN cord-302553-d0hk4ipg 301 11 follows follow VBZ cord-302553-d0hk4ipg 301 12 . . . cord-302553-d0hk4ipg 302 1 ( ( -LRB- cord-302553-d0hk4ipg 302 2 Input input NN cord-302553-d0hk4ipg 302 3 layer layer NN cord-302553-d0hk4ipg 302 4 and and CC cord-302553-d0hk4ipg 302 5 masking masking NN cord-302553-d0hk4ipg 302 6 layer layer NN cord-302553-d0hk4ipg 302 7 ) ) -RRB- cord-302553-d0hk4ipg 303 1 The the DT cord-302553-d0hk4ipg 303 2 first first JJ cord-302553-d0hk4ipg 303 3 layer layer NN cord-302553-d0hk4ipg 303 4 is be VBZ cord-302553-d0hk4ipg 303 5 the the DT cord-302553-d0hk4ipg 303 6 input input NN cord-302553-d0hk4ipg 303 7 layer layer NN cord-302553-d0hk4ipg 303 8 , , , cord-302553-d0hk4ipg 303 9 which which WDT cord-302553-d0hk4ipg 303 10 uses use VBZ cord-302553-d0hk4ipg 303 11 128-dimension 128-dimension CD cord-302553-d0hk4ipg 303 12 vectors vector NNS cord-302553-d0hk4ipg 303 13 by by IN cord-302553-d0hk4ipg 303 14 means mean NNS cord-302553-d0hk4ipg 303 15 of of IN cord-302553-d0hk4ipg 303 16 the the DT cord-302553-d0hk4ipg 303 17 word2vector word2vector NNP cord-302553-d0hk4ipg 303 18 algorithm algorithm NN cord-302553-d0hk4ipg 303 19 . . . cord-302553-d0hk4ipg 304 1 The the DT cord-302553-d0hk4ipg 304 2 mask mask NN cord-302553-d0hk4ipg 304 3 value value NN cord-302553-d0hk4ipg 304 4 is be VBZ cord-302553-d0hk4ipg 304 5 set set VBN cord-302553-d0hk4ipg 304 6 to to IN cord-302553-d0hk4ipg 304 7 0 0 CD cord-302553-d0hk4ipg 304 8 in in IN cord-302553-d0hk4ipg 304 9 the the DT cord-302553-d0hk4ipg 304 10 masking masking NN cord-302553-d0hk4ipg 304 11 layer layer NN cord-302553-d0hk4ipg 304 12 . . . cord-302553-d0hk4ipg 304 13 _SP cord-302553-d0hk4ipg 305 1 The the DT cord-302553-d0hk4ipg 305 2 LSTM LSTM NNP cord-302553-d0hk4ipg 305 3 network network NN cord-302553-d0hk4ipg 305 4 is be VBZ cord-302553-d0hk4ipg 305 5 used use VBN cord-302553-d0hk4ipg 305 6 to to TO cord-302553-d0hk4ipg 305 7 construct construct VB cord-302553-d0hk4ipg 305 8 two two CD cord-302553-d0hk4ipg 305 9 neural neural JJ cord-302553-d0hk4ipg 305 10 networks network NNS cord-302553-d0hk4ipg 305 11 to to TO cord-302553-d0hk4ipg 305 12 classify classify VB cord-302553-d0hk4ipg 305 13 flu flu NN cord-302553-d0hk4ipg 305 14 - - HYPH cord-302553-d0hk4ipg 305 15 related relate VBN cord-302553-d0hk4ipg 305 16 weibos weibos NNP cord-302553-d0hk4ipg 305 17 . . . cord-302553-d0hk4ipg 306 1 The the DT cord-302553-d0hk4ipg 306 2 first first JJ cord-302553-d0hk4ipg 306 3 is be VBZ cord-302553-d0hk4ipg 306 4 to to TO cord-302553-d0hk4ipg 306 5 classify classify VB cord-302553-d0hk4ipg 306 6 the the DT cord-302553-d0hk4ipg 306 7 sentiment sentiment NN cord-302553-d0hk4ipg 306 8 polarity polarity NN cord-302553-d0hk4ipg 306 9 . . . cord-302553-d0hk4ipg 307 1 The the DT cord-302553-d0hk4ipg 307 2 other other JJ cord-302553-d0hk4ipg 307 3 intends intend VBZ cord-302553-d0hk4ipg 307 4 to to TO cord-302553-d0hk4ipg 307 5 classify classify VB cord-302553-d0hk4ipg 307 6 the the DT cord-302553-d0hk4ipg 307 7 period period NN cord-302553-d0hk4ipg 307 8 of of IN cord-302553-d0hk4ipg 307 9 the the DT cord-302553-d0hk4ipg 307 10 flu flu NN cord-302553-d0hk4ipg 307 11 bloggers blogger NNS cord-302553-d0hk4ipg 307 12 . . . cord-302553-d0hk4ipg 308 1 Each each DT cord-302553-d0hk4ipg 308 2 neural neural JJ cord-302553-d0hk4ipg 308 3 network network NN cord-302553-d0hk4ipg 308 4 consists consist VBZ cord-302553-d0hk4ipg 308 5 of of IN cord-302553-d0hk4ipg 308 6 8 8 CD cord-302553-d0hk4ipg 308 7 main main JJ cord-302553-d0hk4ipg 308 8 layers layer NNS cord-302553-d0hk4ipg 308 9 , , , cord-302553-d0hk4ipg 308 10 as as IN cord-302553-d0hk4ipg 308 11 follows follow VBZ cord-302553-d0hk4ipg 308 12 . . . cord-302553-d0hk4ipg 309 1 ( ( -LRB- cord-302553-d0hk4ipg 309 2 Input input NN cord-302553-d0hk4ipg 309 3 layer layer NN cord-302553-d0hk4ipg 309 4 and and CC cord-302553-d0hk4ipg 309 5 masking masking NN cord-302553-d0hk4ipg 309 6 layer layer NN cord-302553-d0hk4ipg 309 7 ) ) -RRB- cord-302553-d0hk4ipg 310 1 The the DT cord-302553-d0hk4ipg 310 2 first first JJ cord-302553-d0hk4ipg 310 3 layer layer NN cord-302553-d0hk4ipg 310 4 is be VBZ cord-302553-d0hk4ipg 310 5 the the DT cord-302553-d0hk4ipg 310 6 input input NN cord-302553-d0hk4ipg 310 7 layer layer NN cord-302553-d0hk4ipg 310 8 , , , cord-302553-d0hk4ipg 310 9 which which WDT cord-302553-d0hk4ipg 310 10 uses use VBZ cord-302553-d0hk4ipg 310 11 128-dimension 128-dimension CD cord-302553-d0hk4ipg 310 12 vectors vector NNS cord-302553-d0hk4ipg 310 13 by by IN cord-302553-d0hk4ipg 310 14 means mean NNS cord-302553-d0hk4ipg 310 15 of of IN cord-302553-d0hk4ipg 310 16 the the DT cord-302553-d0hk4ipg 310 17 word2vector word2vector NNP cord-302553-d0hk4ipg 310 18 algorithm algorithm NN cord-302553-d0hk4ipg 310 19 . . . cord-302553-d0hk4ipg 311 1 The the DT cord-302553-d0hk4ipg 311 2 mask mask NN cord-302553-d0hk4ipg 311 3 value value NN cord-302553-d0hk4ipg 311 4 is be VBZ cord-302553-d0hk4ipg 311 5 set set VBN cord-302553-d0hk4ipg 311 6 to to IN cord-302553-d0hk4ipg 311 7 0 0 CD cord-302553-d0hk4ipg 311 8 in in IN cord-302553-d0hk4ipg 311 9 the the DT cord-302553-d0hk4ipg 311 10 masking masking NN cord-302553-d0hk4ipg 311 11 layer layer NN cord-302553-d0hk4ipg 311 12 . . . cord-302553-d0hk4ipg 312 1 ( ( -LRB- cord-302553-d0hk4ipg 312 2 LSTM LSTM NNP cord-302553-d0hk4ipg 312 3 layer layer NN cord-302553-d0hk4ipg 312 4 ) ) -RRB- cord-302553-d0hk4ipg 313 1 Each each DT cord-302553-d0hk4ipg 313 2 LSTM LSTM NNP cord-302553-d0hk4ipg 313 3 unit unit NN cord-302553-d0hk4ipg 313 4 is be VBZ cord-302553-d0hk4ipg 313 5 a a DT cord-302553-d0hk4ipg 313 6 storage storage NN cord-302553-d0hk4ipg 313 7 unit unit NN cord-302553-d0hk4ipg 313 8 that that WDT cord-302553-d0hk4ipg 313 9 controls control VBZ cord-302553-d0hk4ipg 313 10 the the DT cord-302553-d0hk4ipg 313 11 passage passage NN cord-302553-d0hk4ipg 313 12 or or CC cord-302553-d0hk4ipg 313 13 filtering filtering NN cord-302553-d0hk4ipg 313 14 of of IN cord-302553-d0hk4ipg 313 15 information information NN cord-302553-d0hk4ipg 313 16 through through IN cord-302553-d0hk4ipg 313 17 the the DT cord-302553-d0hk4ipg 313 18 three three CD cord-302553-d0hk4ipg 313 19 gates gate NNS cord-302553-d0hk4ipg 313 20 , , , cord-302553-d0hk4ipg 313 21 to to TO cord-302553-d0hk4ipg 313 22 alter alter VB cord-302553-d0hk4ipg 313 23 the the DT cord-302553-d0hk4ipg 313 24 cell cell NN cord-302553-d0hk4ipg 313 25 state state NN cord-302553-d0hk4ipg 313 26 . . . cord-302553-d0hk4ipg 314 1 " " `` cord-302553-d0hk4ipg 314 2 Implementation implementation NN cord-302553-d0hk4ipg 314 3 " " '' cord-302553-d0hk4ipg 314 4 is be VBZ cord-302553-d0hk4ipg 314 5 set set VBN cord-302553-d0hk4ipg 314 6 to to IN cord-302553-d0hk4ipg 314 7 2 2 CD cord-302553-d0hk4ipg 314 8 to to TO cord-302553-d0hk4ipg 314 9 combine combine VB cord-302553-d0hk4ipg 314 10 the the DT cord-302553-d0hk4ipg 314 11 input input NN cord-302553-d0hk4ipg 314 12 gate gate NN cord-302553-d0hk4ipg 314 13 , , , cord-302553-d0hk4ipg 314 14 forget forget VB cord-302553-d0hk4ipg 314 15 gate gate NN cord-302553-d0hk4ipg 314 16 , , , cord-302553-d0hk4ipg 314 17 and and CC cord-302553-d0hk4ipg 314 18 output output NN cord-302553-d0hk4ipg 314 19 gate gate NN cord-302553-d0hk4ipg 314 20 into into IN cord-302553-d0hk4ipg 314 21 a a DT cord-302553-d0hk4ipg 314 22 single single JJ cord-302553-d0hk4ipg 314 23 matrix matrix NN cord-302553-d0hk4ipg 314 24 for for IN cord-302553-d0hk4ipg 314 25 more more RBR cord-302553-d0hk4ipg 314 26 efficient efficient JJ cord-302553-d0hk4ipg 314 27 operations operation NNS cord-302553-d0hk4ipg 314 28 . . . cord-302553-d0hk4ipg 315 1 ( ( -LRB- cord-302553-d0hk4ipg 315 2 Fully fully RB cord-302553-d0hk4ipg 315 3 connected connect VBN cord-302553-d0hk4ipg 315 4 layer layer NN cord-302553-d0hk4ipg 315 5 ) ) -RRB- cord-302553-d0hk4ipg 316 1 The the DT cord-302553-d0hk4ipg 316 2 core core NN cord-302553-d0hk4ipg 316 3 operation operation NN cord-302553-d0hk4ipg 316 4 of of IN cord-302553-d0hk4ipg 316 5 the the DT cord-302553-d0hk4ipg 316 6 full full JJ cord-302553-d0hk4ipg 316 7 connection connection NN cord-302553-d0hk4ipg 316 8 is be VBZ cord-302553-d0hk4ipg 316 9 the the DT cord-302553-d0hk4ipg 316 10 matrix matrix NN cord-302553-d0hk4ipg 316 11 vector vector NN cord-302553-d0hk4ipg 316 12 product product NN cord-302553-d0hk4ipg 316 13 . . . cord-302553-d0hk4ipg 317 1 The the DT cord-302553-d0hk4ipg 317 2 essence essence NN cord-302553-d0hk4ipg 317 3 is be VBZ cord-302553-d0hk4ipg 317 4 a a DT cord-302553-d0hk4ipg 317 5 linear linear JJ cord-302553-d0hk4ipg 317 6 transformation transformation NN cord-302553-d0hk4ipg 317 7 from from IN cord-302553-d0hk4ipg 317 8 one one CD cord-302553-d0hk4ipg 317 9 feature feature NN cord-302553-d0hk4ipg 317 10 space space NN cord-302553-d0hk4ipg 317 11 to to IN cord-302553-d0hk4ipg 317 12 another another DT cord-302553-d0hk4ipg 317 13 feature feature NN cord-302553-d0hk4ipg 317 14 space space NN cord-302553-d0hk4ipg 317 15 . . . cord-302553-d0hk4ipg 318 1 A a DT cord-302553-d0hk4ipg 318 2 dense dense JJ cord-302553-d0hk4ipg 318 3 layer layer NN cord-302553-d0hk4ipg 318 4 is be VBZ cord-302553-d0hk4ipg 318 5 used use VBN cord-302553-d0hk4ipg 318 6 . . . cord-302553-d0hk4ipg 319 1 ( ( -LRB- cord-302553-d0hk4ipg 319 2 Dropout dropout NN cord-302553-d0hk4ipg 319 3 layer layer NN cord-302553-d0hk4ipg 319 4 ) ) -RRB- cord-302553-d0hk4ipg 320 1 The the DT cord-302553-d0hk4ipg 320 2 settings setting NNS cord-302553-d0hk4ipg 320 3 of of IN cord-302553-d0hk4ipg 320 4 this this DT cord-302553-d0hk4ipg 320 5 layer layer NN cord-302553-d0hk4ipg 320 6 are be VBP cord-302553-d0hk4ipg 320 7 mainly mainly RB cord-302553-d0hk4ipg 320 8 to to TO cord-302553-d0hk4ipg 320 9 prevent prevent VB cord-302553-d0hk4ipg 320 10 overfitting overfitting NN cord-302553-d0hk4ipg 320 11 in in IN cord-302553-d0hk4ipg 320 12 neural neural JJ cord-302553-d0hk4ipg 320 13 network network NN cord-302553-d0hk4ipg 320 14 training training NN cord-302553-d0hk4ipg 320 15 . . . cord-302553-d0hk4ipg 321 1 The the DT cord-302553-d0hk4ipg 321 2 parameters parameter NNS cord-302553-d0hk4ipg 321 3 of of IN cord-302553-d0hk4ipg 321 4 this this DT cord-302553-d0hk4ipg 321 5 layer layer NN cord-302553-d0hk4ipg 321 6 are be VBP cord-302553-d0hk4ipg 321 7 set set VBN cord-302553-d0hk4ipg 321 8 to to IN cord-302553-d0hk4ipg 321 9 0.3 0.3 CD cord-302553-d0hk4ipg 321 10 , , , cord-302553-d0hk4ipg 321 11 which which WDT cord-302553-d0hk4ipg 321 12 implies imply VBZ cord-302553-d0hk4ipg 321 13 that that IN cord-302553-d0hk4ipg 321 14 the the DT cord-302553-d0hk4ipg 321 15 unit unit NN cord-302553-d0hk4ipg 321 16 that that WDT cord-302553-d0hk4ipg 321 17 was be VBD cord-302553-d0hk4ipg 321 18 transferred transfer VBN cord-302553-d0hk4ipg 321 19 from from IN cord-302553-d0hk4ipg 321 20 the the DT cord-302553-d0hk4ipg 321 21 LSTM LSTM NNP cord-302553-d0hk4ipg 321 22 layer layer NN cord-302553-d0hk4ipg 321 23 will will MD cord-302553-d0hk4ipg 321 24 be be VB cord-302553-d0hk4ipg 321 25 randomly randomly RB cord-302553-d0hk4ipg 321 26 discarded discard VBN cord-302553-d0hk4ipg 321 27 by by IN cord-302553-d0hk4ipg 321 28 30 30 CD cord-302553-d0hk4ipg 321 29 % % NN cord-302553-d0hk4ipg 321 30 during during IN cord-302553-d0hk4ipg 321 31 training training NN cord-302553-d0hk4ipg 321 32 , , , cord-302553-d0hk4ipg 321 33 leaving leave VBG cord-302553-d0hk4ipg 321 34 70 70 CD cord-302553-d0hk4ipg 321 35 % % NN cord-302553-d0hk4ipg 321 36 of of IN cord-302553-d0hk4ipg 321 37 the the DT cord-302553-d0hk4ipg 321 38 units unit NNS cord-302553-d0hk4ipg 321 39 used use VBN cord-302553-d0hk4ipg 321 40 . . . cord-302553-d0hk4ipg 322 1 ( ( -LRB- cord-302553-d0hk4ipg 322 2 Activation activation NN cord-302553-d0hk4ipg 322 3 layer layer NN cord-302553-d0hk4ipg 322 4 ) ) -RRB- cord-302553-d0hk4ipg 323 1 The the DT cord-302553-d0hk4ipg 323 2 activation activation NN cord-302553-d0hk4ipg 323 3 function function NN cord-302553-d0hk4ipg 323 4 in in IN cord-302553-d0hk4ipg 323 5 this this DT cord-302553-d0hk4ipg 323 6 layer layer NN cord-302553-d0hk4ipg 323 7 is be VBZ cord-302553-d0hk4ipg 323 8 " " `` cord-302553-d0hk4ipg 323 9 ReLU ReLU NNP cord-302553-d0hk4ipg 323 10 " " '' cord-302553-d0hk4ipg 324 1 ( ( -LRB- cord-302553-d0hk4ipg 324 2 Rectified Rectified NNP cord-302553-d0hk4ipg 324 3 Linear Linear NNP cord-302553-d0hk4ipg 324 4 Units Units NNPS cord-302553-d0hk4ipg 324 5 ) ) -RRB- cord-302553-d0hk4ipg 324 6 , , , cord-302553-d0hk4ipg 324 7 and and CC cord-302553-d0hk4ipg 324 8 as as IN cord-302553-d0hk4ipg 324 9 a a DT cord-302553-d0hk4ipg 324 10 result result NN cord-302553-d0hk4ipg 324 11 , , , cord-302553-d0hk4ipg 324 12 the the DT cord-302553-d0hk4ipg 324 13 convergence convergence NN cord-302553-d0hk4ipg 324 14 rate rate NN cord-302553-d0hk4ipg 324 15 of of IN cord-302553-d0hk4ipg 324 16 the the DT cord-302553-d0hk4ipg 324 17 model model NN cord-302553-d0hk4ipg 324 18 is be VBZ cord-302553-d0hk4ipg 324 19 maintained maintain VBN cord-302553-d0hk4ipg 324 20 at at IN cord-302553-d0hk4ipg 324 21 a a DT cord-302553-d0hk4ipg 324 22 steady steady JJ cord-302553-d0hk4ipg 324 23 state state NN cord-302553-d0hk4ipg 324 24 . . . cord-302553-d0hk4ipg 325 1 ( ( -LRB- cord-302553-d0hk4ipg 325 2 Loss loss NN cord-302553-d0hk4ipg 325 3 layer layer NN cord-302553-d0hk4ipg 325 4 and and CC cord-302553-d0hk4ipg 325 5 output output NN cord-302553-d0hk4ipg 325 6 layer layer NN cord-302553-d0hk4ipg 325 7 ) ) -RRB- cord-302553-d0hk4ipg 326 1 Since since IN cord-302553-d0hk4ipg 326 2 the the DT cord-302553-d0hk4ipg 326 3 classification classification NN cord-302553-d0hk4ipg 326 4 of of IN cord-302553-d0hk4ipg 326 5 the the DT cord-302553-d0hk4ipg 326 6 sentiment sentiment NN cord-302553-d0hk4ipg 326 7 polarity polarity NN cord-302553-d0hk4ipg 326 8 and and CC cord-302553-d0hk4ipg 326 9 the the DT cord-302553-d0hk4ipg 326 10 period period NN cord-302553-d0hk4ipg 326 11 are be VBP cord-302553-d0hk4ipg 326 12 all all DT cord-302553-d0hk4ipg 326 13 binary binary JJ cord-302553-d0hk4ipg 326 14 classifications classification NNS cord-302553-d0hk4ipg 326 15 , , , cord-302553-d0hk4ipg 326 16 binary binary JJ cord-302553-d0hk4ipg 326 17 cross cross NN cord-302553-d0hk4ipg 326 18 entropy entropy NN cord-302553-d0hk4ipg 326 19 is be VBZ cord-302553-d0hk4ipg 326 20 agreeable agreeable JJ cord-302553-d0hk4ipg 326 21 as as IN cord-302553-d0hk4ipg 326 22 a a DT cord-302553-d0hk4ipg 326 23 loss loss NN cord-302553-d0hk4ipg 326 24 function function NN cord-302553-d0hk4ipg 326 25 , , , cord-302553-d0hk4ipg 326 26 with with IN cord-302553-d0hk4ipg 326 27 the the DT cord-302553-d0hk4ipg 326 28 accuracy accuracy NN cord-302553-d0hk4ipg 326 29 rate rate NN cord-302553-d0hk4ipg 326 30 as as IN cord-302553-d0hk4ipg 326 31 a a DT cord-302553-d0hk4ipg 326 32 metric metric NN cord-302553-d0hk4ipg 326 33 of of IN cord-302553-d0hk4ipg 326 34 the the DT cord-302553-d0hk4ipg 326 35 model model NN cord-302553-d0hk4ipg 326 36 . . . cord-302553-d0hk4ipg 327 1 The the DT cord-302553-d0hk4ipg 327 2 classification classification NN cord-302553-d0hk4ipg 327 3 result result NN cord-302553-d0hk4ipg 327 4 and and CC cord-302553-d0hk4ipg 327 5 test test NN cord-302553-d0hk4ipg 327 6 score score NN cord-302553-d0hk4ipg 327 7 are be VBP cord-302553-d0hk4ipg 327 8 received receive VBN cord-302553-d0hk4ipg 327 9 through through IN cord-302553-d0hk4ipg 327 10 the the DT cord-302553-d0hk4ipg 327 11 output output NN cord-302553-d0hk4ipg 327 12 layer layer NN cord-302553-d0hk4ipg 327 13 . . . cord-302553-d0hk4ipg 328 1 According accord VBG cord-302553-d0hk4ipg 328 2 to to IN cord-302553-d0hk4ipg 328 3 the the DT cord-302553-d0hk4ipg 328 4 41st 41st JJ cord-302553-d0hk4ipg 328 5 China China NNP cord-302553-d0hk4ipg 328 6 Statistical Statistical NNP cord-302553-d0hk4ipg 328 7 Report Report NNP cord-302553-d0hk4ipg 328 8 on on IN cord-302553-d0hk4ipg 328 9 Internet Internet NNP cord-302553-d0hk4ipg 328 10 Development Development NNP cord-302553-d0hk4ipg 328 11 published publish VBN cord-302553-d0hk4ipg 328 12 by by IN cord-302553-d0hk4ipg 328 13 the the DT cord-302553-d0hk4ipg 328 14 China China NNP cord-302553-d0hk4ipg 328 15 Internet Internet NNP cord-302553-d0hk4ipg 328 16 Network Network NNP cord-302553-d0hk4ipg 328 17 Information Information NNP cord-302553-d0hk4ipg 328 18 Center Center NNP cord-302553-d0hk4ipg 328 19 ( ( -LRB- cord-302553-d0hk4ipg 328 20 CNNIC CNNIC NNP cord-302553-d0hk4ipg 328 21 ) ) -RRB- cord-302553-d0hk4ipg 328 22 , , , cord-302553-d0hk4ipg 328 23 Weibo Weibo NNP cord-302553-d0hk4ipg 328 24 has have VBZ cord-302553-d0hk4ipg 328 25 316.01 316.01 CD cord-302553-d0hk4ipg 328 26 million million CD cord-302553-d0hk4ipg 328 27 users user NNS cord-302553-d0hk4ipg 328 28 and and CC cord-302553-d0hk4ipg 328 29 a a DT cord-302553-d0hk4ipg 328 30 user user NN cord-302553-d0hk4ipg 328 31 usage usage NN cord-302553-d0hk4ipg 328 32 rate rate NN cord-302553-d0hk4ipg 328 33 of of IN cord-302553-d0hk4ipg 328 34 40.9 40.9 CD cord-302553-d0hk4ipg 328 35 % % NN cord-302553-d0hk4ipg 328 36 on on IN cord-302553-d0hk4ipg 328 37 social social JJ cord-302553-d0hk4ipg 328 38 media medium NNS cord-302553-d0hk4ipg 328 39 by by IN cord-302553-d0hk4ipg 328 40 December December NNP cord-302553-d0hk4ipg 328 41 2017 2017 CD cord-302553-d0hk4ipg 328 42 [ [ -LRB- cord-302553-d0hk4ipg 328 43 66 66 CD cord-302553-d0hk4ipg 328 44 ] ] -RRB- cord-302553-d0hk4ipg 328 45 . . . cord-302553-d0hk4ipg 329 1 Sina Sina NNP cord-302553-d0hk4ipg 329 2 Weibo Weibo NNP cord-302553-d0hk4ipg 329 3 has have VBZ cord-302553-d0hk4ipg 329 4 maintained maintain VBN cord-302553-d0hk4ipg 329 5 the the DT cord-302553-d0hk4ipg 329 6 top top JJ cord-302553-d0hk4ipg 329 7 rank rank NN cord-302553-d0hk4ipg 329 8 in in IN cord-302553-d0hk4ipg 329 9 China China NNP cord-302553-d0hk4ipg 329 10 's 's POS cord-302553-d0hk4ipg 329 11 weibo weibo NN cord-302553-d0hk4ipg 329 12 . . . cord-302553-d0hk4ipg 330 1 According accord VBG cord-302553-d0hk4ipg 330 2 to to IN cord-302553-d0hk4ipg 330 3 the the DT cord-302553-d0hk4ipg 330 4 second second JJ cord-302553-d0hk4ipg 330 5 quarter quarter NN cord-302553-d0hk4ipg 330 6 earnings earning NNS cord-302553-d0hk4ipg 330 7 released release VBN cord-302553-d0hk4ipg 330 8 by by IN cord-302553-d0hk4ipg 330 9 Sina Sina NNP cord-302553-d0hk4ipg 330 10 , , , cord-302553-d0hk4ipg 330 11 monthly monthly JJ cord-302553-d0hk4ipg 330 12 active active JJ cord-302553-d0hk4ipg 330 13 users user NNS cord-302553-d0hk4ipg 330 14 from from IN cord-302553-d0hk4ipg 330 15 Sina Sina NNP cord-302553-d0hk4ipg 330 16 Weibo Weibo NNP cord-302553-d0hk4ipg 330 17 reached reach VBD cord-302553-d0hk4ipg 330 18 431 431 CD cord-302553-d0hk4ipg 330 19 million million CD cord-302553-d0hk4ipg 330 20 by by IN cord-302553-d0hk4ipg 330 21 30 30 CD cord-302553-d0hk4ipg 330 22 June June NNP cord-302553-d0hk4ipg 330 23 2018 2018 CD cord-302553-d0hk4ipg 330 24 , , , cord-302553-d0hk4ipg 330 25 outstripping outstrip VBG cord-302553-d0hk4ipg 330 26 Twitter Twitter NNP cord-302553-d0hk4ipg 330 27 as as IN cord-302553-d0hk4ipg 330 28 the the DT cord-302553-d0hk4ipg 330 29 world world NN cord-302553-d0hk4ipg 330 30 's 's POS cord-302553-d0hk4ipg 330 31 largest large JJS cord-302553-d0hk4ipg 330 32 independent independent JJ cord-302553-d0hk4ipg 330 33 social social JJ cord-302553-d0hk4ipg 330 34 media medium NNS cord-302553-d0hk4ipg 330 35 company company NN cord-302553-d0hk4ipg 330 36 in in IN cord-302553-d0hk4ipg 330 37 terms term NNS cord-302553-d0hk4ipg 330 38 of of IN cord-302553-d0hk4ipg 330 39 user user NN cord-302553-d0hk4ipg 330 40 scale scale NN cord-302553-d0hk4ipg 330 41 [ [ -LRB- cord-302553-d0hk4ipg 330 42 67 67 CD cord-302553-d0hk4ipg 330 43 ] ] -RRB- cord-302553-d0hk4ipg 330 44 . . . cord-302553-d0hk4ipg 331 1 Sina Sina NNP cord-302553-d0hk4ipg 331 2 Weibo Weibo NNP cord-302553-d0hk4ipg 331 3 has have VBZ cord-302553-d0hk4ipg 331 4 always always RB cord-302553-d0hk4ipg 331 5 been be VBN cord-302553-d0hk4ipg 331 6 the the DT cord-302553-d0hk4ipg 331 7 data data NN cord-302553-d0hk4ipg 331 8 source source NN cord-302553-d0hk4ipg 331 9 of of IN cord-302553-d0hk4ipg 331 10 various various JJ cord-302553-d0hk4ipg 331 11 types type NNS cord-302553-d0hk4ipg 331 12 of of IN cord-302553-d0hk4ipg 331 13 major major JJ cord-302553-d0hk4ipg 331 14 events event NNS cord-302553-d0hk4ipg 331 15 and and CC cord-302553-d0hk4ipg 331 16 emergencies emergency NNS cord-302553-d0hk4ipg 331 17 in in IN cord-302553-d0hk4ipg 331 18 China China NNP cord-302553-d0hk4ipg 331 19 and and CC cord-302553-d0hk4ipg 331 20 has have VBZ cord-302553-d0hk4ipg 331 21 a a DT cord-302553-d0hk4ipg 331 22 far far RB cord-302553-d0hk4ipg 331 23 - - HYPH cord-302553-d0hk4ipg 331 24 reaching reach VBG cord-302553-d0hk4ipg 331 25 scope scope NN cord-302553-d0hk4ipg 331 26 of of IN cord-302553-d0hk4ipg 331 27 dissemination dissemination NN cord-302553-d0hk4ipg 331 28 and and CC cord-302553-d0hk4ipg 331 29 important important JJ cord-302553-d0hk4ipg 331 30 social social JJ cord-302553-d0hk4ipg 331 31 influence influence NN cord-302553-d0hk4ipg 331 32 . . . cord-302553-d0hk4ipg 332 1 This this DT cord-302553-d0hk4ipg 332 2 study study NN cord-302553-d0hk4ipg 332 3 uses use VBZ cord-302553-d0hk4ipg 332 4 web web NN cord-302553-d0hk4ipg 332 5 - - HYPH cord-302553-d0hk4ipg 332 6 based base VBN cord-302553-d0hk4ipg 332 7 social social JJ cord-302553-d0hk4ipg 332 8 media medium NNS cord-302553-d0hk4ipg 332 9 data datum NNS cord-302553-d0hk4ipg 332 10 in in IN cord-302553-d0hk4ipg 332 11 Sina Sina NNP cord-302553-d0hk4ipg 332 12 Weibo Weibo NNP cord-302553-d0hk4ipg 332 13 . . . cord-302553-d0hk4ipg 333 1 The the DT cord-302553-d0hk4ipg 333 2 details detail NNS cord-302553-d0hk4ipg 333 3 are be VBP cord-302553-d0hk4ipg 333 4 clearly clearly RB cord-302553-d0hk4ipg 333 5 shown show VBN cord-302553-d0hk4ipg 333 6 in in IN cord-302553-d0hk4ipg 333 7 Table Table NNP cord-302553-d0hk4ipg 333 8 1 1 CD cord-302553-d0hk4ipg 333 9 . . . cord-302553-d0hk4ipg 334 1 We -PRON- PRP cord-302553-d0hk4ipg 334 2 collected collect VBD cord-302553-d0hk4ipg 334 3 the the DT cord-302553-d0hk4ipg 334 4 texts text NNS cord-302553-d0hk4ipg 334 5 that that WDT cord-302553-d0hk4ipg 334 6 contained contain VBD cord-302553-d0hk4ipg 334 7 the the DT cord-302553-d0hk4ipg 334 8 keywords keyword NNS cord-302553-d0hk4ipg 334 9 , , , cord-302553-d0hk4ipg 334 10 namely namely RB cord-302553-d0hk4ipg 334 11 , , , cord-302553-d0hk4ipg 334 12 " " `` cord-302553-d0hk4ipg 334 13 flu flu NN cord-302553-d0hk4ipg 334 14 ( ( -LRB- cord-302553-d0hk4ipg 334 15 Gan Gan NNP cord-302553-d0hk4ipg 334 16 Mao Mao NNP cord-302553-d0hk4ipg 334 17 ) ) -RRB- cord-302553-d0hk4ipg 334 18 " " `` cord-302553-d0hk4ipg 334 19 , , , cord-302553-d0hk4ipg 334 20 " " '' cord-302553-d0hk4ipg 334 21 influenza influenza NN cord-302553-d0hk4ipg 334 22 ( ( -LRB- cord-302553-d0hk4ipg 334 23 Liu Liu NNP cord-302553-d0hk4ipg 334 24 Gan Gan NNP cord-302553-d0hk4ipg 334 25 ) ) -RRB- cord-302553-d0hk4ipg 334 26 " " `` cord-302553-d0hk4ipg 334 27 , , , cord-302553-d0hk4ipg 334 28 " " '' cord-302553-d0hk4ipg 334 29 cough cough NN cord-302553-d0hk4ipg 334 30 ( ( -LRB- cord-302553-d0hk4ipg 334 31 Ke Ke NNP cord-302553-d0hk4ipg 334 32 Sou Sou NNP cord-302553-d0hk4ipg 334 33 ) ) -RRB- cord-302553-d0hk4ipg 334 34 " " `` cord-302553-d0hk4ipg 334 35 , , , cord-302553-d0hk4ipg 334 36 " " `` cord-302553-d0hk4ipg 334 37 fever fever NN cord-302553-d0hk4ipg 334 38 ( ( -LRB- cord-302553-d0hk4ipg 334 39 Fa Fa NNP cord-302553-d0hk4ipg 334 40 Shao Shao NNP cord-302553-d0hk4ipg 334 41 ) ) -RRB- cord-302553-d0hk4ipg 334 42 " " `` cord-302553-d0hk4ipg 334 43 , , , cord-302553-d0hk4ipg 334 44 " " `` cord-302553-d0hk4ipg 334 45 sneeze sneeze VB cord-302553-d0hk4ipg 334 46 ( ( -LRB- cord-302553-d0hk4ipg 334 47 Pen pen NN cord-302553-d0hk4ipg 334 48 Ti Ti NNP cord-302553-d0hk4ipg 334 49 ) ) -RRB- cord-302553-d0hk4ipg 334 50 " " '' cord-302553-d0hk4ipg 334 51 and and CC cord-302553-d0hk4ipg 334 52 " " `` cord-302553-d0hk4ipg 334 53 nasal nasal JJ cord-302553-d0hk4ipg 334 54 congestion congestion NN cord-302553-d0hk4ipg 334 55 ( ( -LRB- cord-302553-d0hk4ipg 334 56 Bi Bi NNP cord-302553-d0hk4ipg 334 57 Sai Sai NNP cord-302553-d0hk4ipg 334 58 ) ) -RRB- cord-302553-d0hk4ipg 334 59 " " `` cord-302553-d0hk4ipg 334 60 in in IN cord-302553-d0hk4ipg 334 61 2016 2016 CD cord-302553-d0hk4ipg 334 62 and and CC cord-302553-d0hk4ipg 334 63 2017 2017 CD cord-302553-d0hk4ipg 334 64 through through IN cord-302553-d0hk4ipg 334 65 a a DT cord-302553-d0hk4ipg 334 66 Sina Sina NNP cord-302553-d0hk4ipg 334 67 Application Application NNP cord-302553-d0hk4ipg 334 68 Programming Programming NNP cord-302553-d0hk4ipg 334 69 Interface Interface NNP cord-302553-d0hk4ipg 334 70 ( ( -LRB- cord-302553-d0hk4ipg 334 71 API API NNP cord-302553-d0hk4ipg 334 72 ) ) -RRB- cord-302553-d0hk4ipg 334 73 . . . cord-302553-d0hk4ipg 335 1 We -PRON- PRP cord-302553-d0hk4ipg 335 2 purchased purchase VBD cord-302553-d0hk4ipg 335 3 the the DT cord-302553-d0hk4ipg 335 4 official official JJ cord-302553-d0hk4ipg 335 5 data data NN cord-302553-d0hk4ipg 335 6 collection collection NN cord-302553-d0hk4ipg 335 7 service service NN cord-302553-d0hk4ipg 335 8 from from IN cord-302553-d0hk4ipg 335 9 Gooseeker Gooseeker NNP cord-302553-d0hk4ipg 335 10 . . . cord-302553-d0hk4ipg 336 1 Gooseeker Gooseeker NNP cord-302553-d0hk4ipg 336 2 is be VBZ cord-302553-d0hk4ipg 336 3 an an DT cord-302553-d0hk4ipg 336 4 authorized authorized JJ cord-302553-d0hk4ipg 336 5 API api NN cord-302553-d0hk4ipg 336 6 of of IN cord-302553-d0hk4ipg 336 7 Sina Sina NNP cord-302553-d0hk4ipg 336 8 Weibo Weibo NNP cord-302553-d0hk4ipg 336 9 . . . cord-302553-d0hk4ipg 337 1 The the DT cord-302553-d0hk4ipg 337 2 data datum NNS cord-302553-d0hk4ipg 337 3 do do VBP cord-302553-d0hk4ipg 337 4 not not RB cord-302553-d0hk4ipg 337 5 include include VB cord-302553-d0hk4ipg 337 6 private private JJ cord-302553-d0hk4ipg 337 7 information information NN cord-302553-d0hk4ipg 337 8 such such JJ cord-302553-d0hk4ipg 337 9 as as IN cord-302553-d0hk4ipg 337 10 personal personal JJ cord-302553-d0hk4ipg 337 11 name name NN cord-302553-d0hk4ipg 337 12 , , , cord-302553-d0hk4ipg 337 13 gender gender NN cord-302553-d0hk4ipg 337 14 , , , cord-302553-d0hk4ipg 337 15 age age NN cord-302553-d0hk4ipg 337 16 , , , cord-302553-d0hk4ipg 337 17 etc etc FW cord-302553-d0hk4ipg 337 18 . . FW cord-302553-d0hk4ipg 337 19 , , , cord-302553-d0hk4ipg 337 20 and and CC cord-302553-d0hk4ipg 337 21 do do VBP cord-302553-d0hk4ipg 337 22 not not RB cord-302553-d0hk4ipg 337 23 endanger endanger VB cord-302553-d0hk4ipg 337 24 privacy privacy NN cord-302553-d0hk4ipg 337 25 and and CC cord-302553-d0hk4ipg 337 26 other other JJ cord-302553-d0hk4ipg 337 27 related related JJ cord-302553-d0hk4ipg 337 28 issues issue NNS cord-302553-d0hk4ipg 337 29 . . . cord-302553-d0hk4ipg 338 1 All all DT cord-302553-d0hk4ipg 338 2 data datum NNS cord-302553-d0hk4ipg 338 3 can can MD cord-302553-d0hk4ipg 338 4 be be VB cord-302553-d0hk4ipg 338 5 used use VBN cord-302553-d0hk4ipg 338 6 legally legally RB cord-302553-d0hk4ipg 338 7 . . . cord-302553-d0hk4ipg 339 1 However however RB cord-302553-d0hk4ipg 339 2 , , , cord-302553-d0hk4ipg 339 3 the the DT cord-302553-d0hk4ipg 339 4 data datum NNS cord-302553-d0hk4ipg 339 5 include include VBP cord-302553-d0hk4ipg 339 6 a a DT cord-302553-d0hk4ipg 339 7 large large JJ cord-302553-d0hk4ipg 339 8 amount amount NN cord-302553-d0hk4ipg 339 9 of of IN cord-302553-d0hk4ipg 339 10 advertising advertising NN cord-302553-d0hk4ipg 339 11 and and CC cord-302553-d0hk4ipg 339 12 unrelated unrelated JJ cord-302553-d0hk4ipg 339 13 material material NN cord-302553-d0hk4ipg 339 14 . . . cord-302553-d0hk4ipg 340 1 Thus thus RB cord-302553-d0hk4ipg 340 2 , , , cord-302553-d0hk4ipg 340 3 the the DT cord-302553-d0hk4ipg 340 4 Support Support NNP cord-302553-d0hk4ipg 340 5 Vector Vector NNP cord-302553-d0hk4ipg 340 6 Machine Machine NNP cord-302553-d0hk4ipg 340 7 ( ( -LRB- cord-302553-d0hk4ipg 340 8 SVM SVM NNP cord-302553-d0hk4ipg 340 9 ) ) -RRB- cord-302553-d0hk4ipg 340 10 is be VBZ cord-302553-d0hk4ipg 340 11 used use VBN cord-302553-d0hk4ipg 340 12 to to TO cord-302553-d0hk4ipg 340 13 filter filter VB cord-302553-d0hk4ipg 340 14 out out RP cord-302553-d0hk4ipg 340 15 unrelated unrelated JJ cord-302553-d0hk4ipg 340 16 flu flu NN cord-302553-d0hk4ipg 340 17 weibos weibos NNP cord-302553-d0hk4ipg 340 18 . . . cord-302553-d0hk4ipg 341 1 Ultimately ultimately RB cord-302553-d0hk4ipg 341 2 , , , cord-302553-d0hk4ipg 341 3 100,000 100,000 CD cord-302553-d0hk4ipg 341 4 flu flu NN cord-302553-d0hk4ipg 341 5 - - HYPH cord-302553-d0hk4ipg 341 6 related relate VBN cord-302553-d0hk4ipg 341 7 weibos weibos NNP cord-302553-d0hk4ipg 341 8 were be VBD cord-302553-d0hk4ipg 341 9 chosen choose VBN cord-302553-d0hk4ipg 341 10 randomly randomly RB cord-302553-d0hk4ipg 341 11 as as IN cord-302553-d0hk4ipg 341 12 a a DT cord-302553-d0hk4ipg 341 13 word2vector word2vector NNP cord-302553-d0hk4ipg 341 14 training training NNP cord-302553-d0hk4ipg 341 15 corpus corpus NNP cord-302553-d0hk4ipg 341 16 in in IN cord-302553-d0hk4ipg 341 17 which which WDT cord-302553-d0hk4ipg 341 18 10,000 10,000 CD cord-302553-d0hk4ipg 341 19 weibos weibo NNS cord-302553-d0hk4ipg 341 20 in in IN cord-302553-d0hk4ipg 341 21 2016 2016 CD cord-302553-d0hk4ipg 341 22 and and CC cord-302553-d0hk4ipg 341 23 10,000 10,000 CD cord-302553-d0hk4ipg 341 24 weibos weibo NNS cord-302553-d0hk4ipg 341 25 in in IN cord-302553-d0hk4ipg 341 26 2017 2017 CD cord-302553-d0hk4ipg 341 27 were be VBD cord-302553-d0hk4ipg 341 28 randomly randomly RB cord-302553-d0hk4ipg 341 29 selected select VBN cord-302553-d0hk4ipg 341 30 as as IN cord-302553-d0hk4ipg 341 31 a a DT cord-302553-d0hk4ipg 341 32 neural neural JJ cord-302553-d0hk4ipg 341 33 network network NN cord-302553-d0hk4ipg 341 34 classification classification NN cord-302553-d0hk4ipg 341 35 dataset dataset NN cord-302553-d0hk4ipg 341 36 of of IN cord-302553-d0hk4ipg 341 37 sentiment sentiment NN cord-302553-d0hk4ipg 341 38 polarity polarity NN cord-302553-d0hk4ipg 341 39 and and CC cord-302553-d0hk4ipg 341 40 period period NN cord-302553-d0hk4ipg 341 41 . . . cord-302553-d0hk4ipg 342 1 In in IN cord-302553-d0hk4ipg 342 2 what what WP cord-302553-d0hk4ipg 342 3 follows follow VBZ cord-302553-d0hk4ipg 342 4 , , , cord-302553-d0hk4ipg 342 5 the the DT cord-302553-d0hk4ipg 342 6 20,000 20,000 CD cord-302553-d0hk4ipg 342 7 weibos weibo NNS cord-302553-d0hk4ipg 342 8 are be VBP cord-302553-d0hk4ipg 342 9 labeled label VBN cord-302553-d0hk4ipg 342 10 according accord VBG cord-302553-d0hk4ipg 342 11 to to IN cord-302553-d0hk4ipg 342 12 the the DT cord-302553-d0hk4ipg 342 13 following follow VBG cord-302553-d0hk4ipg 342 14 rules rule NNS cord-302553-d0hk4ipg 342 15 . . . cord-302553-d0hk4ipg 343 1 In in IN cord-302553-d0hk4ipg 343 2 terms term NNS cord-302553-d0hk4ipg 343 3 of of IN cord-302553-d0hk4ipg 343 4 sentiment sentiment NN cord-302553-d0hk4ipg 343 5 polarity polarity NN cord-302553-d0hk4ipg 343 6 , , , cord-302553-d0hk4ipg 343 7 " " '' cord-302553-d0hk4ipg 343 8 0 0 CD cord-302553-d0hk4ipg 343 9 " " '' cord-302553-d0hk4ipg 343 10 represents represent VBZ cord-302553-d0hk4ipg 343 11 positive positive JJ cord-302553-d0hk4ipg 343 12 sentiment sentiment NN cord-302553-d0hk4ipg 343 13 , , , cord-302553-d0hk4ipg 343 14 whereas whereas IN cord-302553-d0hk4ipg 343 15 " " `` cord-302553-d0hk4ipg 343 16 1"indicates 1"indicates CD cord-302553-d0hk4ipg 343 17 negative negative JJ cord-302553-d0hk4ipg 343 18 sentiment sentiment NN cord-302553-d0hk4ipg 343 19 . . . cord-302553-d0hk4ipg 344 1 In in IN cord-302553-d0hk4ipg 344 2 terms term NNS cord-302553-d0hk4ipg 344 3 of of IN cord-302553-d0hk4ipg 344 4 the the DT cord-302553-d0hk4ipg 344 5 period period NN cord-302553-d0hk4ipg 344 6 , , , cord-302553-d0hk4ipg 344 7 " " `` cord-302553-d0hk4ipg 344 8 0 0 NFP cord-302553-d0hk4ipg 344 9 " " '' cord-302553-d0hk4ipg 344 10 indicates indicate VBZ cord-302553-d0hk4ipg 344 11 the the DT cord-302553-d0hk4ipg 344 12 infectious infectious JJ cord-302553-d0hk4ipg 344 13 period period NN cord-302553-d0hk4ipg 344 14 , , , cord-302553-d0hk4ipg 344 15 while while IN cord-302553-d0hk4ipg 344 16 " " `` cord-302553-d0hk4ipg 344 17 1 1 CD cord-302553-d0hk4ipg 344 18 " " '' cord-302553-d0hk4ipg 344 19 represents represent VBZ cord-302553-d0hk4ipg 344 20 the the DT cord-302553-d0hk4ipg 344 21 recovered recovered JJ cord-302553-d0hk4ipg 344 22 period period NN cord-302553-d0hk4ipg 344 23 . . . cord-302553-d0hk4ipg 345 1 The the DT cord-302553-d0hk4ipg 345 2 dataset dataset NN cord-302553-d0hk4ipg 345 3 was be VBD cord-302553-d0hk4ipg 345 4 divided divide VBN cord-302553-d0hk4ipg 345 5 into into IN cord-302553-d0hk4ipg 345 6 4 4 CD cord-302553-d0hk4ipg 345 7 labeled label VBN cord-302553-d0hk4ipg 345 8 groups group NNS cord-302553-d0hk4ipg 345 9 with with IN cord-302553-d0hk4ipg 345 10 a a DT cord-302553-d0hk4ipg 345 11 total total NN cord-302553-d0hk4ipg 345 12 of of IN cord-302553-d0hk4ipg 345 13 12 12 CD cord-302553-d0hk4ipg 345 14 people people NNS cord-302553-d0hk4ipg 345 15 involved involve VBN cord-302553-d0hk4ipg 345 16 . . . cord-302553-d0hk4ipg 346 1 Every every DT cord-302553-d0hk4ipg 346 2 three three CD cord-302553-d0hk4ipg 346 3 members member NNS cord-302553-d0hk4ipg 346 4 were be VBD cord-302553-d0hk4ipg 346 5 in in IN cord-302553-d0hk4ipg 346 6 one one CD cord-302553-d0hk4ipg 346 7 group group NN cord-302553-d0hk4ipg 346 8 . . . cord-302553-d0hk4ipg 347 1 Each each DT cord-302553-d0hk4ipg 347 2 group group NN cord-302553-d0hk4ipg 347 3 was be VBD cord-302553-d0hk4ipg 347 4 assigned assign VBN cord-302553-d0hk4ipg 347 5 5000 5000 CD cord-302553-d0hk4ipg 347 6 weibos weibos NNP cord-302553-d0hk4ipg 347 7 . . . cord-302553-d0hk4ipg 348 1 Each each DT cord-302553-d0hk4ipg 348 2 member member NN cord-302553-d0hk4ipg 348 3 in in IN cord-302553-d0hk4ipg 348 4 one one CD cord-302553-d0hk4ipg 348 5 group group NN cord-302553-d0hk4ipg 348 6 was be VBD cord-302553-d0hk4ipg 348 7 required require VBN cord-302553-d0hk4ipg 348 8 to to TO cord-302553-d0hk4ipg 348 9 label label VB cord-302553-d0hk4ipg 348 10 all all DT cord-302553-d0hk4ipg 348 11 5000 5000 CD cord-302553-d0hk4ipg 348 12 weibos weibos NNP cord-302553-d0hk4ipg 348 13 without without IN cord-302553-d0hk4ipg 348 14 communication communication NN cord-302553-d0hk4ipg 348 15 to to TO cord-302553-d0hk4ipg 348 16 intentionally intentionally RB cord-302553-d0hk4ipg 348 17 make make VB cord-302553-d0hk4ipg 348 18 the the DT cord-302553-d0hk4ipg 348 19 marked mark VBN cord-302553-d0hk4ipg 348 20 category category NN cord-302553-d0hk4ipg 348 21 accurate accurate JJ cord-302553-d0hk4ipg 348 22 since since IN cord-302553-d0hk4ipg 348 23 artificial artificial JJ cord-302553-d0hk4ipg 348 24 annotation annotation NN cord-302553-d0hk4ipg 348 25 has have VBZ cord-302553-d0hk4ipg 348 26 a a DT cord-302553-d0hk4ipg 348 27 certain certain JJ cord-302553-d0hk4ipg 348 28 subjectivity subjectivity NN cord-302553-d0hk4ipg 348 29 . . . cord-302553-d0hk4ipg 349 1 The the DT cord-302553-d0hk4ipg 349 2 blog blog NN cord-302553-d0hk4ipg 349 3 was be VBD cord-302553-d0hk4ipg 349 4 thought think VBN cord-302553-d0hk4ipg 349 5 to to TO cord-302553-d0hk4ipg 349 6 be be VB cord-302553-d0hk4ipg 349 7 invalid invalid JJ cord-302553-d0hk4ipg 349 8 if if IN cord-302553-d0hk4ipg 349 9 the the DT cord-302553-d0hk4ipg 349 10 results result NNS cord-302553-d0hk4ipg 349 11 were be VBD cord-302553-d0hk4ipg 349 12 inconsistent inconsistent JJ cord-302553-d0hk4ipg 349 13 among among IN cord-302553-d0hk4ipg 349 14 the the DT cord-302553-d0hk4ipg 349 15 3 3 CD cord-302553-d0hk4ipg 349 16 members member NNS cord-302553-d0hk4ipg 349 17 . . . cord-302553-d0hk4ipg 350 1 After after IN cord-302553-d0hk4ipg 350 2 the the DT cord-302553-d0hk4ipg 350 3 process process NN cord-302553-d0hk4ipg 350 4 of of IN cord-302553-d0hk4ipg 350 5 cleaning cleaning NN cord-302553-d0hk4ipg 350 6 and and CC cord-302553-d0hk4ipg 350 7 arrangement arrangement NN cord-302553-d0hk4ipg 350 8 , , , cord-302553-d0hk4ipg 350 9 15,301 15,301 CD cord-302553-d0hk4ipg 350 10 weibos weibos NNP cord-302553-d0hk4ipg 350 11 were be VBD cord-302553-d0hk4ipg 350 12 valid valid JJ cord-302553-d0hk4ipg 350 13 , , , cord-302553-d0hk4ipg 350 14 with with IN cord-302553-d0hk4ipg 350 15 the the DT cord-302553-d0hk4ipg 350 16 remaining remain VBG cord-302553-d0hk4ipg 350 17 4699 4699 CD cord-302553-d0hk4ipg 350 18 weibos weibos NNP cord-302553-d0hk4ipg 350 19 invalid invalid JJ cord-302553-d0hk4ipg 350 20 . . . cord-302553-d0hk4ipg 351 1 We -PRON- PRP cord-302553-d0hk4ipg 351 2 randomly randomly RB cord-302553-d0hk4ipg 351 3 chose choose VBD cord-302553-d0hk4ipg 351 4 70 70 CD cord-302553-d0hk4ipg 351 5 % % NN cord-302553-d0hk4ipg 351 6 of of IN cord-302553-d0hk4ipg 351 7 the the DT cord-302553-d0hk4ipg 351 8 15,301 15,301 CD cord-302553-d0hk4ipg 351 9 valid valid JJ cord-302553-d0hk4ipg 351 10 weibos weibos NNP cord-302553-d0hk4ipg 351 11 as as IN cord-302553-d0hk4ipg 351 12 the the DT cord-302553-d0hk4ipg 351 13 neural neural JJ cord-302553-d0hk4ipg 351 14 network network NN cord-302553-d0hk4ipg 351 15 training training NN cord-302553-d0hk4ipg 351 16 set set VBN cord-302553-d0hk4ipg 351 17 and and CC cord-302553-d0hk4ipg 351 18 30 30 CD cord-302553-d0hk4ipg 351 19 % % NN cord-302553-d0hk4ipg 351 20 as as IN cord-302553-d0hk4ipg 351 21 the the DT cord-302553-d0hk4ipg 351 22 test test NN cord-302553-d0hk4ipg 351 23 set set VBN cord-302553-d0hk4ipg 351 24 . . . cord-302553-d0hk4ipg 352 1 First first RB cord-302553-d0hk4ipg 352 2 , , , cord-302553-d0hk4ipg 352 3 a a DT cord-302553-d0hk4ipg 352 4 word2vector word2vector NNP cord-302553-d0hk4ipg 352 5 corpus corpus NNP cord-302553-d0hk4ipg 352 6 was be VBD cord-302553-d0hk4ipg 352 7 built build VBN cord-302553-d0hk4ipg 352 8 from from IN cord-302553-d0hk4ipg 352 9 the the DT cord-302553-d0hk4ipg 352 10 100,000 100,000 CD cord-302553-d0hk4ipg 352 11 flu flu NN cord-302553-d0hk4ipg 352 12 - - HYPH cord-302553-d0hk4ipg 352 13 related relate VBN cord-302553-d0hk4ipg 352 14 weibos weibos NNP cord-302553-d0hk4ipg 352 15 , , , cord-302553-d0hk4ipg 352 16 including include VBG cord-302553-d0hk4ipg 352 17 50,000 50,000 CD cord-302553-d0hk4ipg 352 18 weibos weibo NNS cord-302553-d0hk4ipg 352 19 from from IN cord-302553-d0hk4ipg 352 20 2016 2016 CD cord-302553-d0hk4ipg 352 21 and and CC cord-302553-d0hk4ipg 352 22 50,000 50,000 CD cord-302553-d0hk4ipg 352 23 weibos weibo NNS cord-302553-d0hk4ipg 352 24 from from IN cord-302553-d0hk4ipg 352 25 2017 2017 CD cord-302553-d0hk4ipg 352 26 , , , cord-302553-d0hk4ipg 352 27 by by IN cord-302553-d0hk4ipg 352 28 removing remove VBG cord-302553-d0hk4ipg 352 29 irrelevant irrelevant JJ cord-302553-d0hk4ipg 352 30 stop stop NN cord-302553-d0hk4ipg 352 31 words word NNS cord-302553-d0hk4ipg 352 32 and and CC cord-302553-d0hk4ipg 352 33 symbols symbol NNS cord-302553-d0hk4ipg 352 34 . . . cord-302553-d0hk4ipg 353 1 The the DT cord-302553-d0hk4ipg 353 2 word word NN cord-302553-d0hk4ipg 353 3 frequency frequency NN cord-302553-d0hk4ipg 353 4 of of IN cord-302553-d0hk4ipg 353 5 the the DT cord-302553-d0hk4ipg 353 6 remaining remain VBG cord-302553-d0hk4ipg 353 7 words word NNS cord-302553-d0hk4ipg 353 8 was be VBD cord-302553-d0hk4ipg 353 9 calculated calculate VBN cord-302553-d0hk4ipg 353 10 to to TO cord-302553-d0hk4ipg 353 11 generate generate VB cord-302553-d0hk4ipg 353 12 word word NN cord-302553-d0hk4ipg 353 13 embedding embedding NN cord-302553-d0hk4ipg 353 14 by by IN cord-302553-d0hk4ipg 353 15 similarity similarity NN cord-302553-d0hk4ipg 353 16 and and CC cord-302553-d0hk4ipg 353 17 distance distance NN cord-302553-d0hk4ipg 353 18 between between IN cord-302553-d0hk4ipg 353 19 words word NNS cord-302553-d0hk4ipg 353 20 . . . cord-302553-d0hk4ipg 354 1 Each each DT cord-302553-d0hk4ipg 354 2 word word NN cord-302553-d0hk4ipg 354 3 consists consist VBZ cord-302553-d0hk4ipg 354 4 of of IN cord-302553-d0hk4ipg 354 5 a a DT cord-302553-d0hk4ipg 354 6 128-dimensional 128-dimensional CD cord-302553-d0hk4ipg 354 7 vector vector NN cord-302553-d0hk4ipg 354 8 . . . cord-302553-d0hk4ipg 355 1 One one CD cord-302553-d0hk4ipg 355 2 - - HYPH cord-302553-d0hk4ipg 355 3 hundred hundred CD cord-302553-d0hk4ipg 355 4 ninety ninety CD cord-302553-d0hk4ipg 355 5 - - HYPH cord-302553-d0hk4ipg 355 6 five five CD cord-302553-d0hk4ipg 355 7 words word NNS cord-302553-d0hk4ipg 355 8 ranked rank VBD cord-302553-d0hk4ipg 355 9 first first RB cord-302553-d0hk4ipg 355 10 and and CC cord-302553-d0hk4ipg 355 11 associated associate VBN cord-302553-d0hk4ipg 355 12 with with IN cord-302553-d0hk4ipg 355 13 the the DT cord-302553-d0hk4ipg 355 14 flu flu NN cord-302553-d0hk4ipg 355 15 were be VBD cord-302553-d0hk4ipg 355 16 screened screen VBN cord-302553-d0hk4ipg 355 17 out out RP cord-302553-d0hk4ipg 355 18 from from IN cord-302553-d0hk4ipg 355 19 the the DT cord-302553-d0hk4ipg 355 20 vocabulary vocabulary NN cord-302553-d0hk4ipg 355 21 and and CC cord-302553-d0hk4ipg 355 22 divided divide VBD cord-302553-d0hk4ipg 355 23 into into IN cord-302553-d0hk4ipg 355 24 four four CD cord-302553-d0hk4ipg 355 25 classes class NNS cord-302553-d0hk4ipg 355 26 , , , cord-302553-d0hk4ipg 355 27 which which WDT cord-302553-d0hk4ipg 355 28 represent represent VBP cord-302553-d0hk4ipg 355 29 the the DT cord-302553-d0hk4ipg 355 30 two two CD cord-302553-d0hk4ipg 355 31 types type NNS cord-302553-d0hk4ipg 355 32 of of IN cord-302553-d0hk4ipg 355 33 flu flu NN cord-302553-d0hk4ipg 355 34 period period NN cord-302553-d0hk4ipg 355 35 ( ( -LRB- cord-302553-d0hk4ipg 355 36 infectious infectious JJ cord-302553-d0hk4ipg 355 37 and and CC cord-302553-d0hk4ipg 355 38 recovered recovered JJ cord-302553-d0hk4ipg 355 39 ) ) -RRB- cord-302553-d0hk4ipg 355 40 and and CC cord-302553-d0hk4ipg 355 41 two two CD cord-302553-d0hk4ipg 355 42 types type NNS cord-302553-d0hk4ipg 355 43 of of IN cord-302553-d0hk4ipg 355 44 sentiment sentiment NN cord-302553-d0hk4ipg 355 45 polarity polarity NN cord-302553-d0hk4ipg 355 46 ( ( -LRB- cord-302553-d0hk4ipg 355 47 positive positive JJ cord-302553-d0hk4ipg 355 48 and and CC cord-302553-d0hk4ipg 355 49 negative negative JJ cord-302553-d0hk4ipg 355 50 ) ) -RRB- cord-302553-d0hk4ipg 355 51 . . . cord-302553-d0hk4ipg 356 1 The the DT cord-302553-d0hk4ipg 356 2 words word NNS cord-302553-d0hk4ipg 356 3 in in IN cord-302553-d0hk4ipg 356 4 the the DT cord-302553-d0hk4ipg 356 5 infectious infectious JJ cord-302553-d0hk4ipg 356 6 period period NN cord-302553-d0hk4ipg 356 7 mainly mainly RB cord-302553-d0hk4ipg 356 8 describe describe VBP cord-302553-d0hk4ipg 356 9 flu flu NN cord-302553-d0hk4ipg 356 10 confrontation confrontation NN cord-302553-d0hk4ipg 356 11 and and CC cord-302553-d0hk4ipg 356 12 symptoms symptom NNS cord-302553-d0hk4ipg 356 13 . . . cord-302553-d0hk4ipg 357 1 The the DT cord-302553-d0hk4ipg 357 2 recovered recovered JJ cord-302553-d0hk4ipg 357 3 period period NN cord-302553-d0hk4ipg 357 4 describes describe VBZ cord-302553-d0hk4ipg 357 5 the the DT cord-302553-d0hk4ipg 357 6 status status NN cord-302553-d0hk4ipg 357 7 of of IN cord-302553-d0hk4ipg 357 8 improvement improvement NN cord-302553-d0hk4ipg 357 9 or or CC cord-302553-d0hk4ipg 357 10 remission remission NN cord-302553-d0hk4ipg 357 11 of of IN cord-302553-d0hk4ipg 357 12 the the DT cord-302553-d0hk4ipg 357 13 flu flu NN cord-302553-d0hk4ipg 357 14 . . . cord-302553-d0hk4ipg 358 1 One one CD cord-302553-d0hk4ipg 358 2 - - HYPH cord-302553-d0hk4ipg 358 3 hundred hundred CD cord-302553-d0hk4ipg 358 4 ninety ninety CD cord-302553-d0hk4ipg 358 5 - - HYPH cord-302553-d0hk4ipg 358 6 five five CD cord-302553-d0hk4ipg 358 7 words word NNS cord-302553-d0hk4ipg 358 8 in in IN cord-302553-d0hk4ipg 358 9 four four CD cord-302553-d0hk4ipg 358 10 classes class NNS cord-302553-d0hk4ipg 358 11 can can MD cord-302553-d0hk4ipg 358 12 be be VB cord-302553-d0hk4ipg 358 13 found find VBN cord-302553-d0hk4ipg 358 14 in in IN cord-302553-d0hk4ipg 358 15 Table Table NNP cord-302553-d0hk4ipg 358 16 2 2 CD cord-302553-d0hk4ipg 358 17 . . . cord-302553-d0hk4ipg 359 1 To to TO cord-302553-d0hk4ipg 359 2 display display VB cord-302553-d0hk4ipg 359 3 the the DT cord-302553-d0hk4ipg 359 4 distribution distribution NN cord-302553-d0hk4ipg 359 5 of of IN cord-302553-d0hk4ipg 359 6 the the DT cord-302553-d0hk4ipg 359 7 195 195 CD cord-302553-d0hk4ipg 359 8 words word NNS cord-302553-d0hk4ipg 359 9 in in IN cord-302553-d0hk4ipg 359 10 two two CD cord-302553-d0hk4ipg 359 11 - - HYPH cord-302553-d0hk4ipg 359 12 dimensional dimensional JJ cord-302553-d0hk4ipg 359 13 space space NN cord-302553-d0hk4ipg 359 14 , , , cord-302553-d0hk4ipg 359 15 we -PRON- PRP cord-302553-d0hk4ipg 359 16 used use VBD cord-302553-d0hk4ipg 359 17 t t NN cord-302553-d0hk4ipg 359 18 - - HYPH cord-302553-d0hk4ipg 359 19 distributed distribute VBN cord-302553-d0hk4ipg 359 20 Stochastic Stochastic NNP cord-302553-d0hk4ipg 359 21 Neighbor Neighbor NNP cord-302553-d0hk4ipg 359 22 Embedding embedding NN cord-302553-d0hk4ipg 359 23 ( ( -LRB- cord-302553-d0hk4ipg 359 24 t t NN cord-302553-d0hk4ipg 359 25 - - HYPH cord-302553-d0hk4ipg 359 26 SNE SNE NNP cord-302553-d0hk4ipg 359 27 ) ) -RRB- cord-302553-d0hk4ipg 359 28 to to TO cord-302553-d0hk4ipg 359 29 reduce reduce VB cord-302553-d0hk4ipg 359 30 the the DT cord-302553-d0hk4ipg 359 31 dimension dimension NN cord-302553-d0hk4ipg 359 32 of of IN cord-302553-d0hk4ipg 359 33 the the DT cord-302553-d0hk4ipg 359 34 word word NN cord-302553-d0hk4ipg 359 35 embedding embedding NN cord-302553-d0hk4ipg 359 36 . . . cord-302553-d0hk4ipg 360 1 The the DT cord-302553-d0hk4ipg 360 2 scatter scatter NN cord-302553-d0hk4ipg 360 3 plot plot NN cord-302553-d0hk4ipg 360 4 was be VBD cord-302553-d0hk4ipg 360 5 drawn draw VBN cord-302553-d0hk4ipg 360 6 by by IN cord-302553-d0hk4ipg 360 7 the the DT cord-302553-d0hk4ipg 360 8 two two CD cord-302553-d0hk4ipg 360 9 - - HYPH cord-302553-d0hk4ipg 360 10 dimensional dimensional JJ cord-302553-d0hk4ipg 360 11 coordinates coordinate NNS cord-302553-d0hk4ipg 360 12 of of IN cord-302553-d0hk4ipg 360 13 each each DT cord-302553-d0hk4ipg 360 14 word word NN cord-302553-d0hk4ipg 360 15 in in IN cord-302553-d0hk4ipg 360 16 Figure Figure NNP cord-302553-d0hk4ipg 360 17 10 10 CD cord-302553-d0hk4ipg 360 18 . . . cord-302553-d0hk4ipg 361 1 Each each DT cord-302553-d0hk4ipg 361 2 point point NN cord-302553-d0hk4ipg 361 3 is be VBZ cord-302553-d0hk4ipg 361 4 a a DT cord-302553-d0hk4ipg 361 5 word word NN cord-302553-d0hk4ipg 361 6 , , , cord-302553-d0hk4ipg 361 7 with with IN cord-302553-d0hk4ipg 361 8 a a DT cord-302553-d0hk4ipg 361 9 total total NN cord-302553-d0hk4ipg 361 10 of of IN cord-302553-d0hk4ipg 361 11 195 195 CD cord-302553-d0hk4ipg 361 12 points point NNS cord-302553-d0hk4ipg 361 13 . . . cord-302553-d0hk4ipg 362 1 It -PRON- PRP cord-302553-d0hk4ipg 362 2 is be VBZ cord-302553-d0hk4ipg 362 3 clear clear JJ cord-302553-d0hk4ipg 362 4 that that IN cord-302553-d0hk4ipg 362 5 the the DT cord-302553-d0hk4ipg 362 6 words word NNS cord-302553-d0hk4ipg 362 7 that that WDT cord-302553-d0hk4ipg 362 8 denote denote VBP cord-302553-d0hk4ipg 362 9 positive positive JJ cord-302553-d0hk4ipg 362 10 sentiment sentiment NN cord-302553-d0hk4ipg 362 11 and and CC cord-302553-d0hk4ipg 362 12 the the DT cord-302553-d0hk4ipg 362 13 recovered recovered JJ cord-302553-d0hk4ipg 362 14 period period NN cord-302553-d0hk4ipg 362 15 are be VBP cord-302553-d0hk4ipg 362 16 clustered cluster VBN cord-302553-d0hk4ipg 362 17 together together RB cord-302553-d0hk4ipg 362 18 , , , cord-302553-d0hk4ipg 362 19 and and CC cord-302553-d0hk4ipg 362 20 the the DT cord-302553-d0hk4ipg 362 21 words word NNS cord-302553-d0hk4ipg 362 22 in in IN cord-302553-d0hk4ipg 362 23 the the DT cord-302553-d0hk4ipg 362 24 negative negative JJ cord-302553-d0hk4ipg 362 25 sentiment sentiment NN cord-302553-d0hk4ipg 362 26 and and CC cord-302553-d0hk4ipg 362 27 infectious infectious JJ cord-302553-d0hk4ipg 362 28 period period NN cord-302553-d0hk4ipg 362 29 are be VBP cord-302553-d0hk4ipg 362 30 clustered cluster VBN cord-302553-d0hk4ipg 362 31 together together RB cord-302553-d0hk4ipg 362 32 closely closely RB cord-302553-d0hk4ipg 362 33 . . . cord-302553-d0hk4ipg 363 1 In in IN cord-302553-d0hk4ipg 363 2 addition addition NN cord-302553-d0hk4ipg 363 3 , , , cord-302553-d0hk4ipg 363 4 between between IN cord-302553-d0hk4ipg 363 5 these these DT cord-302553-d0hk4ipg 363 6 195 195 CD cord-302553-d0hk4ipg 363 7 words word NNS cord-302553-d0hk4ipg 363 8 , , , cord-302553-d0hk4ipg 363 9 this this DT cord-302553-d0hk4ipg 363 10 paper paper NN cord-302553-d0hk4ipg 363 11 calculates calculate VBZ cord-302553-d0hk4ipg 363 12 the the DT cord-302553-d0hk4ipg 363 13 similarity similarity NN cord-302553-d0hk4ipg 363 14 between between IN cord-302553-d0hk4ipg 363 15 every every DT cord-302553-d0hk4ipg 363 16 two two CD cord-302553-d0hk4ipg 363 17 words word NNS cord-302553-d0hk4ipg 363 18 of of IN cord-302553-d0hk4ipg 363 19 the the DT cord-302553-d0hk4ipg 363 20 flu flu NN cord-302553-d0hk4ipg 363 21 period period NN cord-302553-d0hk4ipg 363 22 and and CC cord-302553-d0hk4ipg 363 23 the the DT cord-302553-d0hk4ipg 363 24 sentiment sentiment NN cord-302553-d0hk4ipg 363 25 polarity polarity NN cord-302553-d0hk4ipg 363 26 based base VBN cord-302553-d0hk4ipg 363 27 on on IN cord-302553-d0hk4ipg 363 28 word2vector word2vector NNP cord-302553-d0hk4ipg 363 29 . . . cord-302553-d0hk4ipg 364 1 Additionally additionally RB cord-302553-d0hk4ipg 364 2 , , , cord-302553-d0hk4ipg 364 3 a a DT cord-302553-d0hk4ipg 364 4 similarity similarity NN cord-302553-d0hk4ipg 364 5 greater great JJR cord-302553-d0hk4ipg 364 6 than than IN cord-302553-d0hk4ipg 364 7 0.6 0.6 CD cord-302553-d0hk4ipg 364 8 was be VBD cord-302553-d0hk4ipg 364 9 reserved reserve VBN cord-302553-d0hk4ipg 364 10 , , , cord-302553-d0hk4ipg 364 11 which which WDT cord-302553-d0hk4ipg 364 12 is be VBZ cord-302553-d0hk4ipg 364 13 represented represent VBN cord-302553-d0hk4ipg 364 14 by by IN cord-302553-d0hk4ipg 364 15 the the DT cord-302553-d0hk4ipg 364 16 connections connection NNS cord-302553-d0hk4ipg 364 17 in in IN cord-302553-d0hk4ipg 364 18 Figure figure NN cord-302553-d0hk4ipg 364 19 10 10 CD cord-302553-d0hk4ipg 364 20 . . . cord-302553-d0hk4ipg 365 1 Therefore therefore RB cord-302553-d0hk4ipg 365 2 , , , cord-302553-d0hk4ipg 365 3 as as IN cord-302553-d0hk4ipg 365 4 seen see VBN cord-302553-d0hk4ipg 365 5 from from IN cord-302553-d0hk4ipg 365 6 Figure figure NN cord-302553-d0hk4ipg 365 7 10 10 CD cord-302553-d0hk4ipg 365 8 , , , cord-302553-d0hk4ipg 365 9 there there EX cord-302553-d0hk4ipg 365 10 are be VBP cord-302553-d0hk4ipg 365 11 four four CD cord-302553-d0hk4ipg 365 12 types type NNS cord-302553-d0hk4ipg 365 13 of of IN cord-302553-d0hk4ipg 365 14 connections connection NNS cord-302553-d0hk4ipg 365 15 , , , cord-302553-d0hk4ipg 365 16 which which WDT cord-302553-d0hk4ipg 365 17 are be VBP cord-302553-d0hk4ipg 365 18 divided divide VBN cord-302553-d0hk4ipg 365 19 between between IN cord-302553-d0hk4ipg 365 20 the the DT cord-302553-d0hk4ipg 365 21 infectious infectious JJ cord-302553-d0hk4ipg 365 22 period period NN cord-302553-d0hk4ipg 365 23 and and CC cord-302553-d0hk4ipg 365 24 negative negative JJ cord-302553-d0hk4ipg 365 25 sentiment sentiment NN cord-302553-d0hk4ipg 365 26 , , , cord-302553-d0hk4ipg 365 27 infectious infectious JJ cord-302553-d0hk4ipg 365 28 period period NN cord-302553-d0hk4ipg 365 29 and and CC cord-302553-d0hk4ipg 365 30 positive positive JJ cord-302553-d0hk4ipg 365 31 sentiment sentiment NN cord-302553-d0hk4ipg 365 32 , , , cord-302553-d0hk4ipg 365 33 recovered recover VBD cord-302553-d0hk4ipg 365 34 period period NN cord-302553-d0hk4ipg 365 35 and and CC cord-302553-d0hk4ipg 365 36 negative negative JJ cord-302553-d0hk4ipg 365 37 sentiment sentiment NN cord-302553-d0hk4ipg 365 38 , , , cord-302553-d0hk4ipg 365 39 and and CC cord-302553-d0hk4ipg 365 40 recovered recover VBD cord-302553-d0hk4ipg 365 41 period period NN cord-302553-d0hk4ipg 365 42 and and CC cord-302553-d0hk4ipg 365 43 positive positive JJ cord-302553-d0hk4ipg 365 44 sentiment sentiment NN cord-302553-d0hk4ipg 365 45 . . . cord-302553-d0hk4ipg 366 1 This this DT cord-302553-d0hk4ipg 366 2 paper paper NN cord-302553-d0hk4ipg 366 3 also also RB cord-302553-d0hk4ipg 366 4 performed perform VBD cord-302553-d0hk4ipg 366 5 statistical statistical JJ cord-302553-d0hk4ipg 366 6 analysis analysis NN cord-302553-d0hk4ipg 366 7 on on IN cord-302553-d0hk4ipg 366 8 these these DT cord-302553-d0hk4ipg 366 9 four four CD cord-302553-d0hk4ipg 366 10 types type NNS cord-302553-d0hk4ipg 366 11 of of IN cord-302553-d0hk4ipg 366 12 lines line NNS cord-302553-d0hk4ipg 366 13 in in IN cord-302553-d0hk4ipg 366 14 the the DT cord-302553-d0hk4ipg 366 15 scatter scatter NN cord-302553-d0hk4ipg 366 16 plot plot NN cord-302553-d0hk4ipg 366 17 . . . cord-302553-d0hk4ipg 367 1 When when WRB cord-302553-d0hk4ipg 367 2 the the DT cord-302553-d0hk4ipg 367 3 similarity similarity NN cord-302553-d0hk4ipg 367 4 is be VBZ cord-302553-d0hk4ipg 367 5 greater great JJR cord-302553-d0hk4ipg 367 6 than than IN cord-302553-d0hk4ipg 367 7 0.6 0.6 CD cord-302553-d0hk4ipg 367 8 , , , cord-302553-d0hk4ipg 367 9 it -PRON- PRP cord-302553-d0hk4ipg 367 10 is be VBZ cord-302553-d0hk4ipg 367 11 found find VBN cord-302553-d0hk4ipg 367 12 that that IN cord-302553-d0hk4ipg 367 13 there there EX cord-302553-d0hk4ipg 367 14 are be VBP cord-302553-d0hk4ipg 367 15 53 53 CD cord-302553-d0hk4ipg 367 16 links link NNS cord-302553-d0hk4ipg 367 17 between between IN cord-302553-d0hk4ipg 367 18 the the DT cord-302553-d0hk4ipg 367 19 infectious infectious JJ cord-302553-d0hk4ipg 367 20 period period NN cord-302553-d0hk4ipg 367 21 and and CC cord-302553-d0hk4ipg 367 22 negative negative JJ cord-302553-d0hk4ipg 367 23 sentiment sentiment NN cord-302553-d0hk4ipg 367 24 and and CC cord-302553-d0hk4ipg 367 25 more more JJR cord-302553-d0hk4ipg 367 26 than than IN cord-302553-d0hk4ipg 367 27 16 16 CD cord-302553-d0hk4ipg 367 28 links link NNS cord-302553-d0hk4ipg 367 29 between between IN cord-302553-d0hk4ipg 367 30 the the DT cord-302553-d0hk4ipg 367 31 infectious infectious JJ cord-302553-d0hk4ipg 367 32 period period NN cord-302553-d0hk4ipg 367 33 and and CC cord-302553-d0hk4ipg 367 34 positive positive JJ cord-302553-d0hk4ipg 367 35 sentiment sentiment NN cord-302553-d0hk4ipg 367 36 . . . cord-302553-d0hk4ipg 368 1 Additionally additionally RB cord-302553-d0hk4ipg 368 2 , , , cord-302553-d0hk4ipg 368 3 there there EX cord-302553-d0hk4ipg 368 4 are be VBP cord-302553-d0hk4ipg 368 5 81 81 CD cord-302553-d0hk4ipg 368 6 links link NNS cord-302553-d0hk4ipg 368 7 between between IN cord-302553-d0hk4ipg 368 8 the the DT cord-302553-d0hk4ipg 368 9 recovered recovered JJ cord-302553-d0hk4ipg 368 10 period period NN cord-302553-d0hk4ipg 368 11 and and CC cord-302553-d0hk4ipg 368 12 positive positive JJ cord-302553-d0hk4ipg 368 13 sentiment sentiment NN cord-302553-d0hk4ipg 368 14 and and CC cord-302553-d0hk4ipg 368 15 more more JJR cord-302553-d0hk4ipg 368 16 than than IN cord-302553-d0hk4ipg 368 17 7 7 CD cord-302553-d0hk4ipg 368 18 links link NNS cord-302553-d0hk4ipg 368 19 between between IN cord-302553-d0hk4ipg 368 20 the the DT cord-302553-d0hk4ipg 368 21 recovered recovered JJ cord-302553-d0hk4ipg 368 22 period period NN cord-302553-d0hk4ipg 368 23 and and CC cord-302553-d0hk4ipg 368 24 negative negative JJ cord-302553-d0hk4ipg 368 25 sentiment sentiment NN cord-302553-d0hk4ipg 368 26 . . . cord-302553-d0hk4ipg 369 1 Obviously obviously RB cord-302553-d0hk4ipg 369 2 , , , cord-302553-d0hk4ipg 369 3 the the DT cord-302553-d0hk4ipg 369 4 infectious infectious JJ cord-302553-d0hk4ipg 369 5 period period NN cord-302553-d0hk4ipg 369 6 is be VBZ cord-302553-d0hk4ipg 369 7 much much RB cord-302553-d0hk4ipg 369 8 more more RBR cord-302553-d0hk4ipg 369 9 similar similar JJ cord-302553-d0hk4ipg 369 10 and and CC cord-302553-d0hk4ipg 369 11 closer close RBR cord-302553-d0hk4ipg 369 12 to to IN cord-302553-d0hk4ipg 369 13 negative negative JJ cord-302553-d0hk4ipg 369 14 sentiment sentiment NN cord-302553-d0hk4ipg 369 15 than than IN cord-302553-d0hk4ipg 369 16 to to IN cord-302553-d0hk4ipg 369 17 positive positive JJ cord-302553-d0hk4ipg 369 18 sentiment sentiment NN cord-302553-d0hk4ipg 369 19 . . . cord-302553-d0hk4ipg 370 1 In in IN cord-302553-d0hk4ipg 370 2 contrast contrast NN cord-302553-d0hk4ipg 370 3 , , , cord-302553-d0hk4ipg 370 4 the the DT cord-302553-d0hk4ipg 370 5 recovered recovered JJ cord-302553-d0hk4ipg 370 6 period period NN cord-302553-d0hk4ipg 370 7 is be VBZ cord-302553-d0hk4ipg 370 8 much much RB cord-302553-d0hk4ipg 370 9 more more RBR cord-302553-d0hk4ipg 370 10 similar similar JJ cord-302553-d0hk4ipg 370 11 and and CC cord-302553-d0hk4ipg 370 12 closer close RBR cord-302553-d0hk4ipg 370 13 to to IN cord-302553-d0hk4ipg 370 14 positive positive JJ cord-302553-d0hk4ipg 370 15 sentiment sentiment NN cord-302553-d0hk4ipg 370 16 than than IN cord-302553-d0hk4ipg 370 17 to to IN cord-302553-d0hk4ipg 370 18 negative negative JJ cord-302553-d0hk4ipg 370 19 sentiment sentiment NN cord-302553-d0hk4ipg 370 20 . . . cord-302553-d0hk4ipg 371 1 period period NN cord-302553-d0hk4ipg 371 2 are be VBP cord-302553-d0hk4ipg 371 3 clustered cluster VBN cord-302553-d0hk4ipg 371 4 together together RB cord-302553-d0hk4ipg 371 5 , , , cord-302553-d0hk4ipg 371 6 and and CC cord-302553-d0hk4ipg 371 7 the the DT cord-302553-d0hk4ipg 371 8 words word NNS cord-302553-d0hk4ipg 371 9 in in IN cord-302553-d0hk4ipg 371 10 the the DT cord-302553-d0hk4ipg 371 11 negative negative JJ cord-302553-d0hk4ipg 371 12 sentiment sentiment NN cord-302553-d0hk4ipg 371 13 and and CC cord-302553-d0hk4ipg 371 14 infectious infectious JJ cord-302553-d0hk4ipg 371 15 period period NN cord-302553-d0hk4ipg 371 16 are be VBP cord-302553-d0hk4ipg 371 17 clustered cluster VBN cord-302553-d0hk4ipg 371 18 together together RB cord-302553-d0hk4ipg 371 19 closely closely RB cord-302553-d0hk4ipg 371 20 . . . cord-302553-d0hk4ipg 372 1 In in IN cord-302553-d0hk4ipg 372 2 addition addition NN cord-302553-d0hk4ipg 372 3 , , , cord-302553-d0hk4ipg 372 4 between between IN cord-302553-d0hk4ipg 372 5 these these DT cord-302553-d0hk4ipg 372 6 195 195 CD cord-302553-d0hk4ipg 372 7 words word NNS cord-302553-d0hk4ipg 372 8 , , , cord-302553-d0hk4ipg 372 9 this this DT cord-302553-d0hk4ipg 372 10 paper paper NN cord-302553-d0hk4ipg 372 11 calculates calculate VBZ cord-302553-d0hk4ipg 372 12 the the DT cord-302553-d0hk4ipg 372 13 similarity similarity NN cord-302553-d0hk4ipg 372 14 between between IN cord-302553-d0hk4ipg 372 15 every every DT cord-302553-d0hk4ipg 372 16 two two CD cord-302553-d0hk4ipg 372 17 words word NNS cord-302553-d0hk4ipg 372 18 of of IN cord-302553-d0hk4ipg 372 19 the the DT cord-302553-d0hk4ipg 372 20 flu flu NN cord-302553-d0hk4ipg 372 21 period period NN cord-302553-d0hk4ipg 372 22 and and CC cord-302553-d0hk4ipg 372 23 the the DT cord-302553-d0hk4ipg 372 24 sentiment sentiment NN cord-302553-d0hk4ipg 372 25 polarity polarity NN cord-302553-d0hk4ipg 372 26 based base VBN cord-302553-d0hk4ipg 372 27 on on IN cord-302553-d0hk4ipg 372 28 word2vector word2vector NNP cord-302553-d0hk4ipg 372 29 . . . cord-302553-d0hk4ipg 373 1 Additionally additionally RB cord-302553-d0hk4ipg 373 2 , , , cord-302553-d0hk4ipg 373 3 a a DT cord-302553-d0hk4ipg 373 4 similarity similarity NN cord-302553-d0hk4ipg 373 5 greater great JJR cord-302553-d0hk4ipg 373 6 than than IN cord-302553-d0hk4ipg 373 7 0.6 0.6 CD cord-302553-d0hk4ipg 373 8 was be VBD cord-302553-d0hk4ipg 373 9 reserved reserve VBN cord-302553-d0hk4ipg 373 10 , , , cord-302553-d0hk4ipg 373 11 which which WDT cord-302553-d0hk4ipg 373 12 is be VBZ cord-302553-d0hk4ipg 373 13 represented represent VBN cord-302553-d0hk4ipg 373 14 by by IN cord-302553-d0hk4ipg 373 15 the the DT cord-302553-d0hk4ipg 373 16 connections connection NNS cord-302553-d0hk4ipg 373 17 in in IN cord-302553-d0hk4ipg 373 18 Figure figure NN cord-302553-d0hk4ipg 373 19 10 10 CD cord-302553-d0hk4ipg 373 20 . . . cord-302553-d0hk4ipg 374 1 Therefore therefore RB cord-302553-d0hk4ipg 374 2 , , , cord-302553-d0hk4ipg 374 3 as as IN cord-302553-d0hk4ipg 374 4 seen see VBN cord-302553-d0hk4ipg 374 5 from from IN cord-302553-d0hk4ipg 374 6 Figure figure NN cord-302553-d0hk4ipg 374 7 10 10 CD cord-302553-d0hk4ipg 374 8 , , , cord-302553-d0hk4ipg 374 9 there there EX cord-302553-d0hk4ipg 374 10 are be VBP cord-302553-d0hk4ipg 374 11 four four CD cord-302553-d0hk4ipg 374 12 types type NNS cord-302553-d0hk4ipg 374 13 of of IN cord-302553-d0hk4ipg 374 14 connections connection NNS cord-302553-d0hk4ipg 374 15 , , , cord-302553-d0hk4ipg 374 16 which which WDT cord-302553-d0hk4ipg 374 17 are be VBP cord-302553-d0hk4ipg 374 18 divided divide VBN cord-302553-d0hk4ipg 374 19 between between IN cord-302553-d0hk4ipg 374 20 the the DT cord-302553-d0hk4ipg 374 21 infectious infectious JJ cord-302553-d0hk4ipg 374 22 period period NN cord-302553-d0hk4ipg 374 23 and and CC cord-302553-d0hk4ipg 374 24 negative negative JJ cord-302553-d0hk4ipg 374 25 sentiment sentiment NN cord-302553-d0hk4ipg 374 26 , , , cord-302553-d0hk4ipg 374 27 infectious infectious JJ cord-302553-d0hk4ipg 374 28 period period NN cord-302553-d0hk4ipg 374 29 and and CC cord-302553-d0hk4ipg 374 30 positive positive JJ cord-302553-d0hk4ipg 374 31 sentiment sentiment NN cord-302553-d0hk4ipg 374 32 , , , cord-302553-d0hk4ipg 374 33 recovered recover VBD cord-302553-d0hk4ipg 374 34 period period NN cord-302553-d0hk4ipg 374 35 and and CC cord-302553-d0hk4ipg 374 36 negative negative JJ cord-302553-d0hk4ipg 374 37 sentiment sentiment NN cord-302553-d0hk4ipg 374 38 , , , cord-302553-d0hk4ipg 374 39 and and CC cord-302553-d0hk4ipg 374 40 recovered recover VBD cord-302553-d0hk4ipg 374 41 period period NN cord-302553-d0hk4ipg 374 42 and and CC cord-302553-d0hk4ipg 374 43 positive positive JJ cord-302553-d0hk4ipg 374 44 sentiment sentiment NN cord-302553-d0hk4ipg 374 45 . . . cord-302553-d0hk4ipg 375 1 This this DT cord-302553-d0hk4ipg 375 2 paper paper NN cord-302553-d0hk4ipg 375 3 also also RB cord-302553-d0hk4ipg 375 4 performed perform VBD cord-302553-d0hk4ipg 375 5 statistical statistical JJ cord-302553-d0hk4ipg 375 6 analysis analysis NN cord-302553-d0hk4ipg 375 7 on on IN cord-302553-d0hk4ipg 375 8 these these DT cord-302553-d0hk4ipg 375 9 four four CD cord-302553-d0hk4ipg 375 10 types type NNS cord-302553-d0hk4ipg 375 11 of of IN cord-302553-d0hk4ipg 375 12 lines line NNS cord-302553-d0hk4ipg 375 13 in in IN cord-302553-d0hk4ipg 375 14 the the DT cord-302553-d0hk4ipg 375 15 scatter scatter NN cord-302553-d0hk4ipg 375 16 plot plot NN cord-302553-d0hk4ipg 375 17 . . . cord-302553-d0hk4ipg 376 1 When when WRB cord-302553-d0hk4ipg 376 2 the the DT cord-302553-d0hk4ipg 376 3 similarity similarity NN cord-302553-d0hk4ipg 376 4 is be VBZ cord-302553-d0hk4ipg 376 5 greater great JJR cord-302553-d0hk4ipg 376 6 than than IN cord-302553-d0hk4ipg 376 7 0.6 0.6 CD cord-302553-d0hk4ipg 376 8 , , , cord-302553-d0hk4ipg 376 9 it -PRON- PRP cord-302553-d0hk4ipg 376 10 is be VBZ cord-302553-d0hk4ipg 376 11 found find VBN cord-302553-d0hk4ipg 376 12 that that IN cord-302553-d0hk4ipg 376 13 there there EX cord-302553-d0hk4ipg 376 14 are be VBP cord-302553-d0hk4ipg 376 15 53 53 CD cord-302553-d0hk4ipg 376 16 links link NNS cord-302553-d0hk4ipg 376 17 between between IN cord-302553-d0hk4ipg 376 18 the the DT cord-302553-d0hk4ipg 376 19 infectious infectious JJ cord-302553-d0hk4ipg 376 20 period period NN cord-302553-d0hk4ipg 376 21 and and CC cord-302553-d0hk4ipg 376 22 negative negative JJ cord-302553-d0hk4ipg 376 23 sentiment sentiment NN cord-302553-d0hk4ipg 376 24 and and CC cord-302553-d0hk4ipg 376 25 more more JJR cord-302553-d0hk4ipg 376 26 than than IN cord-302553-d0hk4ipg 376 27 16 16 CD cord-302553-d0hk4ipg 376 28 links link NNS cord-302553-d0hk4ipg 376 29 between between IN cord-302553-d0hk4ipg 376 30 the the DT cord-302553-d0hk4ipg 376 31 infectious infectious JJ cord-302553-d0hk4ipg 376 32 period period NN cord-302553-d0hk4ipg 376 33 and and CC cord-302553-d0hk4ipg 376 34 positive positive JJ cord-302553-d0hk4ipg 376 35 sentiment sentiment NN cord-302553-d0hk4ipg 376 36 . . . cord-302553-d0hk4ipg 377 1 Additionally additionally RB cord-302553-d0hk4ipg 377 2 , , , cord-302553-d0hk4ipg 377 3 there there EX cord-302553-d0hk4ipg 377 4 are be VBP cord-302553-d0hk4ipg 377 5 81 81 CD cord-302553-d0hk4ipg 377 6 links link NNS cord-302553-d0hk4ipg 377 7 between between IN cord-302553-d0hk4ipg 377 8 the the DT cord-302553-d0hk4ipg 377 9 recovered recovered JJ cord-302553-d0hk4ipg 377 10 period period NN cord-302553-d0hk4ipg 377 11 and and CC cord-302553-d0hk4ipg 377 12 positive positive JJ cord-302553-d0hk4ipg 377 13 sentiment sentiment NN cord-302553-d0hk4ipg 377 14 and and CC cord-302553-d0hk4ipg 377 15 more more JJR cord-302553-d0hk4ipg 377 16 than than IN cord-302553-d0hk4ipg 377 17 7 7 CD cord-302553-d0hk4ipg 377 18 links link NNS cord-302553-d0hk4ipg 377 19 between between IN cord-302553-d0hk4ipg 377 20 the the DT cord-302553-d0hk4ipg 377 21 recovered recovered JJ cord-302553-d0hk4ipg 377 22 period period NN cord-302553-d0hk4ipg 377 23 and and CC cord-302553-d0hk4ipg 377 24 negative negative JJ cord-302553-d0hk4ipg 377 25 sentiment sentiment NN cord-302553-d0hk4ipg 377 26 . . . cord-302553-d0hk4ipg 378 1 Obviously obviously RB cord-302553-d0hk4ipg 378 2 , , , cord-302553-d0hk4ipg 378 3 the the DT cord-302553-d0hk4ipg 378 4 infectious infectious JJ cord-302553-d0hk4ipg 378 5 period period NN cord-302553-d0hk4ipg 378 6 is be VBZ cord-302553-d0hk4ipg 378 7 much much RB cord-302553-d0hk4ipg 378 8 more more RBR cord-302553-d0hk4ipg 378 9 similar similar JJ cord-302553-d0hk4ipg 378 10 and and CC cord-302553-d0hk4ipg 378 11 closer close RBR cord-302553-d0hk4ipg 378 12 to to IN cord-302553-d0hk4ipg 378 13 negative negative JJ cord-302553-d0hk4ipg 378 14 sentiment sentiment NN cord-302553-d0hk4ipg 378 15 than than IN cord-302553-d0hk4ipg 378 16 to to IN cord-302553-d0hk4ipg 378 17 positive positive JJ cord-302553-d0hk4ipg 378 18 sentiment sentiment NN cord-302553-d0hk4ipg 378 19 . . . cord-302553-d0hk4ipg 379 1 In in IN cord-302553-d0hk4ipg 379 2 contrast contrast NN cord-302553-d0hk4ipg 379 3 , , , cord-302553-d0hk4ipg 379 4 the the DT cord-302553-d0hk4ipg 379 5 recovered recovered JJ cord-302553-d0hk4ipg 379 6 period period NN cord-302553-d0hk4ipg 379 7 is be VBZ cord-302553-d0hk4ipg 379 8 much much RB cord-302553-d0hk4ipg 379 9 more more RBR cord-302553-d0hk4ipg 379 10 similar similar JJ cord-302553-d0hk4ipg 379 11 and and CC cord-302553-d0hk4ipg 379 12 closer close RBR cord-302553-d0hk4ipg 379 13 to to IN cord-302553-d0hk4ipg 379 14 positive positive JJ cord-302553-d0hk4ipg 379 15 sentiment sentiment NN cord-302553-d0hk4ipg 379 16 than than IN cord-302553-d0hk4ipg 379 17 to to IN cord-302553-d0hk4ipg 379 18 negative negative JJ cord-302553-d0hk4ipg 379 19 sentiment sentiment NN cord-302553-d0hk4ipg 379 20 . . . cord-302553-d0hk4ipg 380 1 To to TO cord-302553-d0hk4ipg 380 2 demonstrate demonstrate VB cord-302553-d0hk4ipg 380 3 the the DT cord-302553-d0hk4ipg 380 4 relationship relationship NN cord-302553-d0hk4ipg 380 5 between between IN cord-302553-d0hk4ipg 380 6 these these DT cord-302553-d0hk4ipg 380 7 195 195 CD cord-302553-d0hk4ipg 380 8 words word NNS cord-302553-d0hk4ipg 380 9 and and CC cord-302553-d0hk4ipg 380 10 their -PRON- PRP$ cord-302553-d0hk4ipg 380 11 similarity similarity NN cord-302553-d0hk4ipg 380 12 , , , cord-302553-d0hk4ipg 380 13 a a DT cord-302553-d0hk4ipg 380 14 Force Force NNP cord-302553-d0hk4ipg 380 15 Directed Directed NNP cord-302553-d0hk4ipg 380 16 Graph Graph NNP cord-302553-d0hk4ipg 380 17 of of IN cord-302553-d0hk4ipg 380 18 Words Words NNPS cord-302553-d0hk4ipg 380 19 ' ' POS cord-302553-d0hk4ipg 380 20 Similarity similarity NN cord-302553-d0hk4ipg 380 21 is be VBZ cord-302553-d0hk4ipg 380 22 shown show VBN cord-302553-d0hk4ipg 380 23 in in IN cord-302553-d0hk4ipg 380 24 Figure figure NN cord-302553-d0hk4ipg 380 25 11 11 CD cord-302553-d0hk4ipg 380 26 , , , cord-302553-d0hk4ipg 380 27 where where WRB cord-302553-d0hk4ipg 380 28 a a DT cord-302553-d0hk4ipg 380 29 total total NN cord-302553-d0hk4ipg 380 30 of of IN cord-302553-d0hk4ipg 380 31 195 195 CD cord-302553-d0hk4ipg 380 32 nodes node NNS cord-302553-d0hk4ipg 380 33 represent represent VBP cord-302553-d0hk4ipg 380 34 the the DT cord-302553-d0hk4ipg 380 35 195 195 CD cord-302553-d0hk4ipg 380 36 words word NNS cord-302553-d0hk4ipg 380 37 . . . cord-302553-d0hk4ipg 381 1 The the DT cord-302553-d0hk4ipg 381 2 nodes node NNS cord-302553-d0hk4ipg 381 3 are be VBP cord-302553-d0hk4ipg 381 4 divided divide VBN cord-302553-d0hk4ipg 381 5 into into IN cord-302553-d0hk4ipg 381 6 four four CD cord-302553-d0hk4ipg 381 7 categories category NNS cord-302553-d0hk4ipg 381 8 , , , cord-302553-d0hk4ipg 381 9 and and CC cord-302553-d0hk4ipg 381 10 the the DT cord-302553-d0hk4ipg 381 11 edges edge NNS cord-302553-d0hk4ipg 381 12 between between IN cord-302553-d0hk4ipg 381 13 the the DT cord-302553-d0hk4ipg 381 14 nodes node NNS cord-302553-d0hk4ipg 381 15 are be VBP cord-302553-d0hk4ipg 381 16 also also RB cord-302553-d0hk4ipg 381 17 divided divide VBN cord-302553-d0hk4ipg 381 18 into into IN cord-302553-d0hk4ipg 381 19 four four CD cord-302553-d0hk4ipg 381 20 categories category NNS cord-302553-d0hk4ipg 381 21 , , , cord-302553-d0hk4ipg 381 22 the the DT cord-302553-d0hk4ipg 381 23 same same JJ cord-302553-d0hk4ipg 381 24 as as IN cord-302553-d0hk4ipg 381 25 in in IN cord-302553-d0hk4ipg 381 26 the the DT cord-302553-d0hk4ipg 381 27 legend legend NN cord-302553-d0hk4ipg 381 28 in in IN cord-302553-d0hk4ipg 381 29 Figure Figure NNP cord-302553-d0hk4ipg 381 30 10 10 CD cord-302553-d0hk4ipg 381 31 . . . cord-302553-d0hk4ipg 382 1 The the DT cord-302553-d0hk4ipg 382 2 force force NN cord-302553-d0hk4ipg 382 3 of of IN cord-302553-d0hk4ipg 382 4 the the DT cord-302553-d0hk4ipg 382 5 nodes node NNS cord-302553-d0hk4ipg 382 6 is be VBZ cord-302553-d0hk4ipg 382 7 the the DT cord-302553-d0hk4ipg 382 8 similarity similarity NN cord-302553-d0hk4ipg 382 9 between between IN cord-302553-d0hk4ipg 382 10 the the DT cord-302553-d0hk4ipg 382 11 two two CD cord-302553-d0hk4ipg 382 12 words word NNS cord-302553-d0hk4ipg 382 13 . . . cord-302553-d0hk4ipg 383 1 It -PRON- PRP cord-302553-d0hk4ipg 383 2 can can MD cord-302553-d0hk4ipg 383 3 be be VB cord-302553-d0hk4ipg 383 4 clearly clearly RB cord-302553-d0hk4ipg 383 5 seen see VBN cord-302553-d0hk4ipg 383 6 from from IN cord-302553-d0hk4ipg 383 7 Figure figure NN cord-302553-d0hk4ipg 383 8 11 11 CD cord-302553-d0hk4ipg 383 9 that that IN cord-302553-d0hk4ipg 383 10 most most JJS cord-302553-d0hk4ipg 383 11 of of IN cord-302553-d0hk4ipg 383 12 the the DT cord-302553-d0hk4ipg 383 13 edges edge NNS cord-302553-d0hk4ipg 383 14 around around IN cord-302553-d0hk4ipg 383 15 recovered recover VBN cord-302553-d0hk4ipg 383 16 nodes node NNS cord-302553-d0hk4ipg 383 17 , , , cord-302553-d0hk4ipg 383 18 such such JJ cord-302553-d0hk4ipg 383 19 as as IN cord-302553-d0hk4ipg 383 20 health health NN cord-302553-d0hk4ipg 383 21 and and CC cord-302553-d0hk4ipg 383 22 fitness fitness NN cord-302553-d0hk4ipg 383 23 , , , cord-302553-d0hk4ipg 383 24 are be VBP cord-302553-d0hk4ipg 383 25 all all DT cord-302553-d0hk4ipg 383 26 positive positive JJ cord-302553-d0hk4ipg 383 27 nodes node NNS cord-302553-d0hk4ipg 383 28 , , , cord-302553-d0hk4ipg 383 29 such such JJ cord-302553-d0hk4ipg 383 30 as as IN cord-302553-d0hk4ipg 383 31 cheerful cheerful JJ cord-302553-d0hk4ipg 383 32 and and CC cord-302553-d0hk4ipg 383 33 happy happy JJ cord-302553-d0hk4ipg 383 34 . . . cord-302553-d0hk4ipg 384 1 Additionally additionally RB cord-302553-d0hk4ipg 384 2 , , , cord-302553-d0hk4ipg 384 3 positive positive JJ cord-302553-d0hk4ipg 384 4 nodes node NNS cord-302553-d0hk4ipg 384 5 , , , cord-302553-d0hk4ipg 384 6 such such JJ cord-302553-d0hk4ipg 384 7 as as IN cord-302553-d0hk4ipg 384 8 active active JJ cord-302553-d0hk4ipg 384 9 , , , cord-302553-d0hk4ipg 384 10 alive alive JJ cord-302553-d0hk4ipg 384 11 and and CC cord-302553-d0hk4ipg 384 12 kicking kick VBG cord-302553-d0hk4ipg 384 13 , , , cord-302553-d0hk4ipg 384 14 are be VBP cord-302553-d0hk4ipg 384 15 connected connect VBN cord-302553-d0hk4ipg 384 16 with with IN cord-302553-d0hk4ipg 384 17 recovered recover VBN cord-302553-d0hk4ipg 384 18 nodes node NNS cord-302553-d0hk4ipg 384 19 , , , cord-302553-d0hk4ipg 384 20 such such JJ cord-302553-d0hk4ipg 384 21 as as IN cord-302553-d0hk4ipg 384 22 get get VBP cord-302553-d0hk4ipg 384 23 well well JJ cord-302553-d0hk4ipg 384 24 and and CC cord-302553-d0hk4ipg 384 25 heal heal VB cord-302553-d0hk4ipg 384 26 . . . cord-302553-d0hk4ipg 385 1 In in IN cord-302553-d0hk4ipg 385 2 addition addition NN cord-302553-d0hk4ipg 385 3 , , , cord-302553-d0hk4ipg 385 4 as as IN cord-302553-d0hk4ipg 385 5 can can MD cord-302553-d0hk4ipg 385 6 be be VB cord-302553-d0hk4ipg 385 7 seen see VBN cord-302553-d0hk4ipg 385 8 from from IN cord-302553-d0hk4ipg 385 9 the the DT cord-302553-d0hk4ipg 385 10 similarity similarity NN cord-302553-d0hk4ipg 385 11 forces force NNS cord-302553-d0hk4ipg 385 12 , , , cord-302553-d0hk4ipg 385 13 these these DT cord-302553-d0hk4ipg 385 14 three three CD cord-302553-d0hk4ipg 385 15 recovered recover VBN cord-302553-d0hk4ipg 385 16 nodes node NNS cord-302553-d0hk4ipg 385 17 - - : cord-302553-d0hk4ipg 385 18 in in IN cord-302553-d0hk4ipg 385 19 good good JJ cord-302553-d0hk4ipg 385 20 health health NN cord-302553-d0hk4ipg 385 21 , , , cord-302553-d0hk4ipg 385 22 healthy healthy JJ cord-302553-d0hk4ipg 385 23 , , , cord-302553-d0hk4ipg 385 24 and and CC cord-302553-d0hk4ipg 385 25 fitness fitness NN cord-302553-d0hk4ipg 385 26 - - : cord-302553-d0hk4ipg 385 27 which which WDT cord-302553-d0hk4ipg 385 28 indicate indicate VBP cord-302553-d0hk4ipg 385 29 a a DT cord-302553-d0hk4ipg 385 30 healthy healthy JJ cord-302553-d0hk4ipg 385 31 status status NN cord-302553-d0hk4ipg 385 32 , , , cord-302553-d0hk4ipg 385 33 are be VBP cord-302553-d0hk4ipg 385 34 connected connect VBN cord-302553-d0hk4ipg 385 35 to to IN cord-302553-d0hk4ipg 385 36 more more JJR cord-302553-d0hk4ipg 385 37 positives positive NNS cord-302553-d0hk4ipg 385 38 nodes node NNS cord-302553-d0hk4ipg 385 39 than than IN cord-302553-d0hk4ipg 385 40 these these DT cord-302553-d0hk4ipg 385 41 words word NNS cord-302553-d0hk4ipg 385 42 are be VBP cord-302553-d0hk4ipg 385 43 , , , cord-302553-d0hk4ipg 385 44 which which WDT cord-302553-d0hk4ipg 385 45 indicates indicate VBZ cord-302553-d0hk4ipg 385 46 that that IN cord-302553-d0hk4ipg 385 47 the the DT cord-302553-d0hk4ipg 385 48 blogger blogger NN cord-302553-d0hk4ipg 385 49 is be VBZ cord-302553-d0hk4ipg 385 50 recovering recover VBG cord-302553-d0hk4ipg 385 51 but but CC cord-302553-d0hk4ipg 385 52 not not RB cord-302553-d0hk4ipg 385 53 yet yet RB cord-302553-d0hk4ipg 385 54 healthy healthy JJ cord-302553-d0hk4ipg 385 55 . . . cord-302553-d0hk4ipg 386 1 This this DT cord-302553-d0hk4ipg 386 2 finding finding NN cord-302553-d0hk4ipg 386 3 shows show VBZ cord-302553-d0hk4ipg 386 4 that that IN cord-302553-d0hk4ipg 386 5 the the DT cord-302553-d0hk4ipg 386 6 healthier healthy JJR cord-302553-d0hk4ipg 386 7 the the DT cord-302553-d0hk4ipg 386 8 bloggers blogger NNS cord-302553-d0hk4ipg 386 9 are be VBP cord-302553-d0hk4ipg 386 10 , , , cord-302553-d0hk4ipg 386 11 the the DT cord-302553-d0hk4ipg 386 12 more more RBR cord-302553-d0hk4ipg 386 13 positive positive JJ cord-302553-d0hk4ipg 386 14 sentiments sentiment NNS cord-302553-d0hk4ipg 386 15 they -PRON- PRP cord-302553-d0hk4ipg 386 16 have have VBP cord-302553-d0hk4ipg 386 17 . . . cord-302553-d0hk4ipg 387 1 Additionally additionally RB cord-302553-d0hk4ipg 387 2 , , , cord-302553-d0hk4ipg 387 3 infectious infectious JJ cord-302553-d0hk4ipg 387 4 nodes node NNS cord-302553-d0hk4ipg 387 5 , , , cord-302553-d0hk4ipg 387 6 such such JJ cord-302553-d0hk4ipg 387 7 as as IN cord-302553-d0hk4ipg 387 8 feel feel VB cord-302553-d0hk4ipg 387 9 bad bad JJ cord-302553-d0hk4ipg 387 10 and and CC cord-302553-d0hk4ipg 387 11 uncomfortable uncomfortable JJ cord-302553-d0hk4ipg 387 12 , , , cord-302553-d0hk4ipg 387 13 are be VBP cord-302553-d0hk4ipg 387 14 mutually mutually RB cord-302553-d0hk4ipg 387 15 connected connected JJ cord-302553-d0hk4ipg 387 16 to to IN cord-302553-d0hk4ipg 387 17 negative negative JJ cord-302553-d0hk4ipg 387 18 nodes node NNS cord-302553-d0hk4ipg 387 19 , , , cord-302553-d0hk4ipg 387 20 such such JJ cord-302553-d0hk4ipg 387 21 To to TO cord-302553-d0hk4ipg 387 22 demonstrate demonstrate VB cord-302553-d0hk4ipg 387 23 the the DT cord-302553-d0hk4ipg 387 24 relationship relationship NN cord-302553-d0hk4ipg 387 25 between between IN cord-302553-d0hk4ipg 387 26 these these DT cord-302553-d0hk4ipg 387 27 195 195 CD cord-302553-d0hk4ipg 387 28 words word NNS cord-302553-d0hk4ipg 387 29 and and CC cord-302553-d0hk4ipg 387 30 their -PRON- PRP$ cord-302553-d0hk4ipg 387 31 similarity similarity NN cord-302553-d0hk4ipg 387 32 , , , cord-302553-d0hk4ipg 387 33 a a DT cord-302553-d0hk4ipg 387 34 Force Force NNP cord-302553-d0hk4ipg 387 35 Directed Directed NNP cord-302553-d0hk4ipg 387 36 Graph Graph NNP cord-302553-d0hk4ipg 387 37 of of IN cord-302553-d0hk4ipg 387 38 Words Words NNPS cord-302553-d0hk4ipg 387 39 ' ' POS cord-302553-d0hk4ipg 387 40 Similarity similarity NN cord-302553-d0hk4ipg 387 41 is be VBZ cord-302553-d0hk4ipg 387 42 shown show VBN cord-302553-d0hk4ipg 387 43 in in IN cord-302553-d0hk4ipg 387 44 Figure figure NN cord-302553-d0hk4ipg 387 45 11 11 CD cord-302553-d0hk4ipg 387 46 , , , cord-302553-d0hk4ipg 387 47 where where WRB cord-302553-d0hk4ipg 387 48 a a DT cord-302553-d0hk4ipg 387 49 total total NN cord-302553-d0hk4ipg 387 50 of of IN cord-302553-d0hk4ipg 387 51 195 195 CD cord-302553-d0hk4ipg 387 52 nodes node NNS cord-302553-d0hk4ipg 387 53 represent represent VBP cord-302553-d0hk4ipg 387 54 the the DT cord-302553-d0hk4ipg 387 55 195 195 CD cord-302553-d0hk4ipg 387 56 words word NNS cord-302553-d0hk4ipg 387 57 . . . cord-302553-d0hk4ipg 388 1 The the DT cord-302553-d0hk4ipg 388 2 nodes node NNS cord-302553-d0hk4ipg 388 3 are be VBP cord-302553-d0hk4ipg 388 4 divided divide VBN cord-302553-d0hk4ipg 388 5 into into IN cord-302553-d0hk4ipg 388 6 four four CD cord-302553-d0hk4ipg 388 7 categories category NNS cord-302553-d0hk4ipg 388 8 , , , cord-302553-d0hk4ipg 388 9 and and CC cord-302553-d0hk4ipg 388 10 the the DT cord-302553-d0hk4ipg 388 11 edges edge NNS cord-302553-d0hk4ipg 388 12 between between IN cord-302553-d0hk4ipg 388 13 the the DT cord-302553-d0hk4ipg 388 14 nodes node NNS cord-302553-d0hk4ipg 388 15 are be VBP cord-302553-d0hk4ipg 388 16 also also RB cord-302553-d0hk4ipg 388 17 divided divide VBN cord-302553-d0hk4ipg 388 18 into into IN cord-302553-d0hk4ipg 388 19 four four CD cord-302553-d0hk4ipg 388 20 categories category NNS cord-302553-d0hk4ipg 388 21 , , , cord-302553-d0hk4ipg 388 22 the the DT cord-302553-d0hk4ipg 388 23 same same JJ cord-302553-d0hk4ipg 388 24 as as IN cord-302553-d0hk4ipg 388 25 in in IN cord-302553-d0hk4ipg 388 26 the the DT cord-302553-d0hk4ipg 388 27 legend legend NN cord-302553-d0hk4ipg 388 28 in in IN cord-302553-d0hk4ipg 388 29 Figure Figure NNP cord-302553-d0hk4ipg 388 30 10 10 CD cord-302553-d0hk4ipg 388 31 . . . cord-302553-d0hk4ipg 389 1 The the DT cord-302553-d0hk4ipg 389 2 force force NN cord-302553-d0hk4ipg 389 3 of of IN cord-302553-d0hk4ipg 389 4 the the DT cord-302553-d0hk4ipg 389 5 nodes node NNS cord-302553-d0hk4ipg 389 6 is be VBZ cord-302553-d0hk4ipg 389 7 the the DT cord-302553-d0hk4ipg 389 8 similarity similarity NN cord-302553-d0hk4ipg 389 9 between between IN cord-302553-d0hk4ipg 389 10 the the DT cord-302553-d0hk4ipg 389 11 two two CD cord-302553-d0hk4ipg 389 12 words word NNS cord-302553-d0hk4ipg 389 13 . . . cord-302553-d0hk4ipg 390 1 It -PRON- PRP cord-302553-d0hk4ipg 390 2 can can MD cord-302553-d0hk4ipg 390 3 be be VB cord-302553-d0hk4ipg 390 4 clearly clearly RB cord-302553-d0hk4ipg 390 5 seen see VBN cord-302553-d0hk4ipg 390 6 from from IN cord-302553-d0hk4ipg 390 7 Figure figure NN cord-302553-d0hk4ipg 390 8 11 11 CD cord-302553-d0hk4ipg 390 9 that that IN cord-302553-d0hk4ipg 390 10 most most JJS cord-302553-d0hk4ipg 390 11 of of IN cord-302553-d0hk4ipg 390 12 the the DT cord-302553-d0hk4ipg 390 13 edges edge NNS cord-302553-d0hk4ipg 390 14 around around IN cord-302553-d0hk4ipg 390 15 recovered recover VBN cord-302553-d0hk4ipg 390 16 nodes node NNS cord-302553-d0hk4ipg 390 17 , , , cord-302553-d0hk4ipg 390 18 such such JJ cord-302553-d0hk4ipg 390 19 as as IN cord-302553-d0hk4ipg 390 20 health health NN cord-302553-d0hk4ipg 390 21 and and CC cord-302553-d0hk4ipg 390 22 fitness fitness NN cord-302553-d0hk4ipg 390 23 , , , cord-302553-d0hk4ipg 390 24 are be VBP cord-302553-d0hk4ipg 390 25 all all DT cord-302553-d0hk4ipg 390 26 positive positive JJ cord-302553-d0hk4ipg 390 27 nodes node NNS cord-302553-d0hk4ipg 390 28 , , , cord-302553-d0hk4ipg 390 29 such such JJ cord-302553-d0hk4ipg 390 30 as as IN cord-302553-d0hk4ipg 390 31 cheerful cheerful JJ cord-302553-d0hk4ipg 390 32 and and CC cord-302553-d0hk4ipg 390 33 happy happy JJ cord-302553-d0hk4ipg 390 34 . . . cord-302553-d0hk4ipg 391 1 Additionally additionally RB cord-302553-d0hk4ipg 391 2 , , , cord-302553-d0hk4ipg 391 3 positive positive JJ cord-302553-d0hk4ipg 391 4 nodes node NNS cord-302553-d0hk4ipg 391 5 , , , cord-302553-d0hk4ipg 391 6 such such JJ cord-302553-d0hk4ipg 391 7 as as IN cord-302553-d0hk4ipg 391 8 active active JJ cord-302553-d0hk4ipg 391 9 , , , cord-302553-d0hk4ipg 391 10 alive alive JJ cord-302553-d0hk4ipg 391 11 and and CC cord-302553-d0hk4ipg 391 12 kicking kick VBG cord-302553-d0hk4ipg 391 13 , , , cord-302553-d0hk4ipg 391 14 are be VBP cord-302553-d0hk4ipg 391 15 connected connect VBN cord-302553-d0hk4ipg 391 16 with with IN cord-302553-d0hk4ipg 391 17 recovered recover VBN cord-302553-d0hk4ipg 391 18 nodes node NNS cord-302553-d0hk4ipg 391 19 , , , cord-302553-d0hk4ipg 391 20 such such JJ cord-302553-d0hk4ipg 391 21 as as IN cord-302553-d0hk4ipg 391 22 get get VBP cord-302553-d0hk4ipg 391 23 well well JJ cord-302553-d0hk4ipg 391 24 and and CC cord-302553-d0hk4ipg 391 25 heal heal VB cord-302553-d0hk4ipg 391 26 . . . cord-302553-d0hk4ipg 392 1 In in IN cord-302553-d0hk4ipg 392 2 addition addition NN cord-302553-d0hk4ipg 392 3 , , , cord-302553-d0hk4ipg 392 4 as as IN cord-302553-d0hk4ipg 392 5 can can MD cord-302553-d0hk4ipg 392 6 be be VB cord-302553-d0hk4ipg 392 7 seen see VBN cord-302553-d0hk4ipg 392 8 from from IN cord-302553-d0hk4ipg 392 9 the the DT cord-302553-d0hk4ipg 392 10 similarity similarity NN cord-302553-d0hk4ipg 392 11 forces force NNS cord-302553-d0hk4ipg 392 12 , , , cord-302553-d0hk4ipg 392 13 these these DT cord-302553-d0hk4ipg 392 14 three three CD cord-302553-d0hk4ipg 392 15 recovered recover VBN cord-302553-d0hk4ipg 392 16 nodes node NNS cord-302553-d0hk4ipg 392 17 - - : cord-302553-d0hk4ipg 392 18 in in IN cord-302553-d0hk4ipg 392 19 good good JJ cord-302553-d0hk4ipg 392 20 health health NN cord-302553-d0hk4ipg 392 21 , , , cord-302553-d0hk4ipg 392 22 healthy healthy JJ cord-302553-d0hk4ipg 392 23 , , , cord-302553-d0hk4ipg 392 24 and and CC cord-302553-d0hk4ipg 392 25 fitness fitness NN cord-302553-d0hk4ipg 392 26 - - : cord-302553-d0hk4ipg 392 27 which which WDT cord-302553-d0hk4ipg 392 28 indicate indicate VBP cord-302553-d0hk4ipg 392 29 a a DT cord-302553-d0hk4ipg 392 30 healthy healthy JJ cord-302553-d0hk4ipg 392 31 status status NN cord-302553-d0hk4ipg 392 32 , , , cord-302553-d0hk4ipg 392 33 are be VBP cord-302553-d0hk4ipg 392 34 connected connect VBN cord-302553-d0hk4ipg 392 35 to to IN cord-302553-d0hk4ipg 392 36 more more JJR cord-302553-d0hk4ipg 392 37 positives positive NNS cord-302553-d0hk4ipg 392 38 nodes node NNS cord-302553-d0hk4ipg 392 39 than than IN cord-302553-d0hk4ipg 392 40 these these DT cord-302553-d0hk4ipg 392 41 words word NNS cord-302553-d0hk4ipg 392 42 are be VBP cord-302553-d0hk4ipg 392 43 , , , cord-302553-d0hk4ipg 392 44 which which WDT cord-302553-d0hk4ipg 392 45 indicates indicate VBZ cord-302553-d0hk4ipg 392 46 that that IN cord-302553-d0hk4ipg 392 47 the the DT cord-302553-d0hk4ipg 392 48 blogger blogger NN cord-302553-d0hk4ipg 392 49 is be VBZ cord-302553-d0hk4ipg 392 50 recovering recover VBG cord-302553-d0hk4ipg 392 51 but but CC cord-302553-d0hk4ipg 392 52 not not RB cord-302553-d0hk4ipg 392 53 yet yet RB cord-302553-d0hk4ipg 392 54 healthy healthy JJ cord-302553-d0hk4ipg 392 55 . . . cord-302553-d0hk4ipg 393 1 This this DT cord-302553-d0hk4ipg 393 2 finding finding NN cord-302553-d0hk4ipg 393 3 shows show VBZ cord-302553-d0hk4ipg 393 4 that that IN cord-302553-d0hk4ipg 393 5 the the DT cord-302553-d0hk4ipg 393 6 healthier healthy JJR cord-302553-d0hk4ipg 393 7 the the DT cord-302553-d0hk4ipg 393 8 bloggers blogger NNS cord-302553-d0hk4ipg 393 9 are be VBP cord-302553-d0hk4ipg 393 10 , , , cord-302553-d0hk4ipg 393 11 the the DT cord-302553-d0hk4ipg 393 12 more more RBR cord-302553-d0hk4ipg 393 13 positive positive JJ cord-302553-d0hk4ipg 393 14 sentiments sentiment NNS cord-302553-d0hk4ipg 393 15 they -PRON- PRP cord-302553-d0hk4ipg 393 16 have have VBP cord-302553-d0hk4ipg 393 17 . . . cord-302553-d0hk4ipg 394 1 Additionally additionally RB cord-302553-d0hk4ipg 394 2 , , , cord-302553-d0hk4ipg 394 3 infectious infectious JJ cord-302553-d0hk4ipg 394 4 nodes node NNS cord-302553-d0hk4ipg 394 5 , , , cord-302553-d0hk4ipg 394 6 such such JJ cord-302553-d0hk4ipg 394 7 as as IN cord-302553-d0hk4ipg 394 8 feel feel VB cord-302553-d0hk4ipg 394 9 bad bad JJ cord-302553-d0hk4ipg 394 10 and and CC cord-302553-d0hk4ipg 394 11 uncomfortable uncomfortable JJ cord-302553-d0hk4ipg 394 12 , , , cord-302553-d0hk4ipg 394 13 are be VBP cord-302553-d0hk4ipg 394 14 mutually mutually RB cord-302553-d0hk4ipg 394 15 connected connected JJ cord-302553-d0hk4ipg 394 16 to to IN cord-302553-d0hk4ipg 394 17 negative negative JJ cord-302553-d0hk4ipg 394 18 nodes node NNS cord-302553-d0hk4ipg 394 19 , , , cord-302553-d0hk4ipg 394 20 such such JJ cord-302553-d0hk4ipg 394 21 as as IN cord-302553-d0hk4ipg 394 22 bad bad JJ cord-302553-d0hk4ipg 394 23 mood mood NN cord-302553-d0hk4ipg 394 24 and and CC cord-302553-d0hk4ipg 394 25 anxious anxious JJ cord-302553-d0hk4ipg 394 26 . . . cord-302553-d0hk4ipg 395 1 Among among IN cord-302553-d0hk4ipg 395 2 the the DT cord-302553-d0hk4ipg 395 3 infectious infectious JJ cord-302553-d0hk4ipg 395 4 nodes node NNS cord-302553-d0hk4ipg 395 5 , , , cord-302553-d0hk4ipg 395 6 from from IN cord-302553-d0hk4ipg 395 7 uncomfortable uncomfortable JJ cord-302553-d0hk4ipg 395 8 to to IN cord-302553-d0hk4ipg 395 9 not not RB cord-302553-d0hk4ipg 395 10 good good JJ cord-302553-d0hk4ipg 395 11 to to TO cord-302553-d0hk4ipg 395 12 feel feel VB cord-302553-d0hk4ipg 395 13 bad bad JJ cord-302553-d0hk4ipg 395 14 , , , cord-302553-d0hk4ipg 395 15 the the DT cord-302553-d0hk4ipg 395 16 more more RBR cord-302553-d0hk4ipg 395 17 serious serious JJ cord-302553-d0hk4ipg 395 18 the the DT cord-302553-d0hk4ipg 395 19 disease disease NN cord-302553-d0hk4ipg 395 20 is be VBZ cord-302553-d0hk4ipg 395 21 , , , cord-302553-d0hk4ipg 395 22 the the DT cord-302553-d0hk4ipg 395 23 more more RBR cord-302553-d0hk4ipg 395 24 the the DT cord-302553-d0hk4ipg 395 25 negative negative JJ cord-302553-d0hk4ipg 395 26 nodes node NNS cord-302553-d0hk4ipg 395 27 are be VBP cord-302553-d0hk4ipg 395 28 connected connect VBN cord-302553-d0hk4ipg 395 29 . . . cord-302553-d0hk4ipg 396 1 as as IN cord-302553-d0hk4ipg 396 2 bad bad JJ cord-302553-d0hk4ipg 396 3 mood mood NN cord-302553-d0hk4ipg 396 4 and and CC cord-302553-d0hk4ipg 396 5 anxious anxious JJ cord-302553-d0hk4ipg 396 6 . . . cord-302553-d0hk4ipg 397 1 Among among IN cord-302553-d0hk4ipg 397 2 the the DT cord-302553-d0hk4ipg 397 3 infectious infectious JJ cord-302553-d0hk4ipg 397 4 nodes node NNS cord-302553-d0hk4ipg 397 5 , , , cord-302553-d0hk4ipg 397 6 from from IN cord-302553-d0hk4ipg 397 7 uncomfortable uncomfortable JJ cord-302553-d0hk4ipg 397 8 to to IN cord-302553-d0hk4ipg 397 9 not not RB cord-302553-d0hk4ipg 397 10 good good JJ cord-302553-d0hk4ipg 397 11 to to TO cord-302553-d0hk4ipg 397 12 feel feel VB cord-302553-d0hk4ipg 397 13 bad bad JJ cord-302553-d0hk4ipg 397 14 , , , cord-302553-d0hk4ipg 397 15 the the DT cord-302553-d0hk4ipg 397 16 more more RBR cord-302553-d0hk4ipg 397 17 serious serious JJ cord-302553-d0hk4ipg 397 18 the the DT cord-302553-d0hk4ipg 397 19 disease disease NN cord-302553-d0hk4ipg 397 20 is be VBZ cord-302553-d0hk4ipg 397 21 , , , cord-302553-d0hk4ipg 397 22 the the DT cord-302553-d0hk4ipg 397 23 more more RBR cord-302553-d0hk4ipg 397 24 the the DT cord-302553-d0hk4ipg 397 25 negative negative JJ cord-302553-d0hk4ipg 397 26 nodes node NNS cord-302553-d0hk4ipg 397 27 are be VBP cord-302553-d0hk4ipg 397 28 connected connect VBN cord-302553-d0hk4ipg 397 29 . . . cord-302553-d0hk4ipg 398 1 To to TO cord-302553-d0hk4ipg 398 2 locate locate VB cord-302553-d0hk4ipg 398 3 the the DT cord-302553-d0hk4ipg 398 4 word word NN cord-302553-d0hk4ipg 398 5 of of IN cord-302553-d0hk4ipg 398 6 each each DT cord-302553-d0hk4ipg 398 7 point point NN cord-302553-d0hk4ipg 398 8 clearly clearly RB cord-302553-d0hk4ipg 398 9 , , , cord-302553-d0hk4ipg 398 10 the the DT cord-302553-d0hk4ipg 398 11 scatter scatter NN cord-302553-d0hk4ipg 398 12 of of IN cord-302553-d0hk4ipg 398 13 the the DT cord-302553-d0hk4ipg 398 14 points point NNS cord-302553-d0hk4ipg 398 15 for for IN cord-302553-d0hk4ipg 398 16 the the DT cord-302553-d0hk4ipg 398 17 positive positive JJ cord-302553-d0hk4ipg 398 18 sentiment sentiment NN cord-302553-d0hk4ipg 398 19 and and CC cord-302553-d0hk4ipg 398 20 recovered recovered JJ cord-302553-d0hk4ipg 398 21 period period NN cord-302553-d0hk4ipg 398 22 is be VBZ cord-302553-d0hk4ipg 398 23 plotted plot VBN cord-302553-d0hk4ipg 398 24 in in IN cord-302553-d0hk4ipg 398 25 Figure Figure NNP cord-302553-d0hk4ipg 398 26 12 12 CD cord-302553-d0hk4ipg 398 27 . . . cord-302553-d0hk4ipg 399 1 The the DT cord-302553-d0hk4ipg 399 2 scatter scatter NN cord-302553-d0hk4ipg 399 3 of of IN cord-302553-d0hk4ipg 399 4 the the DT cord-302553-d0hk4ipg 399 5 points point NNS cord-302553-d0hk4ipg 399 6 for for IN cord-302553-d0hk4ipg 399 7 the the DT cord-302553-d0hk4ipg 399 8 negative negative JJ cord-302553-d0hk4ipg 399 9 sentiment sentiment NN cord-302553-d0hk4ipg 399 10 and and CC cord-302553-d0hk4ipg 399 11 infectious infectious JJ cord-302553-d0hk4ipg 399 12 period period NN cord-302553-d0hk4ipg 399 13 is be VBZ cord-302553-d0hk4ipg 399 14 shown show VBN cord-302553-d0hk4ipg 399 15 in in IN cord-302553-d0hk4ipg 399 16 Figure Figure NNP cord-302553-d0hk4ipg 399 17 13 13 CD cord-302553-d0hk4ipg 399 18 . . . cord-302553-d0hk4ipg 400 1 It -PRON- PRP cord-302553-d0hk4ipg 400 2 can can MD cord-302553-d0hk4ipg 400 3 be be VB cord-302553-d0hk4ipg 400 4 seen see VBN cord-302553-d0hk4ipg 400 5 from from IN cord-302553-d0hk4ipg 400 6 Figure figure NN cord-302553-d0hk4ipg 400 7 12 12 CD cord-302553-d0hk4ipg 400 8 and and CC cord-302553-d0hk4ipg 400 9 Figure figure NN cord-302553-d0hk4ipg 400 10 13 13 CD cord-302553-d0hk4ipg 400 11 that that WDT cord-302553-d0hk4ipg 400 12 semantically semantically RB cord-302553-d0hk4ipg 400 13 related relate VBN cord-302553-d0hk4ipg 400 14 words word NNS cord-302553-d0hk4ipg 400 15 and and CC cord-302553-d0hk4ipg 400 16 words word NNS cord-302553-d0hk4ipg 400 17 with with IN cord-302553-d0hk4ipg 400 18 similar similar JJ cord-302553-d0hk4ipg 400 19 meanings meaning NNS cord-302553-d0hk4ipg 400 20 are be VBP cord-302553-d0hk4ipg 400 21 close close JJ cord-302553-d0hk4ipg 400 22 to to IN cord-302553-d0hk4ipg 400 23 each each DT cord-302553-d0hk4ipg 400 24 other other JJ cord-302553-d0hk4ipg 400 25 . . . cord-302553-d0hk4ipg 401 1 Since since IN cord-302553-d0hk4ipg 401 2 the the DT cord-302553-d0hk4ipg 401 3 number number NN cord-302553-d0hk4ipg 401 4 of of IN cord-302553-d0hk4ipg 401 5 words word NNS cord-302553-d0hk4ipg 401 6 that that WDT cord-302553-d0hk4ipg 401 7 describe describe VBP cord-302553-d0hk4ipg 401 8 the the DT cord-302553-d0hk4ipg 401 9 recovered recovered JJ cord-302553-d0hk4ipg 401 10 period period NN cord-302553-d0hk4ipg 401 11 is be VBZ cord-302553-d0hk4ipg 401 12 significantly significantly RB cord-302553-d0hk4ipg 401 13 lower low JJR cord-302553-d0hk4ipg 401 14 than than IN cord-302553-d0hk4ipg 401 15 the the DT cord-302553-d0hk4ipg 401 16 number number NN cord-302553-d0hk4ipg 401 17 that that WDT cord-302553-d0hk4ipg 401 18 describe describe VBP cord-302553-d0hk4ipg 401 19 the the DT cord-302553-d0hk4ipg 401 20 infectious infectious JJ cord-302553-d0hk4ipg 401 21 period period NN cord-302553-d0hk4ipg 401 22 and and CC cord-302553-d0hk4ipg 401 23 the the DT cord-302553-d0hk4ipg 401 24 meanings meaning NNS cord-302553-d0hk4ipg 401 25 of of IN cord-302553-d0hk4ipg 401 26 the the DT cord-302553-d0hk4ipg 401 27 words word NNS cord-302553-d0hk4ipg 401 28 that that WDT cord-302553-d0hk4ipg 401 29 describe describe VBP cord-302553-d0hk4ipg 401 30 the the DT cord-302553-d0hk4ipg 401 31 recovered recovered JJ cord-302553-d0hk4ipg 401 32 period period NN cord-302553-d0hk4ipg 401 33 are be VBP cord-302553-d0hk4ipg 401 34 mostly mostly RB cord-302553-d0hk4ipg 401 35 similar similar JJ cord-302553-d0hk4ipg 401 36 , , , cord-302553-d0hk4ipg 401 37 it -PRON- PRP cord-302553-d0hk4ipg 401 38 can can MD cord-302553-d0hk4ipg 401 39 be be VB cord-302553-d0hk4ipg 401 40 determined determine VBN cord-302553-d0hk4ipg 401 41 that that IN cord-302553-d0hk4ipg 401 42 the the DT cord-302553-d0hk4ipg 401 43 words word NNS cord-302553-d0hk4ipg 401 44 of of IN cord-302553-d0hk4ipg 401 45 the the DT cord-302553-d0hk4ipg 401 46 recovered recovered JJ cord-302553-d0hk4ipg 401 47 period period NN cord-302553-d0hk4ipg 401 48 and and CC cord-302553-d0hk4ipg 401 49 positive positive JJ cord-302553-d0hk4ipg 401 50 sentiment sentiment NN cord-302553-d0hk4ipg 401 51 are be VBP cord-302553-d0hk4ipg 401 52 clustered cluster VBN cord-302553-d0hk4ipg 401 53 in in IN cord-302553-d0hk4ipg 401 54 the the DT cord-302553-d0hk4ipg 401 55 second second JJ cord-302553-d0hk4ipg 401 56 and and CC cord-302553-d0hk4ipg 401 57 third third JJ cord-302553-d0hk4ipg 401 58 quadrants quadrant NNS cord-302553-d0hk4ipg 401 59 , , , cord-302553-d0hk4ipg 401 60 as as IN cord-302553-d0hk4ipg 401 61 shown show VBN cord-302553-d0hk4ipg 401 62 in in IN cord-302553-d0hk4ipg 401 63 Figure Figure NNP cord-302553-d0hk4ipg 401 64 12 12 CD cord-302553-d0hk4ipg 401 65 . . . cord-302553-d0hk4ipg 402 1 The the DT cord-302553-d0hk4ipg 402 2 distribution distribution NN cord-302553-d0hk4ipg 402 3 of of IN cord-302553-d0hk4ipg 402 4 the the DT cord-302553-d0hk4ipg 402 5 words word NNS cord-302553-d0hk4ipg 402 6 that that WDT cord-302553-d0hk4ipg 402 7 represent represent VBP cord-302553-d0hk4ipg 402 8 the the DT cord-302553-d0hk4ipg 402 9 infectious infectious JJ cord-302553-d0hk4ipg 402 10 period period NN cord-302553-d0hk4ipg 402 11 and and CC cord-302553-d0hk4ipg 402 12 negative negative JJ cord-302553-d0hk4ipg 402 13 sentiment sentiment NN cord-302553-d0hk4ipg 402 14 appear appear VBP cord-302553-d0hk4ipg 402 15 to to TO cord-302553-d0hk4ipg 402 16 be be VB cord-302553-d0hk4ipg 402 17 more more RBR cord-302553-d0hk4ipg 402 18 scattered scatter VBN cord-302553-d0hk4ipg 402 19 in in IN cord-302553-d0hk4ipg 402 20 Figure Figure NNP cord-302553-d0hk4ipg 402 21 13 13 CD cord-302553-d0hk4ipg 402 22 , , , cord-302553-d0hk4ipg 402 23 which which WDT cord-302553-d0hk4ipg 402 24 denotes denote VBZ cord-302553-d0hk4ipg 402 25 that that IN cord-302553-d0hk4ipg 402 26 these these DT cord-302553-d0hk4ipg 402 27 two two CD cord-302553-d0hk4ipg 402 28 classes class NNS cord-302553-d0hk4ipg 402 29 are be VBP cord-302553-d0hk4ipg 402 30 more more RBR cord-302553-d0hk4ipg 402 31 relevant relevant JJ cord-302553-d0hk4ipg 402 32 . . . cord-302553-d0hk4ipg 403 1 To to TO cord-302553-d0hk4ipg 403 2 locate locate VB cord-302553-d0hk4ipg 403 3 the the DT cord-302553-d0hk4ipg 403 4 word word NN cord-302553-d0hk4ipg 403 5 of of IN cord-302553-d0hk4ipg 403 6 each each DT cord-302553-d0hk4ipg 403 7 point point NN cord-302553-d0hk4ipg 403 8 clearly clearly RB cord-302553-d0hk4ipg 403 9 , , , cord-302553-d0hk4ipg 403 10 the the DT cord-302553-d0hk4ipg 403 11 scatter scatter NN cord-302553-d0hk4ipg 403 12 of of IN cord-302553-d0hk4ipg 403 13 the the DT cord-302553-d0hk4ipg 403 14 points point NNS cord-302553-d0hk4ipg 403 15 for for IN cord-302553-d0hk4ipg 403 16 the the DT cord-302553-d0hk4ipg 403 17 positive positive JJ cord-302553-d0hk4ipg 403 18 sentiment sentiment NN cord-302553-d0hk4ipg 403 19 and and CC cord-302553-d0hk4ipg 403 20 recovered recovered JJ cord-302553-d0hk4ipg 403 21 period period NN cord-302553-d0hk4ipg 403 22 is be VBZ cord-302553-d0hk4ipg 403 23 plotted plot VBN cord-302553-d0hk4ipg 403 24 in in IN cord-302553-d0hk4ipg 403 25 Figure Figure NNP cord-302553-d0hk4ipg 403 26 12 12 CD cord-302553-d0hk4ipg 403 27 . . . cord-302553-d0hk4ipg 404 1 The the DT cord-302553-d0hk4ipg 404 2 scatter scatter NN cord-302553-d0hk4ipg 404 3 of of IN cord-302553-d0hk4ipg 404 4 the the DT cord-302553-d0hk4ipg 404 5 points point NNS cord-302553-d0hk4ipg 404 6 for for IN cord-302553-d0hk4ipg 404 7 the the DT cord-302553-d0hk4ipg 404 8 negative negative JJ cord-302553-d0hk4ipg 404 9 sentiment sentiment NN cord-302553-d0hk4ipg 404 10 and and CC cord-302553-d0hk4ipg 404 11 infectious infectious JJ cord-302553-d0hk4ipg 404 12 period period NN cord-302553-d0hk4ipg 404 13 is be VBZ cord-302553-d0hk4ipg 404 14 shown show VBN cord-302553-d0hk4ipg 404 15 in in IN cord-302553-d0hk4ipg 404 16 Figure Figure NNP cord-302553-d0hk4ipg 404 17 13 13 CD cord-302553-d0hk4ipg 404 18 . . . cord-302553-d0hk4ipg 405 1 It -PRON- PRP cord-302553-d0hk4ipg 405 2 can can MD cord-302553-d0hk4ipg 405 3 be be VB cord-302553-d0hk4ipg 405 4 seen see VBN cord-302553-d0hk4ipg 405 5 from from IN cord-302553-d0hk4ipg 405 6 Figures figure NNS cord-302553-d0hk4ipg 405 7 12 12 CD cord-302553-d0hk4ipg 405 8 and and CC cord-302553-d0hk4ipg 405 9 13 13 CD cord-302553-d0hk4ipg 405 10 that that WDT cord-302553-d0hk4ipg 405 11 semantically semantically RB cord-302553-d0hk4ipg 405 12 related relate VBN cord-302553-d0hk4ipg 405 13 words word NNS cord-302553-d0hk4ipg 405 14 and and CC cord-302553-d0hk4ipg 405 15 words word NNS cord-302553-d0hk4ipg 405 16 with with IN cord-302553-d0hk4ipg 405 17 similar similar JJ cord-302553-d0hk4ipg 405 18 meanings meaning NNS cord-302553-d0hk4ipg 405 19 are be VBP cord-302553-d0hk4ipg 405 20 close close JJ cord-302553-d0hk4ipg 405 21 to to IN cord-302553-d0hk4ipg 405 22 each each DT cord-302553-d0hk4ipg 405 23 other other JJ cord-302553-d0hk4ipg 405 24 . . . cord-302553-d0hk4ipg 406 1 Since since IN cord-302553-d0hk4ipg 406 2 the the DT cord-302553-d0hk4ipg 406 3 number number NN cord-302553-d0hk4ipg 406 4 of of IN cord-302553-d0hk4ipg 406 5 words word NNS cord-302553-d0hk4ipg 406 6 that that WDT cord-302553-d0hk4ipg 406 7 describe describe VBP cord-302553-d0hk4ipg 406 8 the the DT cord-302553-d0hk4ipg 406 9 recovered recovered JJ cord-302553-d0hk4ipg 406 10 period period NN cord-302553-d0hk4ipg 406 11 is be VBZ cord-302553-d0hk4ipg 406 12 significantly significantly RB cord-302553-d0hk4ipg 406 13 lower low JJR cord-302553-d0hk4ipg 406 14 than than IN cord-302553-d0hk4ipg 406 15 the the DT cord-302553-d0hk4ipg 406 16 number number NN cord-302553-d0hk4ipg 406 17 that that WDT cord-302553-d0hk4ipg 406 18 describe describe VBP cord-302553-d0hk4ipg 406 19 the the DT cord-302553-d0hk4ipg 406 20 infectious infectious JJ cord-302553-d0hk4ipg 406 21 period period NN cord-302553-d0hk4ipg 406 22 and and CC cord-302553-d0hk4ipg 406 23 the the DT cord-302553-d0hk4ipg 406 24 meanings meaning NNS cord-302553-d0hk4ipg 406 25 of of IN cord-302553-d0hk4ipg 406 26 the the DT cord-302553-d0hk4ipg 406 27 words word NNS cord-302553-d0hk4ipg 406 28 that that WDT cord-302553-d0hk4ipg 406 29 describe describe VBP cord-302553-d0hk4ipg 406 30 the the DT cord-302553-d0hk4ipg 406 31 recovered recovered JJ cord-302553-d0hk4ipg 406 32 period period NN cord-302553-d0hk4ipg 406 33 are be VBP cord-302553-d0hk4ipg 406 34 mostly mostly RB cord-302553-d0hk4ipg 406 35 similar similar JJ cord-302553-d0hk4ipg 406 36 , , , cord-302553-d0hk4ipg 406 37 it -PRON- PRP cord-302553-d0hk4ipg 406 38 can can MD cord-302553-d0hk4ipg 406 39 be be VB cord-302553-d0hk4ipg 406 40 determined determine VBN cord-302553-d0hk4ipg 406 41 that that IN cord-302553-d0hk4ipg 406 42 the the DT cord-302553-d0hk4ipg 406 43 words word NNS cord-302553-d0hk4ipg 406 44 of of IN cord-302553-d0hk4ipg 406 45 the the DT cord-302553-d0hk4ipg 406 46 recovered recovered JJ cord-302553-d0hk4ipg 406 47 period period NN cord-302553-d0hk4ipg 406 48 and and CC cord-302553-d0hk4ipg 406 49 positive positive JJ cord-302553-d0hk4ipg 406 50 sentiment sentiment NN cord-302553-d0hk4ipg 406 51 are be VBP cord-302553-d0hk4ipg 406 52 clustered cluster VBN cord-302553-d0hk4ipg 406 53 in in IN cord-302553-d0hk4ipg 406 54 the the DT cord-302553-d0hk4ipg 406 55 second second JJ cord-302553-d0hk4ipg 406 56 and and CC cord-302553-d0hk4ipg 406 57 third third JJ cord-302553-d0hk4ipg 406 58 quadrants quadrant NNS cord-302553-d0hk4ipg 406 59 , , , cord-302553-d0hk4ipg 406 60 as as IN cord-302553-d0hk4ipg 406 61 shown show VBN cord-302553-d0hk4ipg 406 62 in in IN cord-302553-d0hk4ipg 406 63 Figure Figure NNP cord-302553-d0hk4ipg 406 64 12 12 CD cord-302553-d0hk4ipg 406 65 . . . cord-302553-d0hk4ipg 407 1 The the DT cord-302553-d0hk4ipg 407 2 distribution distribution NN cord-302553-d0hk4ipg 407 3 of of IN cord-302553-d0hk4ipg 407 4 the the DT cord-302553-d0hk4ipg 407 5 words word NNS cord-302553-d0hk4ipg 407 6 that that WDT cord-302553-d0hk4ipg 407 7 represent represent VBP cord-302553-d0hk4ipg 407 8 the the DT cord-302553-d0hk4ipg 407 9 infectious infectious JJ cord-302553-d0hk4ipg 407 10 period period NN cord-302553-d0hk4ipg 407 11 and and CC cord-302553-d0hk4ipg 407 12 negative negative JJ cord-302553-d0hk4ipg 407 13 sentiment sentiment NN cord-302553-d0hk4ipg 407 14 appear appear VBP cord-302553-d0hk4ipg 407 15 to to TO cord-302553-d0hk4ipg 407 16 be be VB cord-302553-d0hk4ipg 407 17 more more RBR cord-302553-d0hk4ipg 407 18 scattered scatter VBN cord-302553-d0hk4ipg 407 19 in in IN cord-302553-d0hk4ipg 407 20 Figure Figure NNP cord-302553-d0hk4ipg 407 21 13 13 CD cord-302553-d0hk4ipg 407 22 , , , cord-302553-d0hk4ipg 407 23 which which WDT cord-302553-d0hk4ipg 407 24 denotes denote VBZ cord-302553-d0hk4ipg 407 25 that that IN cord-302553-d0hk4ipg 407 26 these these DT cord-302553-d0hk4ipg 407 27 two two CD cord-302553-d0hk4ipg 407 28 classes class NNS cord-302553-d0hk4ipg 407 29 are be VBP cord-302553-d0hk4ipg 407 30 more more RBR cord-302553-d0hk4ipg 407 31 relevant relevant JJ cord-302553-d0hk4ipg 407 32 . . . cord-302553-d0hk4ipg 408 1 To to TO cord-302553-d0hk4ipg 408 2 measure measure VB cord-302553-d0hk4ipg 408 3 the the DT cord-302553-d0hk4ipg 408 4 interclass interclass NN cord-302553-d0hk4ipg 408 5 distance distance NN cord-302553-d0hk4ipg 408 6 of of IN cord-302553-d0hk4ipg 408 7 these these DT cord-302553-d0hk4ipg 408 8 four four CD cord-302553-d0hk4ipg 408 9 categories category NNS cord-302553-d0hk4ipg 408 10 in in IN cord-302553-d0hk4ipg 408 11 the the DT cord-302553-d0hk4ipg 408 12 scatter scatter NN cord-302553-d0hk4ipg 408 13 , , , cord-302553-d0hk4ipg 408 14 this this DT cord-302553-d0hk4ipg 408 15 paper paper NN cord-302553-d0hk4ipg 408 16 adopts adopt VBZ cord-302553-d0hk4ipg 408 17 two two CD cord-302553-d0hk4ipg 408 18 sample sample NN cord-302553-d0hk4ipg 408 19 class class NN cord-302553-d0hk4ipg 408 20 distances distance NNS cord-302553-d0hk4ipg 408 21 to to TO cord-302553-d0hk4ipg 408 22 compare compare VB cord-302553-d0hk4ipg 408 23 the the DT cord-302553-d0hk4ipg 408 24 relationship relationship NN cord-302553-d0hk4ipg 408 25 between between IN cord-302553-d0hk4ipg 408 26 the the DT cord-302553-d0hk4ipg 408 27 sentiment sentiment NN cord-302553-d0hk4ipg 408 28 polarity polarity NN cord-302553-d0hk4ipg 408 29 and and CC cord-302553-d0hk4ipg 408 30 the the DT cord-302553-d0hk4ipg 408 31 flu flu NN cord-302553-d0hk4ipg 408 32 period period NN cord-302553-d0hk4ipg 408 33 . . . cord-302553-d0hk4ipg 409 1 The the DT cord-302553-d0hk4ipg 409 2 first first JJ cord-302553-d0hk4ipg 409 3 distance distance NN cord-302553-d0hk4ipg 409 4 is be VBZ cord-302553-d0hk4ipg 409 5 a a DT cord-302553-d0hk4ipg 409 6 centroid centroid NN cord-302553-d0hk4ipg 409 7 cluster cluster NN cord-302553-d0hk4ipg 409 8 , , , cord-302553-d0hk4ipg 409 9 which which WDT cord-302553-d0hk4ipg 409 10 measures measure VBZ cord-302553-d0hk4ipg 409 11 the the DT cord-302553-d0hk4ipg 409 12 interclass interclass NN cord-302553-d0hk4ipg 409 13 distance distance NN cord-302553-d0hk4ipg 409 14 by by IN cord-302553-d0hk4ipg 409 15 the the DT cord-302553-d0hk4ipg 409 16 distance distance NN cord-302553-d0hk4ipg 409 17 between between IN cord-302553-d0hk4ipg 409 18 the the DT cord-302553-d0hk4ipg 409 19 two two CD cord-302553-d0hk4ipg 409 20 variables variable NNS cord-302553-d0hk4ipg 409 21 ' ' POS cord-302553-d0hk4ipg 409 22 mean mean JJ cord-302553-d0hk4ipg 409 23 value value NN cord-302553-d0hk4ipg 409 24 . . . cord-302553-d0hk4ipg 410 1 The the DT cord-302553-d0hk4ipg 410 2 coordinates coordinate NNS cord-302553-d0hk4ipg 410 3 of of IN cord-302553-d0hk4ipg 410 4 each each DT cord-302553-d0hk4ipg 410 5 class class NN cord-302553-d0hk4ipg 410 6 's 's POS cord-302553-d0hk4ipg 410 7 center center NN cord-302553-d0hk4ipg 410 8 gravity gravity NN cord-302553-d0hk4ipg 410 9 are be VBP cord-302553-d0hk4ipg 410 10 presented present VBN cord-302553-d0hk4ipg 410 11 in in IN cord-302553-d0hk4ipg 410 12 Table Table NNP cord-302553-d0hk4ipg 410 13 3 3 CD cord-302553-d0hk4ipg 410 14 . . . cord-302553-d0hk4ipg 411 1 The the DT cord-302553-d0hk4ipg 411 2 scatter scatter NN cord-302553-d0hk4ipg 411 3 of of IN cord-302553-d0hk4ipg 411 4 the the DT cord-302553-d0hk4ipg 411 5 class class NN cord-302553-d0hk4ipg 411 6 center center NN cord-302553-d0hk4ipg 411 7 gravity gravity NN cord-302553-d0hk4ipg 411 8 is be VBZ cord-302553-d0hk4ipg 411 9 plotted plot VBN cord-302553-d0hk4ipg 411 10 through through IN cord-302553-d0hk4ipg 411 11 the the DT cord-302553-d0hk4ipg 411 12 two two CD cord-302553-d0hk4ipg 411 13 - - HYPH cord-302553-d0hk4ipg 411 14 dimensional dimensional JJ cord-302553-d0hk4ipg 411 15 coordinates coordinate NNS cord-302553-d0hk4ipg 411 16 of of IN cord-302553-d0hk4ipg 411 17 the the DT cord-302553-d0hk4ipg 411 18 four four CD cord-302553-d0hk4ipg 411 19 categories category NNS cord-302553-d0hk4ipg 411 20 shown show VBN cord-302553-d0hk4ipg 411 21 in in IN cord-302553-d0hk4ipg 411 22 Figure Figure NNP cord-302553-d0hk4ipg 411 23 14 14 CD cord-302553-d0hk4ipg 411 24 . . . cord-302553-d0hk4ipg 412 1 Figure figure NN cord-302553-d0hk4ipg 412 2 14 14 CD cord-302553-d0hk4ipg 412 3 clearly clearly RB cord-302553-d0hk4ipg 412 4 determines determine VBZ cord-302553-d0hk4ipg 412 5 the the DT cord-302553-d0hk4ipg 412 6 distribution distribution NN cord-302553-d0hk4ipg 412 7 of of IN cord-302553-d0hk4ipg 412 8 four four CD cord-302553-d0hk4ipg 412 9 types type NNS cord-302553-d0hk4ipg 412 10 of of IN cord-302553-d0hk4ipg 412 11 class class NN cord-302553-d0hk4ipg 412 12 center center NN cord-302553-d0hk4ipg 412 13 gravity gravity NN cord-302553-d0hk4ipg 412 14 . . . cord-302553-d0hk4ipg 413 1 To to TO cord-302553-d0hk4ipg 413 2 measure measure VB cord-302553-d0hk4ipg 413 3 the the DT cord-302553-d0hk4ipg 413 4 interclass interclass NN cord-302553-d0hk4ipg 413 5 distance distance NN cord-302553-d0hk4ipg 413 6 of of IN cord-302553-d0hk4ipg 413 7 these these DT cord-302553-d0hk4ipg 413 8 four four CD cord-302553-d0hk4ipg 413 9 categories category NNS cord-302553-d0hk4ipg 413 10 in in IN cord-302553-d0hk4ipg 413 11 the the DT cord-302553-d0hk4ipg 413 12 scatter scatter NN cord-302553-d0hk4ipg 413 13 , , , cord-302553-d0hk4ipg 413 14 this this DT cord-302553-d0hk4ipg 413 15 paper paper NN cord-302553-d0hk4ipg 413 16 adopts adopt VBZ cord-302553-d0hk4ipg 413 17 two two CD cord-302553-d0hk4ipg 413 18 sample sample NN cord-302553-d0hk4ipg 413 19 class class NN cord-302553-d0hk4ipg 413 20 distances distance NNS cord-302553-d0hk4ipg 413 21 to to TO cord-302553-d0hk4ipg 413 22 compare compare VB cord-302553-d0hk4ipg 413 23 the the DT cord-302553-d0hk4ipg 413 24 relationship relationship NN cord-302553-d0hk4ipg 413 25 between between IN cord-302553-d0hk4ipg 413 26 the the DT cord-302553-d0hk4ipg 413 27 sentiment sentiment NN cord-302553-d0hk4ipg 413 28 polarity polarity NN cord-302553-d0hk4ipg 413 29 and and CC cord-302553-d0hk4ipg 413 30 the the DT cord-302553-d0hk4ipg 413 31 flu flu NN cord-302553-d0hk4ipg 413 32 period period NN cord-302553-d0hk4ipg 413 33 . . . cord-302553-d0hk4ipg 414 1 The the DT cord-302553-d0hk4ipg 414 2 first first JJ cord-302553-d0hk4ipg 414 3 distance distance NN cord-302553-d0hk4ipg 414 4 is be VBZ cord-302553-d0hk4ipg 414 5 a a DT cord-302553-d0hk4ipg 414 6 centroid centroid NN cord-302553-d0hk4ipg 414 7 cluster cluster NN cord-302553-d0hk4ipg 414 8 , , , cord-302553-d0hk4ipg 414 9 which which WDT cord-302553-d0hk4ipg 414 10 measures measure VBZ cord-302553-d0hk4ipg 414 11 the the DT cord-302553-d0hk4ipg 414 12 interclass interclass NN cord-302553-d0hk4ipg 414 13 distance distance NN cord-302553-d0hk4ipg 414 14 by by IN cord-302553-d0hk4ipg 414 15 the the DT cord-302553-d0hk4ipg 414 16 distance distance NN cord-302553-d0hk4ipg 414 17 between between IN cord-302553-d0hk4ipg 414 18 the the DT cord-302553-d0hk4ipg 414 19 two two CD cord-302553-d0hk4ipg 414 20 variables variable NNS cord-302553-d0hk4ipg 414 21 ' ' POS cord-302553-d0hk4ipg 414 22 mean mean JJ cord-302553-d0hk4ipg 414 23 value value NN cord-302553-d0hk4ipg 414 24 . . . cord-302553-d0hk4ipg 415 1 The the DT cord-302553-d0hk4ipg 415 2 coordinates coordinate NNS cord-302553-d0hk4ipg 415 3 of of IN cord-302553-d0hk4ipg 415 4 each each DT cord-302553-d0hk4ipg 415 5 class class NN cord-302553-d0hk4ipg 415 6 's 's POS cord-302553-d0hk4ipg 415 7 center center NN cord-302553-d0hk4ipg 415 8 gravity gravity NN cord-302553-d0hk4ipg 415 9 are be VBP cord-302553-d0hk4ipg 415 10 presented present VBN cord-302553-d0hk4ipg 415 11 in in IN cord-302553-d0hk4ipg 415 12 Table Table NNP cord-302553-d0hk4ipg 415 13 _SP cord-302553-d0hk4ipg 415 14 3 3 CD cord-302553-d0hk4ipg 415 15 . . . cord-302553-d0hk4ipg 416 1 The the DT cord-302553-d0hk4ipg 416 2 scatter scatter NN cord-302553-d0hk4ipg 416 3 of of IN cord-302553-d0hk4ipg 416 4 the the DT cord-302553-d0hk4ipg 416 5 class class NN cord-302553-d0hk4ipg 416 6 center center NN cord-302553-d0hk4ipg 416 7 gravity gravity NN cord-302553-d0hk4ipg 416 8 is be VBZ cord-302553-d0hk4ipg 416 9 plotted plot VBN cord-302553-d0hk4ipg 416 10 through through IN cord-302553-d0hk4ipg 416 11 the the DT cord-302553-d0hk4ipg 416 12 two two CD cord-302553-d0hk4ipg 416 13 - - HYPH cord-302553-d0hk4ipg 416 14 dimensional dimensional JJ cord-302553-d0hk4ipg 416 15 coordinates coordinate NNS cord-302553-d0hk4ipg 416 16 of of IN cord-302553-d0hk4ipg 416 17 the the DT cord-302553-d0hk4ipg 416 18 four four CD cord-302553-d0hk4ipg 416 19 categories category NNS cord-302553-d0hk4ipg 416 20 shown show VBN cord-302553-d0hk4ipg 416 21 in in IN cord-302553-d0hk4ipg 416 22 Figure Figure NNP cord-302553-d0hk4ipg 416 23 14 14 CD cord-302553-d0hk4ipg 416 24 . . . cord-302553-d0hk4ipg 417 1 Figure figure NN cord-302553-d0hk4ipg 417 2 14 14 CD cord-302553-d0hk4ipg 417 3 clearly clearly RB cord-302553-d0hk4ipg 417 4 determines determine VBZ cord-302553-d0hk4ipg 417 5 the the DT cord-302553-d0hk4ipg 417 6 distribution distribution NN cord-302553-d0hk4ipg 417 7 of of IN cord-302553-d0hk4ipg 417 8 four four CD cord-302553-d0hk4ipg 417 9 types type NNS cord-302553-d0hk4ipg 417 10 of of IN cord-302553-d0hk4ipg 417 11 class class NN cord-302553-d0hk4ipg 417 12 center center NN cord-302553-d0hk4ipg 417 13 gravity gravity NN cord-302553-d0hk4ipg 417 14 . . . cord-302553-d0hk4ipg 418 1 To to TO cord-302553-d0hk4ipg 418 2 measure measure VB cord-302553-d0hk4ipg 418 3 the the DT cord-302553-d0hk4ipg 418 4 interclass interclass NN cord-302553-d0hk4ipg 418 5 distance distance NN cord-302553-d0hk4ipg 418 6 of of IN cord-302553-d0hk4ipg 418 7 these these DT cord-302553-d0hk4ipg 418 8 four four CD cord-302553-d0hk4ipg 418 9 categories category NNS cord-302553-d0hk4ipg 418 10 in in IN cord-302553-d0hk4ipg 418 11 the the DT cord-302553-d0hk4ipg 418 12 scatter scatter NN cord-302553-d0hk4ipg 418 13 , , , cord-302553-d0hk4ipg 418 14 this this DT cord-302553-d0hk4ipg 418 15 paper paper NN cord-302553-d0hk4ipg 418 16 adopts adopt VBZ cord-302553-d0hk4ipg 418 17 two two CD cord-302553-d0hk4ipg 418 18 sample sample NN cord-302553-d0hk4ipg 418 19 class class NN cord-302553-d0hk4ipg 418 20 distances distance NNS cord-302553-d0hk4ipg 418 21 to to TO cord-302553-d0hk4ipg 418 22 compare compare VB cord-302553-d0hk4ipg 418 23 the the DT cord-302553-d0hk4ipg 418 24 relationship relationship NN cord-302553-d0hk4ipg 418 25 between between IN cord-302553-d0hk4ipg 418 26 the the DT cord-302553-d0hk4ipg 418 27 sentiment sentiment NN cord-302553-d0hk4ipg 418 28 polarity polarity NN cord-302553-d0hk4ipg 418 29 and and CC cord-302553-d0hk4ipg 418 30 the the DT cord-302553-d0hk4ipg 418 31 flu flu NN cord-302553-d0hk4ipg 418 32 period period NN cord-302553-d0hk4ipg 418 33 . . . cord-302553-d0hk4ipg 419 1 The the DT cord-302553-d0hk4ipg 419 2 first first JJ cord-302553-d0hk4ipg 419 3 distance distance NN cord-302553-d0hk4ipg 419 4 is be VBZ cord-302553-d0hk4ipg 419 5 a a DT cord-302553-d0hk4ipg 419 6 centroid centroid NN cord-302553-d0hk4ipg 419 7 cluster cluster NN cord-302553-d0hk4ipg 419 8 , , , cord-302553-d0hk4ipg 419 9 which which WDT cord-302553-d0hk4ipg 419 10 measures measure VBZ cord-302553-d0hk4ipg 419 11 the the DT cord-302553-d0hk4ipg 419 12 interclass interclass NN cord-302553-d0hk4ipg 419 13 distance distance NN cord-302553-d0hk4ipg 419 14 by by IN cord-302553-d0hk4ipg 419 15 the the DT cord-302553-d0hk4ipg 419 16 distance distance NN cord-302553-d0hk4ipg 419 17 between between IN cord-302553-d0hk4ipg 419 18 the the DT cord-302553-d0hk4ipg 419 19 two two CD cord-302553-d0hk4ipg 419 20 variables variable NNS cord-302553-d0hk4ipg 419 21 ' ' POS cord-302553-d0hk4ipg 419 22 mean mean JJ cord-302553-d0hk4ipg 419 23 value value NN cord-302553-d0hk4ipg 419 24 . . . cord-302553-d0hk4ipg 420 1 The the DT cord-302553-d0hk4ipg 420 2 coordinates coordinate NNS cord-302553-d0hk4ipg 420 3 of of IN cord-302553-d0hk4ipg 420 4 each each DT cord-302553-d0hk4ipg 420 5 class class NN cord-302553-d0hk4ipg 420 6 's 's POS cord-302553-d0hk4ipg 420 7 center center NN cord-302553-d0hk4ipg 420 8 gravity gravity NN cord-302553-d0hk4ipg 420 9 are be VBP cord-302553-d0hk4ipg 420 10 presented present VBN cord-302553-d0hk4ipg 420 11 in in IN cord-302553-d0hk4ipg 420 12 Table Table NNP cord-302553-d0hk4ipg 420 13 _SP cord-302553-d0hk4ipg 420 14 3 3 CD cord-302553-d0hk4ipg 420 15 . . . cord-302553-d0hk4ipg 421 1 The the DT cord-302553-d0hk4ipg 421 2 scatter scatter NN cord-302553-d0hk4ipg 421 3 of of IN cord-302553-d0hk4ipg 421 4 the the DT cord-302553-d0hk4ipg 421 5 class class NN cord-302553-d0hk4ipg 421 6 center center NN cord-302553-d0hk4ipg 421 7 gravity gravity NN cord-302553-d0hk4ipg 421 8 is be VBZ cord-302553-d0hk4ipg 421 9 plotted plot VBN cord-302553-d0hk4ipg 421 10 through through IN cord-302553-d0hk4ipg 421 11 the the DT cord-302553-d0hk4ipg 421 12 two two CD cord-302553-d0hk4ipg 421 13 - - HYPH cord-302553-d0hk4ipg 421 14 dimensional dimensional JJ cord-302553-d0hk4ipg 421 15 coordinates coordinate NNS cord-302553-d0hk4ipg 421 16 of of IN cord-302553-d0hk4ipg 421 17 the the DT cord-302553-d0hk4ipg 421 18 four four CD cord-302553-d0hk4ipg 421 19 categories category NNS cord-302553-d0hk4ipg 421 20 shown show VBN cord-302553-d0hk4ipg 421 21 in in IN cord-302553-d0hk4ipg 421 22 Figure Figure NNP cord-302553-d0hk4ipg 421 23 14 14 CD cord-302553-d0hk4ipg 421 24 . . . cord-302553-d0hk4ipg 422 1 Figure figure NN cord-302553-d0hk4ipg 422 2 14 14 CD cord-302553-d0hk4ipg 422 3 clearly clearly RB cord-302553-d0hk4ipg 422 4 determines determine VBZ cord-302553-d0hk4ipg 422 5 the the DT cord-302553-d0hk4ipg 422 6 distribution distribution NN cord-302553-d0hk4ipg 422 7 of of IN cord-302553-d0hk4ipg 422 8 four four CD cord-302553-d0hk4ipg 422 9 types type NNS cord-302553-d0hk4ipg 422 10 of of IN cord-302553-d0hk4ipg 422 11 class class NN cord-302553-d0hk4ipg 422 12 center center NN cord-302553-d0hk4ipg 422 13 gravity gravity NN cord-302553-d0hk4ipg 422 14 . . . cord-302553-d0hk4ipg 423 1 Afterwards afterwards RB cord-302553-d0hk4ipg 423 2 , , , cord-302553-d0hk4ipg 423 3 we -PRON- PRP cord-302553-d0hk4ipg 423 4 calculated calculate VBD cord-302553-d0hk4ipg 423 5 the the DT cord-302553-d0hk4ipg 423 6 Euclidean euclidean JJ cord-302553-d0hk4ipg 423 7 distance distance NN cord-302553-d0hk4ipg 423 8 matrix matrix NN cord-302553-d0hk4ipg 423 9 of of IN cord-302553-d0hk4ipg 423 10 the the DT cord-302553-d0hk4ipg 423 11 center center NN cord-302553-d0hk4ipg 423 12 gravity gravity NN cord-302553-d0hk4ipg 423 13 in in IN cord-302553-d0hk4ipg 423 14 the the DT cord-302553-d0hk4ipg 423 15 following follow VBG cord-302553-d0hk4ipg 423 16 section section NN cord-302553-d0hk4ipg 423 17 . . . cord-302553-d0hk4ipg 424 1 From from IN cord-302553-d0hk4ipg 424 2 the the DT cord-302553-d0hk4ipg 424 3 matrix matrix NN cord-302553-d0hk4ipg 424 4 , , , cord-302553-d0hk4ipg 424 5 the the DT cord-302553-d0hk4ipg 424 6 distance distance NN cord-302553-d0hk4ipg 424 7 between between IN cord-302553-d0hk4ipg 424 8 the the DT cord-302553-d0hk4ipg 424 9 recovered recovered JJ cord-302553-d0hk4ipg 424 10 period period NN cord-302553-d0hk4ipg 424 11 and and CC cord-302553-d0hk4ipg 424 12 positive positive JJ cord-302553-d0hk4ipg 424 13 sentiment sentiment NN cord-302553-d0hk4ipg 424 14 is be VBZ cord-302553-d0hk4ipg 424 15 4.297 4.297 CD cord-302553-d0hk4ipg 424 16 , , , cord-302553-d0hk4ipg 424 17 while while IN cord-302553-d0hk4ipg 424 18 the the DT cord-302553-d0hk4ipg 424 19 distance distance NN cord-302553-d0hk4ipg 424 20 between between IN cord-302553-d0hk4ipg 424 21 the the DT cord-302553-d0hk4ipg 424 22 recovered recovered JJ cord-302553-d0hk4ipg 424 23 period period NN cord-302553-d0hk4ipg 424 24 and and CC cord-302553-d0hk4ipg 424 25 negative negative JJ cord-302553-d0hk4ipg 424 26 sentiment sentiment NN cord-302553-d0hk4ipg 424 27 is be VBZ cord-302553-d0hk4ipg 424 28 7.632 7.632 CD cord-302553-d0hk4ipg 424 29 , , , cord-302553-d0hk4ipg 424 30 which which WDT cord-302553-d0hk4ipg 424 31 significantly significantly RB cord-302553-d0hk4ipg 424 32 shows show VBZ cord-302553-d0hk4ipg 424 33 that that IN cord-302553-d0hk4ipg 424 34 the the DT cord-302553-d0hk4ipg 424 35 recovered recovered JJ cord-302553-d0hk4ipg 424 36 period period NN cord-302553-d0hk4ipg 424 37 is be VBZ cord-302553-d0hk4ipg 424 38 closer close JJR cord-302553-d0hk4ipg 424 39 to to IN cord-302553-d0hk4ipg 424 40 positive positive JJ cord-302553-d0hk4ipg 424 41 sentiment sentiment NN cord-302553-d0hk4ipg 424 42 . . . cord-302553-d0hk4ipg 425 1 In in IN cord-302553-d0hk4ipg 425 2 terms term NNS cord-302553-d0hk4ipg 425 3 of of IN cord-302553-d0hk4ipg 425 4 the the DT cord-302553-d0hk4ipg 425 5 infectious infectious JJ cord-302553-d0hk4ipg 425 6 period period NN cord-302553-d0hk4ipg 425 7 , , , cord-302553-d0hk4ipg 425 8 the the DT cord-302553-d0hk4ipg 425 9 distance distance NN cord-302553-d0hk4ipg 425 10 to to IN cord-302553-d0hk4ipg 425 11 the the DT cord-302553-d0hk4ipg 425 12 positive positive JJ cord-302553-d0hk4ipg 425 13 sentiment sentiment NN cord-302553-d0hk4ipg 425 14 is be VBZ cord-302553-d0hk4ipg 425 15 9.521 9.521 CD cord-302553-d0hk4ipg 425 16 , , , cord-302553-d0hk4ipg 425 17 and and CC cord-302553-d0hk4ipg 425 18 the the DT cord-302553-d0hk4ipg 425 19 distance distance NN cord-302553-d0hk4ipg 425 20 to to IN cord-302553-d0hk4ipg 425 21 the the DT cord-302553-d0hk4ipg 425 22 negative negative JJ cord-302553-d0hk4ipg 425 23 sentiment sentiment NN cord-302553-d0hk4ipg 425 24 is be VBZ cord-302553-d0hk4ipg 425 25 7.867 7.867 CD cord-302553-d0hk4ipg 425 26 , , , cord-302553-d0hk4ipg 425 27 which which WDT cord-302553-d0hk4ipg 425 28 indicates indicate VBZ cord-302553-d0hk4ipg 425 29 that that IN cord-302553-d0hk4ipg 425 30 the the DT cord-302553-d0hk4ipg 425 31 infectious infectious JJ cord-302553-d0hk4ipg 425 32 period period NN cord-302553-d0hk4ipg 425 33 is be VBZ cord-302553-d0hk4ipg 425 34 closer close JJR cord-302553-d0hk4ipg 425 35 to to IN cord-302553-d0hk4ipg 425 36 the the DT cord-302553-d0hk4ipg 425 37 negative negative JJ cord-302553-d0hk4ipg 425 38 sentiment sentiment NN cord-302553-d0hk4ipg 425 39 . . . cord-302553-d0hk4ipg 426 1 In in IN cord-302553-d0hk4ipg 426 2 addition addition NN cord-302553-d0hk4ipg 426 3 , , , cord-302553-d0hk4ipg 426 4 another another DT cord-302553-d0hk4ipg 426 5 interclass interclass NN cord-302553-d0hk4ipg 426 6 distance distance NN cord-302553-d0hk4ipg 426 7 measurement measurement NN cord-302553-d0hk4ipg 426 8 method method NN cord-302553-d0hk4ipg 426 9 was be VBD cord-302553-d0hk4ipg 426 10 selected select VBN cord-302553-d0hk4ipg 426 11 to to TO cord-302553-d0hk4ipg 426 12 further further RB cord-302553-d0hk4ipg 426 13 verify verify VB cord-302553-d0hk4ipg 426 14 the the DT cord-302553-d0hk4ipg 426 15 correctness correctness NN cord-302553-d0hk4ipg 426 16 of of IN cord-302553-d0hk4ipg 426 17 the the DT cord-302553-d0hk4ipg 426 18 conclusion conclusion NN cord-302553-d0hk4ipg 426 19 , , , cord-302553-d0hk4ipg 426 20 which which WDT cord-302553-d0hk4ipg 426 21 is be VBZ cord-302553-d0hk4ipg 426 22 known know VBN cord-302553-d0hk4ipg 426 23 as as IN cord-302553-d0hk4ipg 426 24 the the DT cord-302553-d0hk4ipg 426 25 between between IN cord-302553-d0hk4ipg 426 26 - - HYPH cord-302553-d0hk4ipg 426 27 group group NN cord-302553-d0hk4ipg 426 28 linkage linkage NN cord-302553-d0hk4ipg 426 29 and and CC cord-302553-d0hk4ipg 426 30 which which WDT cord-302553-d0hk4ipg 426 31 measures measure VBZ cord-302553-d0hk4ipg 426 32 the the DT cord-302553-d0hk4ipg 426 33 interclass interclass NN cord-302553-d0hk4ipg 426 34 distance distance NN cord-302553-d0hk4ipg 426 35 by by IN cord-302553-d0hk4ipg 426 36 the the DT cord-302553-d0hk4ipg 426 37 average average JJ cord-302553-d0hk4ipg 426 38 distance distance NN cord-302553-d0hk4ipg 426 39 between between IN cord-302553-d0hk4ipg 426 40 the the DT cord-302553-d0hk4ipg 426 41 two two CD cord-302553-d0hk4ipg 426 42 categories category NNS cord-302553-d0hk4ipg 426 43 of of IN cord-302553-d0hk4ipg 426 44 individuals individual NNS cord-302553-d0hk4ipg 426 45 . . . cord-302553-d0hk4ipg 427 1 The the DT cord-302553-d0hk4ipg 427 2 Euclidean euclidean JJ cord-302553-d0hk4ipg 427 3 distance distance NN cord-302553-d0hk4ipg 427 4 matrix matrix NN cord-302553-d0hk4ipg 427 5 is be VBZ cord-302553-d0hk4ipg 427 6 shown show VBN cord-302553-d0hk4ipg 427 7 in in IN cord-302553-d0hk4ipg 427 8 the the DT cord-302553-d0hk4ipg 427 9 following following JJ cord-302553-d0hk4ipg 427 10 section section NN cord-302553-d0hk4ipg 427 11 . . . cord-302553-d0hk4ipg 428 1 This this DT cord-302553-d0hk4ipg 428 2 finding finding NN cord-302553-d0hk4ipg 428 3 implies imply VBZ cord-302553-d0hk4ipg 428 4 that that IN cord-302553-d0hk4ipg 428 5 the the DT cord-302553-d0hk4ipg 428 6 conclusion conclusion NN cord-302553-d0hk4ipg 428 7 is be VBZ cord-302553-d0hk4ipg 428 8 consistent consistent JJ cord-302553-d0hk4ipg 428 9 with with IN cord-302553-d0hk4ipg 428 10 the the DT cord-302553-d0hk4ipg 428 11 above above JJ cord-302553-d0hk4ipg 428 12 . . . cord-302553-d0hk4ipg 429 1 The the DT cord-302553-d0hk4ipg 429 2 recovered recovered JJ cord-302553-d0hk4ipg 429 3 period period NN cord-302553-d0hk4ipg 429 4 is be VBZ cord-302553-d0hk4ipg 429 5 closer close JJR cord-302553-d0hk4ipg 429 6 to to IN cord-302553-d0hk4ipg 429 7 the the DT cord-302553-d0hk4ipg 429 8 positive positive JJ cord-302553-d0hk4ipg 429 9 sentiment sentiment NN cord-302553-d0hk4ipg 429 10 , , , cord-302553-d0hk4ipg 429 11 and and CC cord-302553-d0hk4ipg 429 12 the the DT cord-302553-d0hk4ipg 429 13 infectious infectious JJ cord-302553-d0hk4ipg 429 14 period period NN cord-302553-d0hk4ipg 429 15 is be VBZ cord-302553-d0hk4ipg 429 16 closer close JJR cord-302553-d0hk4ipg 429 17 to to IN cord-302553-d0hk4ipg 429 18 the the DT cord-302553-d0hk4ipg 429 19 negative negative JJ cord-302553-d0hk4ipg 429 20 sentiment sentiment NN cord-302553-d0hk4ipg 429 21 . . . cord-302553-d0hk4ipg 430 1 The the DT cord-302553-d0hk4ipg 430 2 flu flu NN cord-302553-d0hk4ipg 430 3 - - HYPH cord-302553-d0hk4ipg 430 4 related relate VBN cord-302553-d0hk4ipg 430 5 information information NN cord-302553-d0hk4ipg 430 6 perceived perceive VBN cord-302553-d0hk4ipg 430 7 by by IN cord-302553-d0hk4ipg 430 8 social social JJ cord-302553-d0hk4ipg 430 9 media medium NNS cord-302553-d0hk4ipg 430 10 can can MD cord-302553-d0hk4ipg 430 11 detect detect VB cord-302553-d0hk4ipg 430 12 trend trend NN cord-302553-d0hk4ipg 430 13 changes change NNS cord-302553-d0hk4ipg 430 14 and and CC cord-302553-d0hk4ipg 430 15 peak peak NN cord-302553-d0hk4ipg 430 16 points point NNS cord-302553-d0hk4ipg 430 17 earlier early RBR cord-302553-d0hk4ipg 430 18 than than IN cord-302553-d0hk4ipg 430 19 traditional traditional JJ cord-302553-d0hk4ipg 430 20 methods method NNS cord-302553-d0hk4ipg 430 21 [ [ -LRB- cord-302553-d0hk4ipg 430 22 8 8 CD cord-302553-d0hk4ipg 430 23 , , , cord-302553-d0hk4ipg 430 24 9 9 CD cord-302553-d0hk4ipg 430 25 , , , cord-302553-d0hk4ipg 430 26 19 19 CD cord-302553-d0hk4ipg 430 27 , , , cord-302553-d0hk4ipg 430 28 43 43 CD cord-302553-d0hk4ipg 430 29 ] ] -RRB- cord-302553-d0hk4ipg 430 30 . . . cord-302553-d0hk4ipg 431 1 We -PRON- PRP cord-302553-d0hk4ipg 431 2 also also RB cord-302553-d0hk4ipg 431 3 compare compare VBP cord-302553-d0hk4ipg 431 4 the the DT cord-302553-d0hk4ipg 431 5 trend trend NN cord-302553-d0hk4ipg 431 6 of of IN cord-302553-d0hk4ipg 431 7 the the DT cord-302553-d0hk4ipg 431 8 flu flu NN cord-302553-d0hk4ipg 431 9 - - HYPH cord-302553-d0hk4ipg 431 10 related relate VBN cord-302553-d0hk4ipg 431 11 weibos weibos NNP cord-302553-d0hk4ipg 431 12 ratio ratio NN cord-302553-d0hk4ipg 431 13 Afterwards afterwards RB cord-302553-d0hk4ipg 431 14 , , , cord-302553-d0hk4ipg 431 15 we -PRON- PRP cord-302553-d0hk4ipg 431 16 calculated calculate VBD cord-302553-d0hk4ipg 431 17 the the DT cord-302553-d0hk4ipg 431 18 Euclidean euclidean JJ cord-302553-d0hk4ipg 431 19 distance distance NN cord-302553-d0hk4ipg 431 20 matrix matrix NN cord-302553-d0hk4ipg 431 21 of of IN cord-302553-d0hk4ipg 431 22 the the DT cord-302553-d0hk4ipg 431 23 center center NN cord-302553-d0hk4ipg 431 24 gravity gravity NN cord-302553-d0hk4ipg 431 25 in in IN cord-302553-d0hk4ipg 431 26 the the DT cord-302553-d0hk4ipg 431 27 following follow VBG cord-302553-d0hk4ipg 431 28 section section NN cord-302553-d0hk4ipg 431 29 . . . cord-302553-d0hk4ipg 432 1 From from IN cord-302553-d0hk4ipg 432 2 the the DT cord-302553-d0hk4ipg 432 3 matrix matrix NN cord-302553-d0hk4ipg 432 4 , , , cord-302553-d0hk4ipg 432 5 the the DT cord-302553-d0hk4ipg 432 6 distance distance NN cord-302553-d0hk4ipg 432 7 between between IN cord-302553-d0hk4ipg 432 8 the the DT cord-302553-d0hk4ipg 432 9 recovered recovered JJ cord-302553-d0hk4ipg 432 10 period period NN cord-302553-d0hk4ipg 432 11 and and CC cord-302553-d0hk4ipg 432 12 positive positive JJ cord-302553-d0hk4ipg 432 13 sentiment sentiment NN cord-302553-d0hk4ipg 432 14 is be VBZ cord-302553-d0hk4ipg 432 15 4.297 4.297 CD cord-302553-d0hk4ipg 432 16 , , , cord-302553-d0hk4ipg 432 17 while while IN cord-302553-d0hk4ipg 432 18 the the DT cord-302553-d0hk4ipg 432 19 distance distance NN cord-302553-d0hk4ipg 432 20 between between IN cord-302553-d0hk4ipg 432 21 the the DT cord-302553-d0hk4ipg 432 22 recovered recovered JJ cord-302553-d0hk4ipg 432 23 period period NN cord-302553-d0hk4ipg 432 24 and and CC cord-302553-d0hk4ipg 432 25 negative negative JJ cord-302553-d0hk4ipg 432 26 sentiment sentiment NN cord-302553-d0hk4ipg 432 27 is be VBZ cord-302553-d0hk4ipg 432 28 7.632 7.632 CD cord-302553-d0hk4ipg 432 29 , , , cord-302553-d0hk4ipg 432 30 which which WDT cord-302553-d0hk4ipg 432 31 significantly significantly RB cord-302553-d0hk4ipg 432 32 shows show VBZ cord-302553-d0hk4ipg 432 33 that that IN cord-302553-d0hk4ipg 432 34 the the DT cord-302553-d0hk4ipg 432 35 recovered recovered JJ cord-302553-d0hk4ipg 432 36 period period NN cord-302553-d0hk4ipg 432 37 is be VBZ cord-302553-d0hk4ipg 432 38 closer close JJR cord-302553-d0hk4ipg 432 39 to to IN cord-302553-d0hk4ipg 432 40 positive positive JJ cord-302553-d0hk4ipg 432 41 sentiment sentiment NN cord-302553-d0hk4ipg 432 42 . . . cord-302553-d0hk4ipg 433 1 In in IN cord-302553-d0hk4ipg 433 2 terms term NNS cord-302553-d0hk4ipg 433 3 of of IN cord-302553-d0hk4ipg 433 4 the the DT cord-302553-d0hk4ipg 433 5 infectious infectious JJ cord-302553-d0hk4ipg 433 6 period period NN cord-302553-d0hk4ipg 433 7 , , , cord-302553-d0hk4ipg 433 8 the the DT cord-302553-d0hk4ipg 433 9 distance distance NN cord-302553-d0hk4ipg 433 10 to to IN cord-302553-d0hk4ipg 433 11 the the DT cord-302553-d0hk4ipg 433 12 positive positive JJ cord-302553-d0hk4ipg 433 13 sentiment sentiment NN cord-302553-d0hk4ipg 433 14 is be VBZ cord-302553-d0hk4ipg 433 15 9.521 9.521 CD cord-302553-d0hk4ipg 433 16 , , , cord-302553-d0hk4ipg 433 17 and and CC cord-302553-d0hk4ipg 433 18 the the DT cord-302553-d0hk4ipg 433 19 distance distance NN cord-302553-d0hk4ipg 433 20 to to IN cord-302553-d0hk4ipg 433 21 the the DT cord-302553-d0hk4ipg 433 22 negative negative JJ cord-302553-d0hk4ipg 433 23 sentiment sentiment NN cord-302553-d0hk4ipg 433 24 is be VBZ cord-302553-d0hk4ipg 433 25 7.867 7.867 CD cord-302553-d0hk4ipg 433 26 , , , cord-302553-d0hk4ipg 433 27 which which WDT cord-302553-d0hk4ipg 433 28 indicates indicate VBZ cord-302553-d0hk4ipg 433 29 that that IN cord-302553-d0hk4ipg 433 30 the the DT cord-302553-d0hk4ipg 433 31 infectious infectious JJ cord-302553-d0hk4ipg 433 32 period period NN cord-302553-d0hk4ipg 433 33 is be VBZ cord-302553-d0hk4ipg 433 34 closer close JJR cord-302553-d0hk4ipg 433 35 to to IN cord-302553-d0hk4ipg 433 36 the the DT cord-302553-d0hk4ipg 433 37 negative negative JJ cord-302553-d0hk4ipg 433 38 sentiment sentiment NN cord-302553-d0hk4ipg 433 39 . . . cord-302553-d0hk4ipg 433 40 _SP cord-302553-d0hk4ipg 434 1 In in IN cord-302553-d0hk4ipg 434 2 addition addition NN cord-302553-d0hk4ipg 434 3 , , , cord-302553-d0hk4ipg 434 4 another another DT cord-302553-d0hk4ipg 434 5 interclass interclass NN cord-302553-d0hk4ipg 434 6 distance distance NN cord-302553-d0hk4ipg 434 7 measurement measurement NN cord-302553-d0hk4ipg 434 8 method method NN cord-302553-d0hk4ipg 434 9 was be VBD cord-302553-d0hk4ipg 434 10 selected select VBN cord-302553-d0hk4ipg 434 11 to to TO cord-302553-d0hk4ipg 434 12 further further RB cord-302553-d0hk4ipg 434 13 verify verify VB cord-302553-d0hk4ipg 434 14 the the DT cord-302553-d0hk4ipg 434 15 correctness correctness NN cord-302553-d0hk4ipg 434 16 of of IN cord-302553-d0hk4ipg 434 17 the the DT cord-302553-d0hk4ipg 434 18 conclusion conclusion NN cord-302553-d0hk4ipg 434 19 , , , cord-302553-d0hk4ipg 434 20 which which WDT cord-302553-d0hk4ipg 434 21 is be VBZ cord-302553-d0hk4ipg 434 22 known know VBN cord-302553-d0hk4ipg 434 23 as as IN cord-302553-d0hk4ipg 434 24 the the DT cord-302553-d0hk4ipg 434 25 between between IN cord-302553-d0hk4ipg 434 26 - - HYPH cord-302553-d0hk4ipg 434 27 group group NN cord-302553-d0hk4ipg 434 28 linkage linkage NN cord-302553-d0hk4ipg 434 29 and and CC cord-302553-d0hk4ipg 434 30 which which WDT cord-302553-d0hk4ipg 434 31 measures measure VBZ cord-302553-d0hk4ipg 434 32 the the DT cord-302553-d0hk4ipg 434 33 interclass interclass NN cord-302553-d0hk4ipg 434 34 distance distance NN cord-302553-d0hk4ipg 434 35 by by IN cord-302553-d0hk4ipg 434 36 the the DT cord-302553-d0hk4ipg 434 37 average average JJ cord-302553-d0hk4ipg 434 38 distance distance NN cord-302553-d0hk4ipg 434 39 between between IN cord-302553-d0hk4ipg 434 40 the the DT cord-302553-d0hk4ipg 434 41 two two CD cord-302553-d0hk4ipg 434 42 categories category NNS cord-302553-d0hk4ipg 434 43 of of IN cord-302553-d0hk4ipg 434 44 individuals individual NNS cord-302553-d0hk4ipg 434 45 . . . cord-302553-d0hk4ipg 435 1 The the DT cord-302553-d0hk4ipg 435 2 Euclidean euclidean JJ cord-302553-d0hk4ipg 435 3 distance distance NN cord-302553-d0hk4ipg 435 4 matrix matrix NN cord-302553-d0hk4ipg 435 5 is be VBZ cord-302553-d0hk4ipg 435 6 shown show VBN cord-302553-d0hk4ipg 435 7 in in IN cord-302553-d0hk4ipg 435 8 the the DT cord-302553-d0hk4ipg 435 9 following following JJ cord-302553-d0hk4ipg 435 10 section section NN cord-302553-d0hk4ipg 435 11 . . . cord-302553-d0hk4ipg 435 12 _SP cord-302553-d0hk4ipg 436 1 This this DT cord-302553-d0hk4ipg 436 2 finding finding NN cord-302553-d0hk4ipg 436 3 implies imply VBZ cord-302553-d0hk4ipg 436 4 that that IN cord-302553-d0hk4ipg 436 5 the the DT cord-302553-d0hk4ipg 436 6 conclusion conclusion NN cord-302553-d0hk4ipg 436 7 is be VBZ cord-302553-d0hk4ipg 436 8 consistent consistent JJ cord-302553-d0hk4ipg 436 9 with with IN cord-302553-d0hk4ipg 436 10 the the DT cord-302553-d0hk4ipg 436 11 above above JJ cord-302553-d0hk4ipg 436 12 . . . cord-302553-d0hk4ipg 437 1 The the DT cord-302553-d0hk4ipg 437 2 recovered recovered JJ cord-302553-d0hk4ipg 437 3 period period NN cord-302553-d0hk4ipg 437 4 is be VBZ cord-302553-d0hk4ipg 437 5 closer close JJR cord-302553-d0hk4ipg 437 6 to to IN cord-302553-d0hk4ipg 437 7 the the DT cord-302553-d0hk4ipg 437 8 positive positive JJ cord-302553-d0hk4ipg 437 9 sentiment sentiment NN cord-302553-d0hk4ipg 437 10 , , , cord-302553-d0hk4ipg 437 11 and and CC cord-302553-d0hk4ipg 437 12 the the DT cord-302553-d0hk4ipg 437 13 infectious infectious JJ cord-302553-d0hk4ipg 437 14 period period NN cord-302553-d0hk4ipg 437 15 is be VBZ cord-302553-d0hk4ipg 437 16 closer close JJR cord-302553-d0hk4ipg 437 17 to to IN cord-302553-d0hk4ipg 437 18 the the DT cord-302553-d0hk4ipg 437 19 negative negative JJ cord-302553-d0hk4ipg 437 20 sentiment sentiment NN cord-302553-d0hk4ipg 437 21 . . . cord-302553-d0hk4ipg 438 1 The the DT cord-302553-d0hk4ipg 438 2 flu flu NN cord-302553-d0hk4ipg 438 3 - - HYPH cord-302553-d0hk4ipg 438 4 related relate VBN cord-302553-d0hk4ipg 438 5 information information NN cord-302553-d0hk4ipg 438 6 perceived perceive VBN cord-302553-d0hk4ipg 438 7 by by IN cord-302553-d0hk4ipg 438 8 social social JJ cord-302553-d0hk4ipg 438 9 media medium NNS cord-302553-d0hk4ipg 438 10 can can MD cord-302553-d0hk4ipg 438 11 detect detect VB cord-302553-d0hk4ipg 438 12 trend trend NN cord-302553-d0hk4ipg 438 13 changes change NNS cord-302553-d0hk4ipg 438 14 and and CC cord-302553-d0hk4ipg 438 15 peak peak NN cord-302553-d0hk4ipg 438 16 points point NNS cord-302553-d0hk4ipg 438 17 earlier early RBR cord-302553-d0hk4ipg 438 18 than than IN cord-302553-d0hk4ipg 438 19 traditional traditional JJ cord-302553-d0hk4ipg 438 20 methods method NNS cord-302553-d0hk4ipg 438 21 [ [ -LRB- cord-302553-d0hk4ipg 438 22 8 8 CD cord-302553-d0hk4ipg 438 23 , , , cord-302553-d0hk4ipg 438 24 9 9 CD cord-302553-d0hk4ipg 438 25 , , , cord-302553-d0hk4ipg 438 26 19 19 CD cord-302553-d0hk4ipg 438 27 , , , cord-302553-d0hk4ipg 438 28 43 43 CD cord-302553-d0hk4ipg 438 29 ] ] -RRB- cord-302553-d0hk4ipg 438 30 . . . cord-302553-d0hk4ipg 439 1 We -PRON- PRP cord-302553-d0hk4ipg 439 2 also also RB cord-302553-d0hk4ipg 439 3 compare compare VBP cord-302553-d0hk4ipg 439 4 the the DT cord-302553-d0hk4ipg 439 5 trend trend NN cord-302553-d0hk4ipg 439 6 of of IN cord-302553-d0hk4ipg 439 7 the the DT cord-302553-d0hk4ipg 439 8 flu flu NN cord-302553-d0hk4ipg 439 9 - - HYPH cord-302553-d0hk4ipg 439 10 related relate VBN cord-302553-d0hk4ipg 439 11 weibos weibos NNP cord-302553-d0hk4ipg 439 12 ratio ratio NN cord-302553-d0hk4ipg 439 13 and and CC cord-302553-d0hk4ipg 439 14 ILI% ILI% NNP cord-302553-d0hk4ipg 439 15 from from IN cord-302553-d0hk4ipg 439 16 the the DT cord-302553-d0hk4ipg 439 17 CDC CDC NNP cord-302553-d0hk4ipg 439 18 . . . cord-302553-d0hk4ipg 440 1 It -PRON- PRP cord-302553-d0hk4ipg 440 2 can can MD cord-302553-d0hk4ipg 440 3 be be VB cord-302553-d0hk4ipg 440 4 seen see VBN cord-302553-d0hk4ipg 440 5 in in IN cord-302553-d0hk4ipg 440 6 Figure figure NN cord-302553-d0hk4ipg 440 7 15 15 CD cord-302553-d0hk4ipg 440 8 ; ; : cord-302553-d0hk4ipg 440 9 the the DT cord-302553-d0hk4ipg 440 10 flu flu NN cord-302553-d0hk4ipg 440 11 data datum NNS cord-302553-d0hk4ipg 440 12 perceived perceive VBN cord-302553-d0hk4ipg 440 13 on on IN cord-302553-d0hk4ipg 440 14 social social JJ cord-302553-d0hk4ipg 440 15 media medium NNS cord-302553-d0hk4ipg 440 16 can can MD cord-302553-d0hk4ipg 440 17 reflect reflect VB cord-302553-d0hk4ipg 440 18 the the DT cord-302553-d0hk4ipg 440 19 trend trend NN cord-302553-d0hk4ipg 440 20 of of IN cord-302553-d0hk4ipg 440 21 official official JJ cord-302553-d0hk4ipg 440 22 ILI ILI NNP cord-302553-d0hk4ipg 440 23 data datum NNS cord-302553-d0hk4ipg 440 24 and and CC cord-302553-d0hk4ipg 440 25 report report NN cord-302553-d0hk4ipg 440 26 changes change NNS cord-302553-d0hk4ipg 440 27 and and CC cord-302553-d0hk4ipg 440 28 peaks peak NNS cord-302553-d0hk4ipg 440 29 earlier early RBR cord-302553-d0hk4ipg 440 30 in in IN cord-302553-d0hk4ipg 440 31 certain certain JJ cord-302553-d0hk4ipg 440 32 weeks week NNS cord-302553-d0hk4ipg 440 33 . . . cord-302553-d0hk4ipg 441 1 and and CC cord-302553-d0hk4ipg 441 2 ILI% ili% DT cord-302553-d0hk4ipg 441 3 from from IN cord-302553-d0hk4ipg 441 4 the the DT cord-302553-d0hk4ipg 441 5 CDC CDC NNP cord-302553-d0hk4ipg 441 6 . . . cord-302553-d0hk4ipg 442 1 It -PRON- PRP cord-302553-d0hk4ipg 442 2 can can MD cord-302553-d0hk4ipg 442 3 be be VB cord-302553-d0hk4ipg 442 4 seen see VBN cord-302553-d0hk4ipg 442 5 in in IN cord-302553-d0hk4ipg 442 6 Figure figure NN cord-302553-d0hk4ipg 442 7 15 15 CD cord-302553-d0hk4ipg 442 8 ; ; : cord-302553-d0hk4ipg 442 9 the the DT cord-302553-d0hk4ipg 442 10 flu flu NN cord-302553-d0hk4ipg 442 11 data datum NNS cord-302553-d0hk4ipg 442 12 perceived perceive VBN cord-302553-d0hk4ipg 442 13 on on IN cord-302553-d0hk4ipg 442 14 social social JJ cord-302553-d0hk4ipg 442 15 media medium NNS cord-302553-d0hk4ipg 442 16 can can MD cord-302553-d0hk4ipg 442 17 reflect reflect VB cord-302553-d0hk4ipg 442 18 the the DT cord-302553-d0hk4ipg 442 19 trend trend NN cord-302553-d0hk4ipg 442 20 of of IN cord-302553-d0hk4ipg 442 21 official official JJ cord-302553-d0hk4ipg 442 22 ILI ILI NNP cord-302553-d0hk4ipg 442 23 data datum NNS cord-302553-d0hk4ipg 442 24 and and CC cord-302553-d0hk4ipg 442 25 report report NN cord-302553-d0hk4ipg 442 26 changes change NNS cord-302553-d0hk4ipg 442 27 and and CC cord-302553-d0hk4ipg 442 28 peaks peak NNS cord-302553-d0hk4ipg 442 29 earlier early RBR cord-302553-d0hk4ipg 442 30 in in IN cord-302553-d0hk4ipg 442 31 certain certain JJ cord-302553-d0hk4ipg 442 32 weeks week NNS cord-302553-d0hk4ipg 442 33 . . . cord-302553-d0hk4ipg 443 1 Two two CD cord-302553-d0hk4ipg 443 2 LSTM LSTM NNP cord-302553-d0hk4ipg 443 3 neural neural JJ cord-302553-d0hk4ipg 443 4 networks network NNS cord-302553-d0hk4ipg 443 5 were be VBD cord-302553-d0hk4ipg 443 6 built build VBN cord-302553-d0hk4ipg 443 7 to to TO cord-302553-d0hk4ipg 443 8 classify classify VB cord-302553-d0hk4ipg 443 9 the the DT cord-302553-d0hk4ipg 443 10 sentiment sentiment NN cord-302553-d0hk4ipg 443 11 polarity polarity NN cord-302553-d0hk4ipg 443 12 and and CC cord-302553-d0hk4ipg 443 13 flu flu NN cord-302553-d0hk4ipg 443 14 - - HYPH cord-302553-d0hk4ipg 443 15 period period NN cord-302553-d0hk4ipg 443 16 in in IN cord-302553-d0hk4ipg 443 17 this this DT cord-302553-d0hk4ipg 443 18 paper paper NN cord-302553-d0hk4ipg 443 19 . . . cord-302553-d0hk4ipg 444 1 The the DT cord-302553-d0hk4ipg 444 2 input input NN cord-302553-d0hk4ipg 444 3 is be VBZ cord-302553-d0hk4ipg 444 4 the the DT cord-302553-d0hk4ipg 444 5 word word NN cord-302553-d0hk4ipg 444 6 embedding embed VBG cord-302553-d0hk4ipg 444 7 trained train VBN cord-302553-d0hk4ipg 444 8 by by IN cord-302553-d0hk4ipg 444 9 the the DT cord-302553-d0hk4ipg 444 10 word2vector word2vector NNP cord-302553-d0hk4ipg 444 11 based base VBN cord-302553-d0hk4ipg 444 12 on on IN cord-302553-d0hk4ipg 444 13 the the DT cord-302553-d0hk4ipg 444 14 corpus corpus NN cord-302553-d0hk4ipg 444 15 of of IN cord-302553-d0hk4ipg 444 16 flurelated flurelated NNP cord-302553-d0hk4ipg 444 17 weibos weibos NNP cord-302553-d0hk4ipg 444 18 . . . cord-302553-d0hk4ipg 445 1 It -PRON- PRP cord-302553-d0hk4ipg 445 2 is be VBZ cord-302553-d0hk4ipg 445 3 worthwhile worthwhile JJ cord-302553-d0hk4ipg 445 4 to to TO cord-302553-d0hk4ipg 445 5 note note VB cord-302553-d0hk4ipg 445 6 that that IN cord-302553-d0hk4ipg 445 7 the the DT cord-302553-d0hk4ipg 445 8 dimension dimension NN cord-302553-d0hk4ipg 445 9 of of IN cord-302553-d0hk4ipg 445 10 the the DT cord-302553-d0hk4ipg 445 11 word word NN cord-302553-d0hk4ipg 445 12 embedding embedding NN cord-302553-d0hk4ipg 445 13 for for IN cord-302553-d0hk4ipg 445 14 the the DT cord-302553-d0hk4ipg 445 15 LSTM LSTM NNP cord-302553-d0hk4ipg 445 16 input input NN cord-302553-d0hk4ipg 445 17 is be VBZ cord-302553-d0hk4ipg 445 18 the the DT cord-302553-d0hk4ipg 445 19 original original JJ cord-302553-d0hk4ipg 445 20 word word NN cord-302553-d0hk4ipg 445 21 embedding embedding NN cord-302553-d0hk4ipg 445 22 training training NN cord-302553-d0hk4ipg 445 23 , , , cord-302553-d0hk4ipg 445 24 which which WDT cord-302553-d0hk4ipg 445 25 resulted result VBD cord-302553-d0hk4ipg 445 26 in in IN cord-302553-d0hk4ipg 445 27 128 128 CD cord-302553-d0hk4ipg 445 28 dimensions dimension NNS cord-302553-d0hk4ipg 445 29 . . . cord-302553-d0hk4ipg 446 1 The the DT cord-302553-d0hk4ipg 446 2 output output NN cord-302553-d0hk4ipg 446 3 of of IN cord-302553-d0hk4ipg 446 4 the the DT cord-302553-d0hk4ipg 446 5 network network NN cord-302553-d0hk4ipg 446 6 is be VBZ cord-302553-d0hk4ipg 446 7 0 0 CD cord-302553-d0hk4ipg 446 8 or or CC cord-302553-d0hk4ipg 446 9 1 1 CD cord-302553-d0hk4ipg 446 10 . . . cord-302553-d0hk4ipg 447 1 For for IN cord-302553-d0hk4ipg 447 2 the the DT cord-302553-d0hk4ipg 447 3 sentiment sentiment NN cord-302553-d0hk4ipg 447 4 classification classification NN cord-302553-d0hk4ipg 447 5 , , , cord-302553-d0hk4ipg 447 6 the the DT cord-302553-d0hk4ipg 447 7 output output NN cord-302553-d0hk4ipg 447 8 " " `` cord-302553-d0hk4ipg 447 9 0 0 CD cord-302553-d0hk4ipg 447 10 " " '' cord-302553-d0hk4ipg 447 11 represents represent VBZ cord-302553-d0hk4ipg 447 12 negative negative JJ cord-302553-d0hk4ipg 447 13 sentiment sentiment NN cord-302553-d0hk4ipg 447 14 , , , cord-302553-d0hk4ipg 447 15 while while IN cord-302553-d0hk4ipg 447 16 the the DT cord-302553-d0hk4ipg 447 17 output output NN cord-302553-d0hk4ipg 447 18 " " `` cord-302553-d0hk4ipg 447 19 1 1 CD cord-302553-d0hk4ipg 447 20 " " '' cord-302553-d0hk4ipg 447 21 denotes denote VBZ cord-302553-d0hk4ipg 447 22 positive positive JJ cord-302553-d0hk4ipg 447 23 sentiment sentiment NN cord-302553-d0hk4ipg 447 24 . . . cord-302553-d0hk4ipg 448 1 For for IN cord-302553-d0hk4ipg 448 2 the the DT cord-302553-d0hk4ipg 448 3 flu flu NN cord-302553-d0hk4ipg 448 4 - - HYPH cord-302553-d0hk4ipg 448 5 period period NN cord-302553-d0hk4ipg 448 6 classification classification NN cord-302553-d0hk4ipg 448 7 , , , cord-302553-d0hk4ipg 448 8 the the DT cord-302553-d0hk4ipg 448 9 output output NN cord-302553-d0hk4ipg 448 10 " " `` cord-302553-d0hk4ipg 448 11 0 0 CD cord-302553-d0hk4ipg 448 12 " " '' cord-302553-d0hk4ipg 448 13 implies imply VBZ cord-302553-d0hk4ipg 448 14 that that IN cord-302553-d0hk4ipg 448 15 the the DT cord-302553-d0hk4ipg 448 16 blogger blogger NN cord-302553-d0hk4ipg 448 17 is be VBZ cord-302553-d0hk4ipg 448 18 infected infect VBN cord-302553-d0hk4ipg 448 19 , , , cord-302553-d0hk4ipg 448 20 while while IN cord-302553-d0hk4ipg 448 21 the the DT cord-302553-d0hk4ipg 448 22 output output NN cord-302553-d0hk4ipg 448 23 " " `` cord-302553-d0hk4ipg 448 24 1 1 CD cord-302553-d0hk4ipg 448 25 " " '' cord-302553-d0hk4ipg 448 26 implies imply VBZ cord-302553-d0hk4ipg 448 27 that that IN cord-302553-d0hk4ipg 448 28 the the DT cord-302553-d0hk4ipg 448 29 blogger blogger NN cord-302553-d0hk4ipg 448 30 is be VBZ cord-302553-d0hk4ipg 448 31 recovered recover VBN cord-302553-d0hk4ipg 448 32 . . . cord-302553-d0hk4ipg 449 1 In in IN cord-302553-d0hk4ipg 449 2 the the DT cord-302553-d0hk4ipg 449 3 LSTM LSTM NNP cord-302553-d0hk4ipg 449 4 for for IN cord-302553-d0hk4ipg 449 5 sentiment sentiment NN cord-302553-d0hk4ipg 449 6 classification classification NN cord-302553-d0hk4ipg 449 7 , , , cord-302553-d0hk4ipg 449 8 the the DT cord-302553-d0hk4ipg 449 9 accuracy accuracy NN cord-302553-d0hk4ipg 449 10 of of IN cord-302553-d0hk4ipg 449 11 the the DT cord-302553-d0hk4ipg 449 12 test test NN cord-302553-d0hk4ipg 449 13 set set VBN cord-302553-d0hk4ipg 449 14 reached reach VBD cord-302553-d0hk4ipg 449 15 0.844 0.844 CD cord-302553-d0hk4ipg 449 16 after after IN cord-302553-d0hk4ipg 449 17 30 30 CD cord-302553-d0hk4ipg 449 18 steps step NNS cord-302553-d0hk4ipg 449 19 of of IN cord-302553-d0hk4ipg 449 20 training training NN cord-302553-d0hk4ipg 449 21 . . . cord-302553-d0hk4ipg 450 1 In in IN cord-302553-d0hk4ipg 450 2 the the DT cord-302553-d0hk4ipg 450 3 LSTM LSTM NNP cord-302553-d0hk4ipg 450 4 for for IN cord-302553-d0hk4ipg 450 5 flu flu NN cord-302553-d0hk4ipg 450 6 - - HYPH cord-302553-d0hk4ipg 450 7 period period NN cord-302553-d0hk4ipg 450 8 classification classification NN cord-302553-d0hk4ipg 450 9 , , , cord-302553-d0hk4ipg 450 10 the the DT cord-302553-d0hk4ipg 450 11 accuracy accuracy NN cord-302553-d0hk4ipg 450 12 of of IN cord-302553-d0hk4ipg 450 13 the the DT cord-302553-d0hk4ipg 450 14 test test NN cord-302553-d0hk4ipg 450 15 set set VBN cord-302553-d0hk4ipg 450 16 reached reach VBD cord-302553-d0hk4ipg 450 17 0.876 0.876 CD cord-302553-d0hk4ipg 450 18 after after IN cord-302553-d0hk4ipg 450 19 30 30 CD cord-302553-d0hk4ipg 450 20 steps step NNS cord-302553-d0hk4ipg 450 21 of of IN cord-302553-d0hk4ipg 450 22 training training NN cord-302553-d0hk4ipg 450 23 . . . cord-302553-d0hk4ipg 451 1 The the DT cord-302553-d0hk4ipg 451 2 statistical statistical JJ cord-302553-d0hk4ipg 451 3 result result NN cord-302553-d0hk4ipg 451 4 of of IN cord-302553-d0hk4ipg 451 5 the the DT cord-302553-d0hk4ipg 451 6 test test NN cord-302553-d0hk4ipg 451 7 set set VBN cord-302553-d0hk4ipg 451 8 of of IN cord-302553-d0hk4ipg 451 9 4590 4590 CD cord-302553-d0hk4ipg 451 10 weibos weibos NNP cord-302553-d0hk4ipg 451 11 was be VBD cord-302553-d0hk4ipg 451 12 counted count VBN cord-302553-d0hk4ipg 451 13 to to TO cord-302553-d0hk4ipg 451 14 compare compare VB cord-302553-d0hk4ipg 451 15 the the DT cord-302553-d0hk4ipg 451 16 relationship relationship NN cord-302553-d0hk4ipg 451 17 between between IN cord-302553-d0hk4ipg 451 18 the the DT cord-302553-d0hk4ipg 451 19 flu flu NN cord-302553-d0hk4ipg 451 20 - - HYPH cord-302553-d0hk4ipg 451 21 period period NN cord-302553-d0hk4ipg 451 22 and and CC cord-302553-d0hk4ipg 451 23 the the DT cord-302553-d0hk4ipg 451 24 sentiment sentiment NN cord-302553-d0hk4ipg 451 25 polarity polarity NN cord-302553-d0hk4ipg 451 26 . . . cord-302553-d0hk4ipg 452 1 The the DT cord-302553-d0hk4ipg 452 2 prediction prediction NN cord-302553-d0hk4ipg 452 3 result result NN cord-302553-d0hk4ipg 452 4 was be VBD cord-302553-d0hk4ipg 452 5 876 876 CD cord-302553-d0hk4ipg 452 6 , , , cord-302553-d0hk4ipg 452 7 in in IN cord-302553-d0hk4ipg 452 8 which which WDT cord-302553-d0hk4ipg 452 9 the the DT cord-302553-d0hk4ipg 452 10 weibos weibos NNP cord-302553-d0hk4ipg 452 11 simultaneously simultaneously RB cord-302553-d0hk4ipg 452 12 show show VBP cord-302553-d0hk4ipg 452 13 positive positive JJ cord-302553-d0hk4ipg 452 14 sentiment sentiment NN cord-302553-d0hk4ipg 452 15 and and CC cord-302553-d0hk4ipg 452 16 the the DT cord-302553-d0hk4ipg 452 17 recovered recovered JJ cord-302553-d0hk4ipg 452 18 period period NN cord-302553-d0hk4ipg 452 19 , , , cord-302553-d0hk4ipg 452 20 shown show VBN cord-302553-d0hk4ipg 452 21 in in IN cord-302553-d0hk4ipg 452 22 Table Table NNP cord-302553-d0hk4ipg 452 23 _SP cord-302553-d0hk4ipg 452 24 3 3 CD cord-302553-d0hk4ipg 452 25 ; ; : cord-302553-d0hk4ipg 452 26 the the DT cord-302553-d0hk4ipg 452 27 other other JJ cord-302553-d0hk4ipg 452 28 types type NNS cord-302553-d0hk4ipg 452 29 of of IN cord-302553-d0hk4ipg 452 30 prediction prediction NN cord-302553-d0hk4ipg 452 31 results result NNS cord-302553-d0hk4ipg 452 32 are be VBP cord-302553-d0hk4ipg 452 33 also also RB cord-302553-d0hk4ipg 452 34 shown show VBN cord-302553-d0hk4ipg 452 35 in in IN cord-302553-d0hk4ipg 452 36 Table Table NNP cord-302553-d0hk4ipg 452 37 3 3 CD cord-302553-d0hk4ipg 452 38 . . . cord-302553-d0hk4ipg 453 1 Apart apart RB cord-302553-d0hk4ipg 453 2 from from IN cord-302553-d0hk4ipg 453 3 these these DT cord-302553-d0hk4ipg 453 4 findings finding NNS cord-302553-d0hk4ipg 453 5 , , , cord-302553-d0hk4ipg 453 6 we -PRON- PRP cord-302553-d0hk4ipg 453 7 also also RB cord-302553-d0hk4ipg 453 8 counted count VBD cord-302553-d0hk4ipg 453 9 the the DT cord-302553-d0hk4ipg 453 10 number number NN cord-302553-d0hk4ipg 453 11 of of IN cord-302553-d0hk4ipg 453 12 correct correct JJ cord-302553-d0hk4ipg 453 13 weibos weibos NNP cord-302553-d0hk4ipg 453 14 to to TO cord-302553-d0hk4ipg 453 15 predict predict VB cord-302553-d0hk4ipg 453 16 the the DT cord-302553-d0hk4ipg 453 17 flu flu NN cord-302553-d0hk4ipg 453 18 - - HYPH cord-302553-d0hk4ipg 453 19 period period NN cord-302553-d0hk4ipg 453 20 in in IN cord-302553-d0hk4ipg 453 21 the the DT cord-302553-d0hk4ipg 453 22 four four CD cord-302553-d0hk4ipg 453 23 types type NNS cord-302553-d0hk4ipg 453 24 of of IN cord-302553-d0hk4ipg 453 25 prediction prediction NN cord-302553-d0hk4ipg 453 26 results result NNS cord-302553-d0hk4ipg 453 27 . . . cord-302553-d0hk4ipg 454 1 The the DT cord-302553-d0hk4ipg 454 2 statistics statistic NNS cord-302553-d0hk4ipg 454 3 are be VBP cord-302553-d0hk4ipg 454 4 shown show VBN cord-302553-d0hk4ipg 454 5 in in IN cord-302553-d0hk4ipg 454 6 Table Table NNP cord-302553-d0hk4ipg 454 7 4 4 CD cord-302553-d0hk4ipg 454 8 . . . cord-302553-d0hk4ipg 455 1 Two two CD cord-302553-d0hk4ipg 455 2 LSTM LSTM NNP cord-302553-d0hk4ipg 455 3 neural neural JJ cord-302553-d0hk4ipg 455 4 networks network NNS cord-302553-d0hk4ipg 455 5 were be VBD cord-302553-d0hk4ipg 455 6 built build VBN cord-302553-d0hk4ipg 455 7 to to TO cord-302553-d0hk4ipg 455 8 classify classify VB cord-302553-d0hk4ipg 455 9 the the DT cord-302553-d0hk4ipg 455 10 sentiment sentiment NN cord-302553-d0hk4ipg 455 11 polarity polarity NN cord-302553-d0hk4ipg 455 12 and and CC cord-302553-d0hk4ipg 455 13 flu flu NN cord-302553-d0hk4ipg 455 14 - - HYPH cord-302553-d0hk4ipg 455 15 period period NN cord-302553-d0hk4ipg 455 16 in in IN cord-302553-d0hk4ipg 455 17 this this DT cord-302553-d0hk4ipg 455 18 paper paper NN cord-302553-d0hk4ipg 455 19 . . . cord-302553-d0hk4ipg 456 1 The the DT cord-302553-d0hk4ipg 456 2 input input NN cord-302553-d0hk4ipg 456 3 is be VBZ cord-302553-d0hk4ipg 456 4 the the DT cord-302553-d0hk4ipg 456 5 word word NN cord-302553-d0hk4ipg 456 6 embedding embed VBG cord-302553-d0hk4ipg 456 7 trained train VBN cord-302553-d0hk4ipg 456 8 by by IN cord-302553-d0hk4ipg 456 9 the the DT cord-302553-d0hk4ipg 456 10 word2vector word2vector NNP cord-302553-d0hk4ipg 456 11 based base VBN cord-302553-d0hk4ipg 456 12 on on IN cord-302553-d0hk4ipg 456 13 the the DT cord-302553-d0hk4ipg 456 14 corpus corpus NN cord-302553-d0hk4ipg 456 15 of of IN cord-302553-d0hk4ipg 456 16 flu flu NN cord-302553-d0hk4ipg 456 17 - - HYPH cord-302553-d0hk4ipg 456 18 related relate VBN cord-302553-d0hk4ipg 456 19 weibos weibos NNP cord-302553-d0hk4ipg 456 20 . . . cord-302553-d0hk4ipg 457 1 It -PRON- PRP cord-302553-d0hk4ipg 457 2 is be VBZ cord-302553-d0hk4ipg 457 3 worthwhile worthwhile JJ cord-302553-d0hk4ipg 457 4 to to TO cord-302553-d0hk4ipg 457 5 note note VB cord-302553-d0hk4ipg 457 6 that that IN cord-302553-d0hk4ipg 457 7 the the DT cord-302553-d0hk4ipg 457 8 dimension dimension NN cord-302553-d0hk4ipg 457 9 of of IN cord-302553-d0hk4ipg 457 10 the the DT cord-302553-d0hk4ipg 457 11 word word NN cord-302553-d0hk4ipg 457 12 embedding embedding NN cord-302553-d0hk4ipg 457 13 for for IN cord-302553-d0hk4ipg 457 14 the the DT cord-302553-d0hk4ipg 457 15 LSTM LSTM NNP cord-302553-d0hk4ipg 457 16 input input NN cord-302553-d0hk4ipg 457 17 is be VBZ cord-302553-d0hk4ipg 457 18 the the DT cord-302553-d0hk4ipg 457 19 original original JJ cord-302553-d0hk4ipg 457 20 word word NN cord-302553-d0hk4ipg 457 21 embedding embedding NN cord-302553-d0hk4ipg 457 22 training training NN cord-302553-d0hk4ipg 457 23 , , , cord-302553-d0hk4ipg 457 24 which which WDT cord-302553-d0hk4ipg 457 25 resulted result VBD cord-302553-d0hk4ipg 457 26 in in IN cord-302553-d0hk4ipg 457 27 128 128 CD cord-302553-d0hk4ipg 457 28 dimensions dimension NNS cord-302553-d0hk4ipg 457 29 . . . cord-302553-d0hk4ipg 458 1 The the DT cord-302553-d0hk4ipg 458 2 output output NN cord-302553-d0hk4ipg 458 3 of of IN cord-302553-d0hk4ipg 458 4 the the DT cord-302553-d0hk4ipg 458 5 network network NN cord-302553-d0hk4ipg 458 6 is be VBZ cord-302553-d0hk4ipg 458 7 0 0 CD cord-302553-d0hk4ipg 458 8 or or CC cord-302553-d0hk4ipg 458 9 1 1 CD cord-302553-d0hk4ipg 458 10 . . . cord-302553-d0hk4ipg 459 1 For for IN cord-302553-d0hk4ipg 459 2 the the DT cord-302553-d0hk4ipg 459 3 sentiment sentiment NN cord-302553-d0hk4ipg 459 4 classification classification NN cord-302553-d0hk4ipg 459 5 , , , cord-302553-d0hk4ipg 459 6 the the DT cord-302553-d0hk4ipg 459 7 output output NN cord-302553-d0hk4ipg 459 8 " " `` cord-302553-d0hk4ipg 459 9 0 0 CD cord-302553-d0hk4ipg 459 10 " " '' cord-302553-d0hk4ipg 459 11 represents represent VBZ cord-302553-d0hk4ipg 459 12 negative negative JJ cord-302553-d0hk4ipg 459 13 sentiment sentiment NN cord-302553-d0hk4ipg 459 14 , , , cord-302553-d0hk4ipg 459 15 while while IN cord-302553-d0hk4ipg 459 16 the the DT cord-302553-d0hk4ipg 459 17 output output NN cord-302553-d0hk4ipg 459 18 " " `` cord-302553-d0hk4ipg 459 19 1 1 CD cord-302553-d0hk4ipg 459 20 " " '' cord-302553-d0hk4ipg 459 21 denotes denote VBZ cord-302553-d0hk4ipg 459 22 positive positive JJ cord-302553-d0hk4ipg 459 23 sentiment sentiment NN cord-302553-d0hk4ipg 459 24 . . . cord-302553-d0hk4ipg 460 1 For for IN cord-302553-d0hk4ipg 460 2 the the DT cord-302553-d0hk4ipg 460 3 flu flu NN cord-302553-d0hk4ipg 460 4 - - HYPH cord-302553-d0hk4ipg 460 5 period period NN cord-302553-d0hk4ipg 460 6 classification classification NN cord-302553-d0hk4ipg 460 7 , , , cord-302553-d0hk4ipg 460 8 the the DT cord-302553-d0hk4ipg 460 9 output output NN cord-302553-d0hk4ipg 460 10 " " `` cord-302553-d0hk4ipg 460 11 0 0 CD cord-302553-d0hk4ipg 460 12 " " '' cord-302553-d0hk4ipg 460 13 implies imply VBZ cord-302553-d0hk4ipg 460 14 that that IN cord-302553-d0hk4ipg 460 15 the the DT cord-302553-d0hk4ipg 460 16 blogger blogger NN cord-302553-d0hk4ipg 460 17 is be VBZ cord-302553-d0hk4ipg 460 18 infected infect VBN cord-302553-d0hk4ipg 460 19 , , , cord-302553-d0hk4ipg 460 20 while while IN cord-302553-d0hk4ipg 460 21 the the DT cord-302553-d0hk4ipg 460 22 output output NN cord-302553-d0hk4ipg 460 23 " " `` cord-302553-d0hk4ipg 460 24 1 1 CD cord-302553-d0hk4ipg 460 25 " " '' cord-302553-d0hk4ipg 460 26 implies imply VBZ cord-302553-d0hk4ipg 460 27 that that IN cord-302553-d0hk4ipg 460 28 the the DT cord-302553-d0hk4ipg 460 29 blogger blogger NN cord-302553-d0hk4ipg 460 30 is be VBZ cord-302553-d0hk4ipg 460 31 recovered recover VBN cord-302553-d0hk4ipg 460 32 . . . cord-302553-d0hk4ipg 461 1 In in IN cord-302553-d0hk4ipg 461 2 the the DT cord-302553-d0hk4ipg 461 3 LSTM LSTM NNP cord-302553-d0hk4ipg 461 4 for for IN cord-302553-d0hk4ipg 461 5 sentiment sentiment NN cord-302553-d0hk4ipg 461 6 classification classification NN cord-302553-d0hk4ipg 461 7 , , , cord-302553-d0hk4ipg 461 8 the the DT cord-302553-d0hk4ipg 461 9 accuracy accuracy NN cord-302553-d0hk4ipg 461 10 of of IN cord-302553-d0hk4ipg 461 11 the the DT cord-302553-d0hk4ipg 461 12 test test NN cord-302553-d0hk4ipg 461 13 set set VBN cord-302553-d0hk4ipg 461 14 reached reach VBD cord-302553-d0hk4ipg 461 15 0.844 0.844 CD cord-302553-d0hk4ipg 461 16 after after IN cord-302553-d0hk4ipg 461 17 30 30 CD cord-302553-d0hk4ipg 461 18 steps step NNS cord-302553-d0hk4ipg 461 19 of of IN cord-302553-d0hk4ipg 461 20 training training NN cord-302553-d0hk4ipg 461 21 . . . cord-302553-d0hk4ipg 462 1 In in IN cord-302553-d0hk4ipg 462 2 the the DT cord-302553-d0hk4ipg 462 3 LSTM LSTM NNP cord-302553-d0hk4ipg 462 4 for for IN cord-302553-d0hk4ipg 462 5 flu flu NN cord-302553-d0hk4ipg 462 6 - - HYPH cord-302553-d0hk4ipg 462 7 period period NN cord-302553-d0hk4ipg 462 8 classification classification NN cord-302553-d0hk4ipg 462 9 , , , cord-302553-d0hk4ipg 462 10 the the DT cord-302553-d0hk4ipg 462 11 accuracy accuracy NN cord-302553-d0hk4ipg 462 12 of of IN cord-302553-d0hk4ipg 462 13 the the DT cord-302553-d0hk4ipg 462 14 test test NN cord-302553-d0hk4ipg 462 15 set set VBN cord-302553-d0hk4ipg 462 16 reached reach VBD cord-302553-d0hk4ipg 462 17 0.876 0.876 CD cord-302553-d0hk4ipg 462 18 after after IN cord-302553-d0hk4ipg 462 19 30 30 CD cord-302553-d0hk4ipg 462 20 steps step NNS cord-302553-d0hk4ipg 462 21 of of IN cord-302553-d0hk4ipg 462 22 training training NN cord-302553-d0hk4ipg 462 23 . . . cord-302553-d0hk4ipg 463 1 The the DT cord-302553-d0hk4ipg 463 2 statistical statistical JJ cord-302553-d0hk4ipg 463 3 result result NN cord-302553-d0hk4ipg 463 4 of of IN cord-302553-d0hk4ipg 463 5 the the DT cord-302553-d0hk4ipg 463 6 test test NN cord-302553-d0hk4ipg 463 7 set set VBN cord-302553-d0hk4ipg 463 8 of of IN cord-302553-d0hk4ipg 463 9 4590 4590 CD cord-302553-d0hk4ipg 463 10 weibos weibos NNP cord-302553-d0hk4ipg 463 11 was be VBD cord-302553-d0hk4ipg 463 12 counted count VBN cord-302553-d0hk4ipg 463 13 to to TO cord-302553-d0hk4ipg 463 14 compare compare VB cord-302553-d0hk4ipg 463 15 the the DT cord-302553-d0hk4ipg 463 16 relationship relationship NN cord-302553-d0hk4ipg 463 17 between between IN cord-302553-d0hk4ipg 463 18 the the DT cord-302553-d0hk4ipg 463 19 flu flu NN cord-302553-d0hk4ipg 463 20 - - HYPH cord-302553-d0hk4ipg 463 21 period period NN cord-302553-d0hk4ipg 463 22 and and CC cord-302553-d0hk4ipg 463 23 the the DT cord-302553-d0hk4ipg 463 24 sentiment sentiment NN cord-302553-d0hk4ipg 463 25 polarity polarity NN cord-302553-d0hk4ipg 463 26 . . . cord-302553-d0hk4ipg 464 1 The the DT cord-302553-d0hk4ipg 464 2 prediction prediction NN cord-302553-d0hk4ipg 464 3 result result NN cord-302553-d0hk4ipg 464 4 was be VBD cord-302553-d0hk4ipg 464 5 876 876 CD cord-302553-d0hk4ipg 464 6 , , , cord-302553-d0hk4ipg 464 7 in in IN cord-302553-d0hk4ipg 464 8 which which WDT cord-302553-d0hk4ipg 464 9 the the DT cord-302553-d0hk4ipg 464 10 weibos weibos NNP cord-302553-d0hk4ipg 464 11 simultaneously simultaneously RB cord-302553-d0hk4ipg 464 12 show show VBP cord-302553-d0hk4ipg 464 13 positive positive JJ cord-302553-d0hk4ipg 464 14 sentiment sentiment NN cord-302553-d0hk4ipg 464 15 and and CC cord-302553-d0hk4ipg 464 16 the the DT cord-302553-d0hk4ipg 464 17 recovered recovered JJ cord-302553-d0hk4ipg 464 18 period period NN cord-302553-d0hk4ipg 464 19 , , , cord-302553-d0hk4ipg 464 20 shown show VBN cord-302553-d0hk4ipg 464 21 in in IN cord-302553-d0hk4ipg 464 22 Table Table NNP cord-302553-d0hk4ipg 464 23 3 3 CD cord-302553-d0hk4ipg 464 24 ; ; : cord-302553-d0hk4ipg 464 25 the the DT cord-302553-d0hk4ipg 464 26 other other JJ cord-302553-d0hk4ipg 464 27 types type NNS cord-302553-d0hk4ipg 464 28 of of IN cord-302553-d0hk4ipg 464 29 prediction prediction NN cord-302553-d0hk4ipg 464 30 results result NNS cord-302553-d0hk4ipg 464 31 are be VBP cord-302553-d0hk4ipg 464 32 also also RB cord-302553-d0hk4ipg 464 33 shown show VBN cord-302553-d0hk4ipg 464 34 in in IN cord-302553-d0hk4ipg 464 35 Table Table NNP cord-302553-d0hk4ipg 464 36 3 3 CD cord-302553-d0hk4ipg 464 37 . . . cord-302553-d0hk4ipg 465 1 Apart apart RB cord-302553-d0hk4ipg 465 2 from from IN cord-302553-d0hk4ipg 465 3 these these DT cord-302553-d0hk4ipg 465 4 findings finding NNS cord-302553-d0hk4ipg 465 5 , , , cord-302553-d0hk4ipg 465 6 we -PRON- PRP cord-302553-d0hk4ipg 465 7 also also RB cord-302553-d0hk4ipg 465 8 counted count VBD cord-302553-d0hk4ipg 465 9 the the DT cord-302553-d0hk4ipg 465 10 number number NN cord-302553-d0hk4ipg 465 11 of of IN cord-302553-d0hk4ipg 465 12 correct correct JJ cord-302553-d0hk4ipg 465 13 weibos weibos NNP cord-302553-d0hk4ipg 465 14 to to TO cord-302553-d0hk4ipg 465 15 predict predict VB cord-302553-d0hk4ipg 465 16 the the DT cord-302553-d0hk4ipg 465 17 flu flu NN cord-302553-d0hk4ipg 465 18 - - HYPH cord-302553-d0hk4ipg 465 19 period period NN cord-302553-d0hk4ipg 465 20 in in IN cord-302553-d0hk4ipg 465 21 the the DT cord-302553-d0hk4ipg 465 22 four four CD cord-302553-d0hk4ipg 465 23 types type NNS cord-302553-d0hk4ipg 465 24 of of IN cord-302553-d0hk4ipg 465 25 prediction prediction NN cord-302553-d0hk4ipg 465 26 results result NNS cord-302553-d0hk4ipg 465 27 . . . cord-302553-d0hk4ipg 466 1 The the DT cord-302553-d0hk4ipg 466 2 statistics statistic NNS cord-302553-d0hk4ipg 466 3 are be VBP cord-302553-d0hk4ipg 466 4 shown show VBN cord-302553-d0hk4ipg 466 5 in in IN cord-302553-d0hk4ipg 466 6 Table Table NNP cord-302553-d0hk4ipg 466 7 4 4 CD cord-302553-d0hk4ipg 466 8 . . . cord-302553-d0hk4ipg 467 1 The the DT cord-302553-d0hk4ipg 467 2 overall overall JJ cord-302553-d0hk4ipg 467 3 accuracy accuracy NN cord-302553-d0hk4ipg 467 4 rate rate NN cord-302553-d0hk4ipg 467 5 is be VBZ cord-302553-d0hk4ipg 467 6 shown show VBN cord-302553-d0hk4ipg 467 7 as as IN cord-302553-d0hk4ipg 467 8 follows follow VBZ cord-302553-d0hk4ipg 467 9 , , , cord-302553-d0hk4ipg 467 10 Weibos Weibos NNP cord-302553-d0hk4ipg 467 11 for for IN cord-302553-d0hk4ipg 467 12 both both DT cord-302553-d0hk4ipg 467 13 positive positive JJ cord-302553-d0hk4ipg 467 14 sentiment sentiment NN cord-302553-d0hk4ipg 467 15 and and CC cord-302553-d0hk4ipg 467 16 the the DT cord-302553-d0hk4ipg 467 17 recovered recovered JJ cord-302553-d0hk4ipg 467 18 period period NN cord-302553-d0hk4ipg 467 19 and and CC cord-302553-d0hk4ipg 467 20 weibos weibos NNP cord-302553-d0hk4ipg 467 21 for for IN cord-302553-d0hk4ipg 467 22 both both DT cord-302553-d0hk4ipg 467 23 negative negative JJ cord-302553-d0hk4ipg 467 24 sentiment sentiment NN cord-302553-d0hk4ipg 467 25 and and CC cord-302553-d0hk4ipg 467 26 the the DT cord-302553-d0hk4ipg 467 27 infectious infectious JJ cord-302553-d0hk4ipg 467 28 period period NN cord-302553-d0hk4ipg 467 29 were be VBD cord-302553-d0hk4ipg 467 30 predicted predict VBN cord-302553-d0hk4ipg 467 31 by by IN cord-302553-d0hk4ipg 467 32 the the DT cord-302553-d0hk4ipg 467 33 LSTM LSTM NNP cord-302553-d0hk4ipg 467 34 neural neural JJ cord-302553-d0hk4ipg 467 35 network network NN cord-302553-d0hk4ipg 467 36 for for IN cord-302553-d0hk4ipg 467 37 a a DT cord-302553-d0hk4ipg 467 38 total total NN cord-302553-d0hk4ipg 467 39 of of IN cord-302553-d0hk4ipg 467 40 3832 3832 CD cord-302553-d0hk4ipg 467 41 pieces piece NNS cord-302553-d0hk4ipg 467 42 . . . cord-302553-d0hk4ipg 468 1 The the DT cord-302553-d0hk4ipg 468 2 accuracy accuracy NN cord-302553-d0hk4ipg 468 3 rate rate NN cord-302553-d0hk4ipg 468 4 is be VBZ cord-302553-d0hk4ipg 468 5 calculated calculate VBN cord-302553-d0hk4ipg 468 6 as as IN cord-302553-d0hk4ipg 468 7 follows follow VBZ cord-302553-d0hk4ipg 468 8 , , , cord-302553-d0hk4ipg 469 1 Compared compare VBN cord-302553-d0hk4ipg 469 2 to to IN cord-302553-d0hk4ipg 469 3 the the DT cord-302553-d0hk4ipg 469 4 two two CD cord-302553-d0hk4ipg 469 5 results result NNS cord-302553-d0hk4ipg 469 6 , , , cord-302553-d0hk4ipg 469 7 it -PRON- PRP cord-302553-d0hk4ipg 469 8 can can MD cord-302553-d0hk4ipg 469 9 be be VB cord-302553-d0hk4ipg 469 10 determined determine VBN cord-302553-d0hk4ipg 469 11 that that IN cord-302553-d0hk4ipg 469 12 the the DT cord-302553-d0hk4ipg 469 13 accuracy accuracy NN cord-302553-d0hk4ipg 469 14 rate rate NN cord-302553-d0hk4ipg 469 15 increases increase NNS cord-302553-d0hk4ipg 469 16 to to IN cord-302553-d0hk4ipg 469 17 0.926 0.926 CD cord-302553-d0hk4ipg 469 18 when when WRB cord-302553-d0hk4ipg 469 19 the the DT cord-302553-d0hk4ipg 469 20 result result NN cord-302553-d0hk4ipg 469 21 of of IN cord-302553-d0hk4ipg 469 22 the the DT cord-302553-d0hk4ipg 469 23 sentiment sentiment NN cord-302553-d0hk4ipg 469 24 classification classification NN cord-302553-d0hk4ipg 469 25 is be VBZ cord-302553-d0hk4ipg 469 26 added add VBN cord-302553-d0hk4ipg 469 27 , , , cord-302553-d0hk4ipg 469 28 which which WDT cord-302553-d0hk4ipg 469 29 indicates indicate VBZ cord-302553-d0hk4ipg 469 30 that that IN cord-302553-d0hk4ipg 469 31 the the DT cord-302553-d0hk4ipg 469 32 flu flu NN cord-302553-d0hk4ipg 469 33 period period NN cord-302553-d0hk4ipg 469 34 has have VBZ cord-302553-d0hk4ipg 469 35 a a DT cord-302553-d0hk4ipg 469 36 certain certain JJ cord-302553-d0hk4ipg 469 37 correlation correlation NN cord-302553-d0hk4ipg 469 38 with with IN cord-302553-d0hk4ipg 469 39 sentiment sentiment NN cord-302553-d0hk4ipg 469 40 polarity polarity NN cord-302553-d0hk4ipg 469 41 and and CC cord-302553-d0hk4ipg 469 42 the the DT cord-302553-d0hk4ipg 469 43 classification classification NN cord-302553-d0hk4ipg 469 44 accuracy accuracy NN cord-302553-d0hk4ipg 469 45 of of IN cord-302553-d0hk4ipg 469 46 the the DT cord-302553-d0hk4ipg 469 47 flu flu NN cord-302553-d0hk4ipg 469 48 period period NN cord-302553-d0hk4ipg 469 49 improves improve VBZ cord-302553-d0hk4ipg 469 50 . . . cord-302553-d0hk4ipg 470 1 The the DT cord-302553-d0hk4ipg 470 2 shortcomings shortcoming NNS cord-302553-d0hk4ipg 470 3 of of IN cord-302553-d0hk4ipg 470 4 traditional traditional JJ cord-302553-d0hk4ipg 470 5 data datum NNS cord-302553-d0hk4ipg 470 6 are be VBP cord-302553-d0hk4ipg 470 7 evident evident JJ cord-302553-d0hk4ipg 470 8 since since IN cord-302553-d0hk4ipg 470 9 they -PRON- PRP cord-302553-d0hk4ipg 470 10 are be VBP cord-302553-d0hk4ipg 470 11 manually manually RB cord-302553-d0hk4ipg 470 12 collected collect VBN cord-302553-d0hk4ipg 470 13 and and CC cord-302553-d0hk4ipg 470 14 time time NN cord-302553-d0hk4ipg 470 15 - - HYPH cord-302553-d0hk4ipg 470 16 consuming consuming NN cord-302553-d0hk4ipg 470 17 , , , cord-302553-d0hk4ipg 470 18 which which WDT cord-302553-d0hk4ipg 470 19 leads lead VBZ cord-302553-d0hk4ipg 470 20 to to IN cord-302553-d0hk4ipg 470 21 high high JJ cord-302553-d0hk4ipg 470 22 labor labor NN cord-302553-d0hk4ipg 470 23 costs cost NNS cord-302553-d0hk4ipg 470 24 [ [ -LRB- cord-302553-d0hk4ipg 470 25 8 8 CD cord-302553-d0hk4ipg 470 26 , , , cord-302553-d0hk4ipg 470 27 9 9 CD cord-302553-d0hk4ipg 470 28 ] ] -RRB- cord-302553-d0hk4ipg 470 29 . . . cord-302553-d0hk4ipg 471 1 In in IN cord-302553-d0hk4ipg 471 2 addition addition NN cord-302553-d0hk4ipg 471 3 , , , cord-302553-d0hk4ipg 471 4 traditional traditional JJ cord-302553-d0hk4ipg 471 5 methods method NNS cord-302553-d0hk4ipg 471 6 based base VBN cord-302553-d0hk4ipg 471 7 on on IN cord-302553-d0hk4ipg 471 8 clinical clinical JJ cord-302553-d0hk4ipg 471 9 data datum NNS cord-302553-d0hk4ipg 471 10 make make VBP cord-302553-d0hk4ipg 471 11 it -PRON- PRP cord-302553-d0hk4ipg 471 12 challenging challenging JJ cord-302553-d0hk4ipg 471 13 to to TO cord-302553-d0hk4ipg 471 14 shed shed VB cord-302553-d0hk4ipg 471 15 light light NN cord-302553-d0hk4ipg 471 16 on on IN cord-302553-d0hk4ipg 471 17 the the DT cord-302553-d0hk4ipg 471 18 current current JJ cord-302553-d0hk4ipg 471 19 situation situation NN cord-302553-d0hk4ipg 471 20 and and CC cord-302553-d0hk4ipg 471 21 predict predict VB cord-302553-d0hk4ipg 471 22 future future JJ cord-302553-d0hk4ipg 471 23 developing develop VBG cord-302553-d0hk4ipg 471 24 trends trend NNS cord-302553-d0hk4ipg 471 25 [ [ -LRB- cord-302553-d0hk4ipg 471 26 41 41 CD cord-302553-d0hk4ipg 471 27 ] ] -RRB- cord-302553-d0hk4ipg 471 28 . . . cord-302553-d0hk4ipg 472 1 Along along IN cord-302553-d0hk4ipg 472 2 with with IN cord-302553-d0hk4ipg 472 3 the the DT cord-302553-d0hk4ipg 472 4 widespread widespread JJ cord-302553-d0hk4ipg 472 5 use use NN cord-302553-d0hk4ipg 472 6 of of IN cord-302553-d0hk4ipg 472 7 the the DT cord-302553-d0hk4ipg 472 8 Internet internet NN cord-302553-d0hk4ipg 472 9 , , , cord-302553-d0hk4ipg 472 10 social social JJ cord-302553-d0hk4ipg 472 11 networking networking NN cord-302553-d0hk4ipg 472 12 data datum NNS cord-302553-d0hk4ipg 472 13 , , , cord-302553-d0hk4ipg 472 14 including include VBG cord-302553-d0hk4ipg 472 15 web web NN cord-302553-d0hk4ipg 472 16 - - HYPH cord-302553-d0hk4ipg 472 17 based base VBN cord-302553-d0hk4ipg 472 18 epidemiological epidemiological JJ cord-302553-d0hk4ipg 472 19 data datum NNS cord-302553-d0hk4ipg 472 20 , , , cord-302553-d0hk4ipg 472 21 have have VBP cord-302553-d0hk4ipg 472 22 had have VBN cord-302553-d0hk4ipg 472 23 explosive explosive JJ cord-302553-d0hk4ipg 472 24 growth growth NN cord-302553-d0hk4ipg 472 25 . . . cord-302553-d0hk4ipg 473 1 Data datum NNS cord-302553-d0hk4ipg 473 2 from from IN cord-302553-d0hk4ipg 473 3 social social JJ cord-302553-d0hk4ipg 473 4 networks network NNS cord-302553-d0hk4ipg 473 5 show show VBP cord-302553-d0hk4ipg 473 6 apparent apparent JJ cord-302553-d0hk4ipg 473 7 advantages advantage NNS cord-302553-d0hk4ipg 473 8 in in IN cord-302553-d0hk4ipg 473 9 several several JJ cord-302553-d0hk4ipg 473 10 respects respect NNS cord-302553-d0hk4ipg 473 11 , , , cord-302553-d0hk4ipg 473 12 such such JJ cord-302553-d0hk4ipg 473 13 as as IN cord-302553-d0hk4ipg 473 14 being be VBG cord-302553-d0hk4ipg 473 15 real real JJ cord-302553-d0hk4ipg 473 16 - - HYPH cord-302553-d0hk4ipg 473 17 time time NN cord-302553-d0hk4ipg 473 18 and and CC cord-302553-d0hk4ipg 473 19 having have VBG cord-302553-d0hk4ipg 473 20 time time NN cord-302553-d0hk4ipg 473 21 - - HYPH cord-302553-d0hk4ipg 473 22 sharing sharing NN cord-302553-d0hk4ipg 473 23 , , , cord-302553-d0hk4ipg 473 24 along along IN cord-302553-d0hk4ipg 473 25 with with IN cord-302553-d0hk4ipg 473 26 a a DT cord-302553-d0hk4ipg 473 27 broad broad JJ cord-302553-d0hk4ipg 473 28 scope scope NN cord-302553-d0hk4ipg 473 29 of of IN cord-302553-d0hk4ipg 473 30 data datum NNS cord-302553-d0hk4ipg 473 31 coverage coverage NN cord-302553-d0hk4ipg 473 32 [ [ -LRB- cord-302553-d0hk4ipg 473 33 31 31 CD cord-302553-d0hk4ipg 473 34 ] ] -RRB- cord-302553-d0hk4ipg 473 35 [ [ -LRB- cord-302553-d0hk4ipg 473 36 32 32 CD cord-302553-d0hk4ipg 473 37 ] ] -RRB- cord-302553-d0hk4ipg 473 38 [ [ -LRB- cord-302553-d0hk4ipg 473 39 33 33 CD cord-302553-d0hk4ipg 473 40 ] ] -RRB- cord-302553-d0hk4ipg 473 41 [ [ -LRB- cord-302553-d0hk4ipg 473 42 34 34 CD cord-302553-d0hk4ipg 473 43 ] ] -RRB- cord-302553-d0hk4ipg 473 44 . . . cord-302553-d0hk4ipg 474 1 In in IN cord-302553-d0hk4ipg 474 2 terms term NNS cord-302553-d0hk4ipg 474 3 of of IN cord-302553-d0hk4ipg 474 4 the the DT cord-302553-d0hk4ipg 474 5 scale scale NN cord-302553-d0hk4ipg 474 6 of of IN cord-302553-d0hk4ipg 474 7 users user NNS cord-302553-d0hk4ipg 474 8 , , , cord-302553-d0hk4ipg 474 9 Sina Sina NNP cord-302553-d0hk4ipg 474 10 Weibo Weibo NNP cord-302553-d0hk4ipg 474 11 's 's POS cord-302553-d0hk4ipg 474 12 monthly monthly JJ cord-302553-d0hk4ipg 474 13 active active JJ cord-302553-d0hk4ipg 474 14 users user NNS cord-302553-d0hk4ipg 474 15 reached reach VBD cord-302553-d0hk4ipg 474 16 431 431 CD cord-302553-d0hk4ipg 474 17 million million CD cord-302553-d0hk4ipg 474 18 on on IN cord-302553-d0hk4ipg 474 19 30 30 CD cord-302553-d0hk4ipg 474 20 June June NNP cord-302553-d0hk4ipg 474 21 2018 2018 CD cord-302553-d0hk4ipg 474 22 , , , cord-302553-d0hk4ipg 474 23 overtaking overtake VBG cord-302553-d0hk4ipg 474 24 Twitter Twitter NNP cord-302553-d0hk4ipg 474 25 , , , cord-302553-d0hk4ipg 474 26 which which WDT cord-302553-d0hk4ipg 474 27 makes make VBZ cord-302553-d0hk4ipg 474 28 Sina Sina NNP cord-302553-d0hk4ipg 474 29 Weibo Weibo NNP cord-302553-d0hk4ipg 474 30 the the DT cord-302553-d0hk4ipg 474 31 world world NN cord-302553-d0hk4ipg 474 32 's 's POS cord-302553-d0hk4ipg 474 33 largest large JJS cord-302553-d0hk4ipg 474 34 independent independent JJ cord-302553-d0hk4ipg 474 35 social social JJ cord-302553-d0hk4ipg 474 36 media medium NNS cord-302553-d0hk4ipg 474 37 platform platform NN cord-302553-d0hk4ipg 474 38 [ [ -LRB- cord-302553-d0hk4ipg 474 39 67 67 CD cord-302553-d0hk4ipg 474 40 ] ] -RRB- cord-302553-d0hk4ipg 474 41 . . . cord-302553-d0hk4ipg 475 1 Sina Sina NNP cord-302553-d0hk4ipg 475 2 Weibo Weibo NNP cord-302553-d0hk4ipg 475 3 is be VBZ cord-302553-d0hk4ipg 475 4 the the DT cord-302553-d0hk4ipg 475 5 most most RBS cord-302553-d0hk4ipg 475 6 popular popular JJ cord-302553-d0hk4ipg 475 7 social social JJ cord-302553-d0hk4ipg 475 8 media media NN cord-302553-d0hk4ipg 475 9 platform platform NN cord-302553-d0hk4ipg 475 10 in in IN cord-302553-d0hk4ipg 475 11 China China NNP cord-302553-d0hk4ipg 475 12 for for IN cord-302553-d0hk4ipg 475 13 the the DT cord-302553-d0hk4ipg 475 14 public public NN cord-302553-d0hk4ipg 475 15 to to TO cord-302553-d0hk4ipg 475 16 share share VB cord-302553-d0hk4ipg 475 17 opinions opinion NNS cord-302553-d0hk4ipg 475 18 and and CC cord-302553-d0hk4ipg 475 19 disseminate disseminate VB cord-302553-d0hk4ipg 475 20 information information NN cord-302553-d0hk4ipg 475 21 about about IN cord-302553-d0hk4ipg 475 22 emergencies emergency NNS cord-302553-d0hk4ipg 475 23 and and CC cord-302553-d0hk4ipg 475 24 major major JJ cord-302553-d0hk4ipg 475 25 social social JJ cord-302553-d0hk4ipg 475 26 events event NNS cord-302553-d0hk4ipg 475 27 . . . cord-302553-d0hk4ipg 476 1 Therefore therefore RB cord-302553-d0hk4ipg 476 2 , , , cord-302553-d0hk4ipg 476 3 Weibo Weibo NNP cord-302553-d0hk4ipg 476 4 has have VBZ cord-302553-d0hk4ipg 476 5 a a DT cord-302553-d0hk4ipg 476 6 far far RB cord-302553-d0hk4ipg 476 7 - - HYPH cord-302553-d0hk4ipg 476 8 reaching reach VBG cord-302553-d0hk4ipg 476 9 scope scope NN cord-302553-d0hk4ipg 476 10 of of IN cord-302553-d0hk4ipg 476 11 dissemination dissemination NN cord-302553-d0hk4ipg 476 12 and and CC cord-302553-d0hk4ipg 476 13 is be VBZ cord-302553-d0hk4ipg 476 14 an an DT cord-302553-d0hk4ipg 476 15 important important JJ cord-302553-d0hk4ipg 476 16 social social JJ cord-302553-d0hk4ipg 476 17 influence influence NN cord-302553-d0hk4ipg 476 18 . . . cord-302553-d0hk4ipg 477 1 Therefore therefore RB cord-302553-d0hk4ipg 477 2 , , , cord-302553-d0hk4ipg 477 3 the the DT cord-302553-d0hk4ipg 477 4 use use NN cord-302553-d0hk4ipg 477 5 of of IN cord-302553-d0hk4ipg 477 6 web web NN cord-302553-d0hk4ipg 477 7 - - HYPH cord-302553-d0hk4ipg 477 8 based base VBN cord-302553-d0hk4ipg 477 9 social social JJ cord-302553-d0hk4ipg 477 10 media medium NNS cord-302553-d0hk4ipg 477 11 data data NN cord-302553-d0hk4ipg 477 12 growth growth NN cord-302553-d0hk4ipg 477 13 is be VBZ cord-302553-d0hk4ipg 477 14 an an DT cord-302553-d0hk4ipg 477 15 imperative imperative JJ cord-302553-d0hk4ipg 477 16 trend trend NN cord-302553-d0hk4ipg 477 17 to to TO cord-302553-d0hk4ipg 477 18 use use VB cord-302553-d0hk4ipg 477 19 for for IN cord-302553-d0hk4ipg 477 20 effective effective JJ cord-302553-d0hk4ipg 477 21 disease disease NN cord-302553-d0hk4ipg 477 22 control control NN cord-302553-d0hk4ipg 477 23 and and CC cord-302553-d0hk4ipg 477 24 prevention prevention NN cord-302553-d0hk4ipg 477 25 . . . cord-302553-d0hk4ipg 478 1 Weibo Weibo NNP cord-302553-d0hk4ipg 478 2 messages message NNS cord-302553-d0hk4ipg 478 3 carry carry VBP cord-302553-d0hk4ipg 478 4 rich rich JJ cord-302553-d0hk4ipg 478 5 and and CC cord-302553-d0hk4ipg 478 6 meaningful meaningful JJ cord-302553-d0hk4ipg 478 7 implications implication NNS cord-302553-d0hk4ipg 478 8 . . . cord-302553-d0hk4ipg 479 1 Previous previous JJ cord-302553-d0hk4ipg 479 2 approaches approach NNS cord-302553-d0hk4ipg 479 3 in in IN cord-302553-d0hk4ipg 479 4 flu flu NN cord-302553-d0hk4ipg 479 5 state state NN cord-302553-d0hk4ipg 479 6 detection detection NN cord-302553-d0hk4ipg 479 7 through through IN cord-302553-d0hk4ipg 479 8 social social JJ cord-302553-d0hk4ipg 479 9 media medium NNS cord-302553-d0hk4ipg 479 10 have have VBP cord-302553-d0hk4ipg 479 11 yielded yield VBN cord-302553-d0hk4ipg 479 12 outstanding outstanding JJ cord-302553-d0hk4ipg 479 13 achievements achievement NNS cord-302553-d0hk4ipg 479 14 but but CC cord-302553-d0hk4ipg 479 15 have have VBP cord-302553-d0hk4ipg 479 16 some some DT cord-302553-d0hk4ipg 479 17 limitations limitation NNS cord-302553-d0hk4ipg 479 18 at at IN cord-302553-d0hk4ipg 479 19 the the DT cord-302553-d0hk4ipg 479 20 same same JJ cord-302553-d0hk4ipg 479 21 time time NN cord-302553-d0hk4ipg 479 22 . . . cord-302553-d0hk4ipg 480 1 Most most RBS cord-302553-d0hk4ipg 480 2 obviously obviously RB cord-302553-d0hk4ipg 480 3 , , , cord-302553-d0hk4ipg 480 4 the the DT cord-302553-d0hk4ipg 480 5 semantic semantic JJ cord-302553-d0hk4ipg 480 6 information information NN cord-302553-d0hk4ipg 480 7 was be VBD cord-302553-d0hk4ipg 480 8 seldom seldom RB cord-302553-d0hk4ipg 480 9 considered consider VBN cord-302553-d0hk4ipg 480 10 ; ; : cord-302553-d0hk4ipg 480 11 this this DT cord-302553-d0hk4ipg 480 12 information information NN cord-302553-d0hk4ipg 480 13 might may MD cord-302553-d0hk4ipg 480 14 be be VB cord-302553-d0hk4ipg 480 15 important important JJ cord-302553-d0hk4ipg 480 16 for for IN cord-302553-d0hk4ipg 480 17 flu flu NN cord-302553-d0hk4ipg 480 18 detection detection NN cord-302553-d0hk4ipg 480 19 [ [ -LRB- cord-302553-d0hk4ipg 480 20 50 50 CD cord-302553-d0hk4ipg 480 21 ] ] -RRB- cord-302553-d0hk4ipg 480 22 . . . cord-302553-d0hk4ipg 481 1 However however RB cord-302553-d0hk4ipg 481 2 , , , cord-302553-d0hk4ipg 481 3 to to IN cord-302553-d0hk4ipg 481 4 our -PRON- PRP$ cord-302553-d0hk4ipg 481 5 knowledge knowledge NN cord-302553-d0hk4ipg 481 6 , , , cord-302553-d0hk4ipg 481 7 this this DT cord-302553-d0hk4ipg 481 8 area area NN cord-302553-d0hk4ipg 481 9 of of IN cord-302553-d0hk4ipg 481 10 study study NN cord-302553-d0hk4ipg 481 11 has have VBZ cord-302553-d0hk4ipg 481 12 serious serious JJ cord-302553-d0hk4ipg 481 13 limitations limitation NNS cord-302553-d0hk4ipg 481 14 . . . cord-302553-d0hk4ipg 482 1 For for IN cord-302553-d0hk4ipg 482 2 example example NN cord-302553-d0hk4ipg 482 3 , , , cord-302553-d0hk4ipg 482 4 bloggers blogger NNS cord-302553-d0hk4ipg 482 5 experience experience VBP cord-302553-d0hk4ipg 482 6 different different JJ cord-302553-d0hk4ipg 482 7 flu flu NN cord-302553-d0hk4ipg 482 8 periods period NNS cord-302553-d0hk4ipg 482 9 of of IN cord-302553-d0hk4ipg 482 10 the the DT cord-302553-d0hk4ipg 482 11 latent latent JJ cord-302553-d0hk4ipg 482 12 , , , cord-302553-d0hk4ipg 482 13 infectious infectious JJ cord-302553-d0hk4ipg 482 14 , , , cord-302553-d0hk4ipg 482 15 or or CC cord-302553-d0hk4ipg 482 16 recovered recover VBN cord-302553-d0hk4ipg 482 17 kind kind NN cord-302553-d0hk4ipg 482 18 , , , cord-302553-d0hk4ipg 482 19 and and CC cord-302553-d0hk4ipg 482 20 their -PRON- PRP$ cord-302553-d0hk4ipg 482 21 sentiments sentiment NNS cord-302553-d0hk4ipg 482 22 correspond correspond VBP cord-302553-d0hk4ipg 482 23 to to IN cord-302553-d0hk4ipg 482 24 the the DT cord-302553-d0hk4ipg 482 25 different different JJ cord-302553-d0hk4ipg 482 26 periods period NNS cord-302553-d0hk4ipg 482 27 . . . cord-302553-d0hk4ipg 483 1 In in IN cord-302553-d0hk4ipg 483 2 reality reality NN cord-302553-d0hk4ipg 483 3 , , , cord-302553-d0hk4ipg 483 4 most most JJS cord-302553-d0hk4ipg 483 5 bloggers blogger NNS cord-302553-d0hk4ipg 483 6 who who WP cord-302553-d0hk4ipg 483 7 are be VBP cord-302553-d0hk4ipg 483 8 ill ill JJ cord-302553-d0hk4ipg 483 9 are be VBP cord-302553-d0hk4ipg 483 10 usually usually RB cord-302553-d0hk4ipg 483 11 negative negative JJ cord-302553-d0hk4ipg 483 12 , , , cord-302553-d0hk4ipg 483 13 while while IN cord-302553-d0hk4ipg 483 14 bloggers blogger NNS cord-302553-d0hk4ipg 483 15 in in IN cord-302553-d0hk4ipg 483 16 recovered recover VBN cord-302553-d0hk4ipg 483 17 periods period NNS cord-302553-d0hk4ipg 483 18 are be VBP cord-302553-d0hk4ipg 483 19 active active JJ cord-302553-d0hk4ipg 483 20 and and CC cord-302553-d0hk4ipg 483 21 optimistic optimistic JJ cord-302553-d0hk4ipg 483 22 . . . cord-302553-d0hk4ipg 484 1 Therefore therefore RB cord-302553-d0hk4ipg 484 2 , , , cord-302553-d0hk4ipg 484 3 omitting omit VBG cord-302553-d0hk4ipg 484 4 the the DT cord-302553-d0hk4ipg 484 5 key key JJ cord-302553-d0hk4ipg 484 6 flu flu NN cord-302553-d0hk4ipg 484 7 period period NN cord-302553-d0hk4ipg 484 8 and and CC cord-302553-d0hk4ipg 484 9 non non JJ cord-302553-d0hk4ipg 484 10 - - JJ cord-302553-d0hk4ipg 484 11 differentiating differentiate VBG cord-302553-d0hk4ipg 484 12 Weibo Weibo NNP cord-302553-d0hk4ipg 484 13 messages message NNS cord-302553-d0hk4ipg 484 14 data datum NNS cord-302553-d0hk4ipg 484 15 could could MD cord-302553-d0hk4ipg 484 16 lead lead VB cord-302553-d0hk4ipg 484 17 to to IN cord-302553-d0hk4ipg 484 18 data datum NNS cord-302553-d0hk4ipg 484 19 contamination contamination NN cord-302553-d0hk4ipg 484 20 and and CC cord-302553-d0hk4ipg 484 21 misleading misleading JJ cord-302553-d0hk4ipg 484 22 conclusions conclusion NNS cord-302553-d0hk4ipg 484 23 . . . cord-302553-d0hk4ipg 485 1 It -PRON- PRP cord-302553-d0hk4ipg 485 2 is be VBZ cord-302553-d0hk4ipg 485 3 important important JJ cord-302553-d0hk4ipg 485 4 to to TO cord-302553-d0hk4ipg 485 5 investigate investigate VB cord-302553-d0hk4ipg 485 6 the the DT cord-302553-d0hk4ipg 485 7 relationship relationship NN cord-302553-d0hk4ipg 485 8 between between IN cord-302553-d0hk4ipg 485 9 the the DT cord-302553-d0hk4ipg 485 10 flu flu NN cord-302553-d0hk4ipg 485 11 period period NN cord-302553-d0hk4ipg 485 12 and and CC cord-302553-d0hk4ipg 485 13 the the DT cord-302553-d0hk4ipg 485 14 sentiment sentiment NN cord-302553-d0hk4ipg 485 15 polarity polarity NN cord-302553-d0hk4ipg 485 16 , , , cord-302553-d0hk4ipg 485 17 to to TO cord-302553-d0hk4ipg 485 18 make make VB cord-302553-d0hk4ipg 485 19 it -PRON- PRP cord-302553-d0hk4ipg 485 20 possible possible JJ cord-302553-d0hk4ipg 485 21 to to TO cord-302553-d0hk4ipg 485 22 be be VB cord-302553-d0hk4ipg 485 23 conducive conducive JJ cord-302553-d0hk4ipg 485 24 to to IN cord-302553-d0hk4ipg 485 25 accuracy accuracy NN cord-302553-d0hk4ipg 485 26 for for IN cord-302553-d0hk4ipg 485 27 classifying classify VBG cord-302553-d0hk4ipg 485 28 the the DT cord-302553-d0hk4ipg 485 29 flu flu NN cord-302553-d0hk4ipg 485 30 period period NN cord-302553-d0hk4ipg 485 31 , , , cord-302553-d0hk4ipg 485 32 which which WDT cord-302553-d0hk4ipg 485 33 directly directly RB cord-302553-d0hk4ipg 485 34 results result VBZ cord-302553-d0hk4ipg 485 35 in in IN cord-302553-d0hk4ipg 485 36 accurately accurately RB cord-302553-d0hk4ipg 485 37 estimating estimate VBG cord-302553-d0hk4ipg 485 38 the the DT cord-302553-d0hk4ipg 485 39 number number NN cord-302553-d0hk4ipg 485 40 of of IN cord-302553-d0hk4ipg 485 41 patients patient NNS cord-302553-d0hk4ipg 485 42 in in IN cord-302553-d0hk4ipg 485 43 different different JJ cord-302553-d0hk4ipg 485 44 flu flu NN cord-302553-d0hk4ipg 485 45 periods period NNS cord-302553-d0hk4ipg 485 46 . . . cord-302553-d0hk4ipg 486 1 This this DT cord-302553-d0hk4ipg 486 2 approach approach NN cord-302553-d0hk4ipg 486 3 would would MD cord-302553-d0hk4ipg 486 4 also also RB cord-302553-d0hk4ipg 486 5 help help VB cord-302553-d0hk4ipg 486 6 the the DT cord-302553-d0hk4ipg 486 7 CDC CDC NNP cord-302553-d0hk4ipg 486 8 to to TO cord-302553-d0hk4ipg 486 9 take take VB cord-302553-d0hk4ipg 486 10 early early JJ cord-302553-d0hk4ipg 486 11 action action NN cord-302553-d0hk4ipg 486 12 for for IN cord-302553-d0hk4ipg 486 13 disease disease NN cord-302553-d0hk4ipg 486 14 control control NN cord-302553-d0hk4ipg 486 15 and and CC cord-302553-d0hk4ipg 486 16 prevention prevention NN cord-302553-d0hk4ipg 486 17 . . . cord-302553-d0hk4ipg 487 1 This this DT cord-302553-d0hk4ipg 487 2 paper paper NN cord-302553-d0hk4ipg 487 3 aims aim VBZ cord-302553-d0hk4ipg 487 4 to to TO cord-302553-d0hk4ipg 487 5 detect detect VB cord-302553-d0hk4ipg 487 6 the the DT cord-302553-d0hk4ipg 487 7 flu flu NN cord-302553-d0hk4ipg 487 8 period period NN cord-302553-d0hk4ipg 487 9 with with IN cord-302553-d0hk4ipg 487 10 sentiment sentiment NN cord-302553-d0hk4ipg 487 11 polarity polarity NN cord-302553-d0hk4ipg 487 12 at at IN cord-302553-d0hk4ipg 487 13 the the DT cord-302553-d0hk4ipg 487 14 word word NN cord-302553-d0hk4ipg 487 15 and and CC cord-302553-d0hk4ipg 487 16 text text NN cord-302553-d0hk4ipg 487 17 level level NN cord-302553-d0hk4ipg 487 18 based base VBN cord-302553-d0hk4ipg 487 19 on on IN cord-302553-d0hk4ipg 487 20 Sina Sina NNP cord-302553-d0hk4ipg 487 21 Weibo Weibo NNP cord-302553-d0hk4ipg 487 22 data datum NNS cord-302553-d0hk4ipg 487 23 ( ( -LRB- cord-302553-d0hk4ipg 487 24 web web NN cord-302553-d0hk4ipg 487 25 - - HYPH cord-302553-d0hk4ipg 487 26 based base VBN cord-302553-d0hk4ipg 487 27 social social JJ cord-302553-d0hk4ipg 487 28 media medium NNS cord-302553-d0hk4ipg 487 29 platform platform NN cord-302553-d0hk4ipg 487 30 ) ) -RRB- cord-302553-d0hk4ipg 487 31 , , , cord-302553-d0hk4ipg 487 32 and and CC cord-302553-d0hk4ipg 487 33 it -PRON- PRP cord-302553-d0hk4ipg 487 34 proposes propose VBZ cord-302553-d0hk4ipg 487 35 optimization optimization NN cord-302553-d0hk4ipg 487 36 suggestions suggestion NNS cord-302553-d0hk4ipg 487 37 for for IN cord-302553-d0hk4ipg 487 38 optimizing optimize VBG cord-302553-d0hk4ipg 487 39 the the DT cord-302553-d0hk4ipg 487 40 disease disease NN cord-302553-d0hk4ipg 487 41 detecting detect VBG cord-302553-d0hk4ipg 487 42 process process NN cord-302553-d0hk4ipg 487 43 . . . cord-302553-d0hk4ipg 488 1 Several several JJ cord-302553-d0hk4ipg 488 2 important important JJ cord-302553-d0hk4ipg 488 3 findings finding NNS cord-302553-d0hk4ipg 488 4 are be VBP cord-302553-d0hk4ipg 488 5 produced produce VBN cord-302553-d0hk4ipg 488 6 . . . cord-302553-d0hk4ipg 489 1 ( ( -LRB- cord-302553-d0hk4ipg 489 2 1 1 CD cord-302553-d0hk4ipg 489 3 ) ) -RRB- cord-302553-d0hk4ipg 490 1 Social social JJ cord-302553-d0hk4ipg 490 2 media media NN cord-302553-d0hk4ipg 490 3 is be VBZ cord-302553-d0hk4ipg 490 4 a a DT cord-302553-d0hk4ipg 490 5 promising promising JJ cord-302553-d0hk4ipg 490 6 and and CC cord-302553-d0hk4ipg 490 7 powerful powerful JJ cord-302553-d0hk4ipg 490 8 data data NN cord-302553-d0hk4ipg 490 9 platform platform NN cord-302553-d0hk4ipg 490 10 to to TO cord-302553-d0hk4ipg 490 11 detect detect VB cord-302553-d0hk4ipg 490 12 flu flu NN cord-302553-d0hk4ipg 490 13 patients patient NNS cord-302553-d0hk4ipg 490 14 by by IN cord-302553-d0hk4ipg 490 15 earlier early JJR cord-302553-d0hk4ipg 490 16 discovery discovery NN cord-302553-d0hk4ipg 490 17 rather rather RB cord-302553-d0hk4ipg 490 18 than than IN cord-302553-d0hk4ipg 490 19 traditional traditional JJ cord-302553-d0hk4ipg 490 20 medical medical JJ cord-302553-d0hk4ipg 490 21 data datum NNS cord-302553-d0hk4ipg 490 22 . . . cord-302553-d0hk4ipg 491 1 Their -PRON- PRP$ cord-302553-d0hk4ipg 491 2 periods period NNS cord-302553-d0hk4ipg 491 3 can can MD cord-302553-d0hk4ipg 491 4 be be VB cord-302553-d0hk4ipg 491 5 further further RB cord-302553-d0hk4ipg 491 6 sorted sort VBN cord-302553-d0hk4ipg 491 7 into into IN cord-302553-d0hk4ipg 491 8 infectious infectious JJ cord-302553-d0hk4ipg 491 9 and and CC cord-302553-d0hk4ipg 491 10 recovered recovered JJ cord-302553-d0hk4ipg 491 11 , , , cord-302553-d0hk4ipg 491 12 as as IN cord-302553-d0hk4ipg 491 13 mined mine VBN cord-302553-d0hk4ipg 491 14 from from IN cord-302553-d0hk4ipg 491 15 social social JJ cord-302553-d0hk4ipg 491 16 media medium NNS cord-302553-d0hk4ipg 491 17 . . . cord-302553-d0hk4ipg 492 1 ( ( -LRB- cord-302553-d0hk4ipg 492 2 2 2 LS cord-302553-d0hk4ipg 492 3 ) ) -RRB- cord-302553-d0hk4ipg 493 1 The the DT cord-302553-d0hk4ipg 493 2 semantic semantic JJ cord-302553-d0hk4ipg 493 3 information information NN cord-302553-d0hk4ipg 493 4 varies vary VBZ cord-302553-d0hk4ipg 493 5 from from IN cord-302553-d0hk4ipg 493 6 the the DT cord-302553-d0hk4ipg 493 7 weibo weibo NNP cord-302553-d0hk4ipg 493 8 texts text NNS cord-302553-d0hk4ipg 493 9 posted post VBN cord-302553-d0hk4ipg 493 10 by by IN cord-302553-d0hk4ipg 493 11 patients patient NNS cord-302553-d0hk4ipg 493 12 in in IN cord-302553-d0hk4ipg 493 13 different different JJ cord-302553-d0hk4ipg 493 14 flu flu NN cord-302553-d0hk4ipg 493 15 periods period NNS cord-302553-d0hk4ipg 493 16 . . . cord-302553-d0hk4ipg 494 1 The the DT cord-302553-d0hk4ipg 494 2 interclass interclass NN cord-302553-d0hk4ipg 494 3 distance distance NN cord-302553-d0hk4ipg 494 4 between between IN cord-302553-d0hk4ipg 494 5 the the DT cord-302553-d0hk4ipg 494 6 recovered recovered JJ cord-302553-d0hk4ipg 494 7 period period NN cord-302553-d0hk4ipg 494 8 and and CC cord-302553-d0hk4ipg 494 9 positive positive JJ cord-302553-d0hk4ipg 494 10 sentiment sentiment NN cord-302553-d0hk4ipg 494 11 is be VBZ cord-302553-d0hk4ipg 494 12 closer close JJR cord-302553-d0hk4ipg 494 13 than than IN cord-302553-d0hk4ipg 494 14 between between IN cord-302553-d0hk4ipg 494 15 the the DT cord-302553-d0hk4ipg 494 16 recovered recovered JJ cord-302553-d0hk4ipg 494 17 period period NN cord-302553-d0hk4ipg 494 18 and and CC cord-302553-d0hk4ipg 494 19 negative negative JJ cord-302553-d0hk4ipg 494 20 sentiment sentiment NN cord-302553-d0hk4ipg 494 21 , , , cord-302553-d0hk4ipg 494 22 and and CC cord-302553-d0hk4ipg 494 23 the the DT cord-302553-d0hk4ipg 494 24 interclass interclass NN cord-302553-d0hk4ipg 494 25 distance distance NN cord-302553-d0hk4ipg 494 26 between between IN cord-302553-d0hk4ipg 494 27 the the DT cord-302553-d0hk4ipg 494 28 infectious infectious JJ cord-302553-d0hk4ipg 494 29 and and CC cord-302553-d0hk4ipg 494 30 the the DT cord-302553-d0hk4ipg 494 31 negative negative NN cord-302553-d0hk4ipg 494 32 is be VBZ cord-302553-d0hk4ipg 494 33 closer close JJR cord-302553-d0hk4ipg 494 34 than than IN cord-302553-d0hk4ipg 494 35 that that DT cord-302553-d0hk4ipg 494 36 of of IN cord-302553-d0hk4ipg 494 37 the the DT cord-302553-d0hk4ipg 494 38 positive positive JJ cord-302553-d0hk4ipg 494 39 . . . cord-302553-d0hk4ipg 495 1 Additionally additionally RB cord-302553-d0hk4ipg 495 2 , , , cord-302553-d0hk4ipg 495 3 it -PRON- PRP cord-302553-d0hk4ipg 495 4 was be VBD cord-302553-d0hk4ipg 495 5 noted note VBN cord-302553-d0hk4ipg 495 6 that that IN cord-302553-d0hk4ipg 495 7 the the DT cord-302553-d0hk4ipg 495 8 healthier healthy JJR cord-302553-d0hk4ipg 495 9 the the DT cord-302553-d0hk4ipg 495 10 bloggers blogger NNS cord-302553-d0hk4ipg 495 11 are be VBP cord-302553-d0hk4ipg 495 12 , , , cord-302553-d0hk4ipg 495 13 the the DT cord-302553-d0hk4ipg 495 14 more more RBR cord-302553-d0hk4ipg 495 15 positive positive JJ cord-302553-d0hk4ipg 495 16 sentiments sentiment NNS cord-302553-d0hk4ipg 495 17 they -PRON- PRP cord-302553-d0hk4ipg 495 18 have have VBP cord-302553-d0hk4ipg 495 19 . . . cord-302553-d0hk4ipg 496 1 The the DT cord-302553-d0hk4ipg 496 2 more more RBR cord-302553-d0hk4ipg 496 3 serious serious JJ cord-302553-d0hk4ipg 496 4 the the DT cord-302553-d0hk4ipg 496 5 flu flu NN cord-302553-d0hk4ipg 496 6 is be VBZ cord-302553-d0hk4ipg 496 7 , , , cord-302553-d0hk4ipg 496 8 the the DT cord-302553-d0hk4ipg 496 9 more more RBR cord-302553-d0hk4ipg 496 10 that that IN cord-302553-d0hk4ipg 496 11 bloggers blogger NNS cord-302553-d0hk4ipg 496 12 are be VBP cord-302553-d0hk4ipg 496 13 connected connect VBN cord-302553-d0hk4ipg 496 14 with with IN cord-302553-d0hk4ipg 496 15 negative negative JJ cord-302553-d0hk4ipg 496 16 emotions emotion NNS cord-302553-d0hk4ipg 496 17 . . . cord-302553-d0hk4ipg 497 1 ( ( -LRB- cord-302553-d0hk4ipg 497 2 3 3 LS cord-302553-d0hk4ipg 497 3 ) ) -RRB- cord-302553-d0hk4ipg 498 1 A a DT cord-302553-d0hk4ipg 498 2 multichannel multichannel JJ cord-302553-d0hk4ipg 498 3 disease disease NN cord-302553-d0hk4ipg 498 4 detection detection NN cord-302553-d0hk4ipg 498 5 model model NN cord-302553-d0hk4ipg 498 6 is be VBZ cord-302553-d0hk4ipg 498 7 developed develop VBN cord-302553-d0hk4ipg 498 8 in in IN cord-302553-d0hk4ipg 498 9 this this DT cord-302553-d0hk4ipg 498 10 study study NN cord-302553-d0hk4ipg 498 11 to to TO cord-302553-d0hk4ipg 498 12 evaluate evaluate VB cord-302553-d0hk4ipg 498 13 and and CC cord-302553-d0hk4ipg 498 14 classify classify VB cord-302553-d0hk4ipg 498 15 the the DT cord-302553-d0hk4ipg 498 16 flu flu NN cord-302553-d0hk4ipg 498 17 period period NN cord-302553-d0hk4ipg 498 18 with with IN cord-302553-d0hk4ipg 498 19 an an DT cord-302553-d0hk4ipg 498 20 accuracy accuracy NN cord-302553-d0hk4ipg 498 21 of of IN cord-302553-d0hk4ipg 498 22 up up IN cord-302553-d0hk4ipg 498 23 to to IN cord-302553-d0hk4ipg 498 24 0.926 0.926 CD cord-302553-d0hk4ipg 498 25 based base VBN cord-302553-d0hk4ipg 498 26 on on IN cord-302553-d0hk4ipg 498 27 the the DT cord-302553-d0hk4ipg 498 28 LSTM LSTM NNP cord-302553-d0hk4ipg 498 29 network network NN cord-302553-d0hk4ipg 498 30 . . . cord-302553-d0hk4ipg 499 1 Our -PRON- PRP$ cord-302553-d0hk4ipg 499 2 optimized optimized JJ cord-302553-d0hk4ipg 499 3 model model NN cord-302553-d0hk4ipg 499 4 effectively effectively RB cord-302553-d0hk4ipg 499 5 improves improve VBZ cord-302553-d0hk4ipg 499 6 the the DT cord-302553-d0hk4ipg 499 7 classification classification NN cord-302553-d0hk4ipg 499 8 accuracy accuracy NN cord-302553-d0hk4ipg 499 9 of of IN cord-302553-d0hk4ipg 499 10 the the DT cord-302553-d0hk4ipg 499 11 flu flu NN cord-302553-d0hk4ipg 499 12 period period NN cord-302553-d0hk4ipg 499 13 after after IN cord-302553-d0hk4ipg 499 14 adding add VBG cord-302553-d0hk4ipg 499 15 the the DT cord-302553-d0hk4ipg 499 16 sentiment sentiment NN cord-302553-d0hk4ipg 499 17 classification classification NN cord-302553-d0hk4ipg 499 18 results result NNS cord-302553-d0hk4ipg 499 19 . . . cord-302553-d0hk4ipg 500 1 The the DT cord-302553-d0hk4ipg 500 2 research research NN cord-302553-d0hk4ipg 500 3 findings finding NNS cord-302553-d0hk4ipg 500 4 have have VBP cord-302553-d0hk4ipg 500 5 important important JJ cord-302553-d0hk4ipg 500 6 theoretical theoretical JJ cord-302553-d0hk4ipg 500 7 implications implication NNS cord-302553-d0hk4ipg 500 8 . . . cord-302553-d0hk4ipg 501 1 ( ( -LRB- cord-302553-d0hk4ipg 501 2 1 1 CD cord-302553-d0hk4ipg 501 3 ) ) -RRB- cord-302553-d0hk4ipg 502 1 The the DT cord-302553-d0hk4ipg 502 2 previous previous JJ cord-302553-d0hk4ipg 502 3 literature literature NN cord-302553-d0hk4ipg 502 4 investigates investigate VBZ cord-302553-d0hk4ipg 502 5 the the DT cord-302553-d0hk4ipg 502 6 sentiment sentiment NN cord-302553-d0hk4ipg 502 7 and and CC cord-302553-d0hk4ipg 502 8 disease disease NN cord-302553-d0hk4ipg 502 9 predictions prediction NNS cord-302553-d0hk4ipg 502 10 separately separately RB cord-302553-d0hk4ipg 502 11 . . . cord-302553-d0hk4ipg 503 1 This this DT cord-302553-d0hk4ipg 503 2 paper paper NN cord-302553-d0hk4ipg 503 3 examines examine VBZ cord-302553-d0hk4ipg 503 4 the the DT cord-302553-d0hk4ipg 503 5 relationship relationship NN cord-302553-d0hk4ipg 503 6 between between IN cord-302553-d0hk4ipg 503 7 sentiment sentiment NN cord-302553-d0hk4ipg 503 8 and and CC cord-302553-d0hk4ipg 503 9 disease disease NN cord-302553-d0hk4ipg 503 10 detection detection NN cord-302553-d0hk4ipg 503 11 . . . cord-302553-d0hk4ipg 504 1 We -PRON- PRP cord-302553-d0hk4ipg 504 2 found find VBD cord-302553-d0hk4ipg 504 3 that that IN cord-302553-d0hk4ipg 504 4 by by IN cord-302553-d0hk4ipg 504 5 adding add VBG cord-302553-d0hk4ipg 504 6 sentiment sentiment NN cord-302553-d0hk4ipg 504 7 factors factor NNS cord-302553-d0hk4ipg 504 8 , , , cord-302553-d0hk4ipg 504 9 the the DT cord-302553-d0hk4ipg 504 10 classification classification NN cord-302553-d0hk4ipg 504 11 accuracy accuracy NN cord-302553-d0hk4ipg 504 12 is be VBZ cord-302553-d0hk4ipg 504 13 improved improve VBN cord-302553-d0hk4ipg 504 14 remarkably remarkably RB cord-302553-d0hk4ipg 504 15 , , , cord-302553-d0hk4ipg 504 16 from from IN cord-302553-d0hk4ipg 504 17 0.876 0.876 CD cord-302553-d0hk4ipg 504 18 to to IN cord-302553-d0hk4ipg 504 19 0.926 0.926 CD cord-302553-d0hk4ipg 504 20 . . . cord-302553-d0hk4ipg 505 1 ( ( -LRB- cord-302553-d0hk4ipg 505 2 2 2 LS cord-302553-d0hk4ipg 505 3 ) ) -RRB- cord-302553-d0hk4ipg 506 1 This this DT cord-302553-d0hk4ipg 506 2 paper paper NN cord-302553-d0hk4ipg 506 3 explores explore VBZ cord-302553-d0hk4ipg 506 4 the the DT cord-302553-d0hk4ipg 506 5 relationship relationship NN cord-302553-d0hk4ipg 506 6 between between IN cord-302553-d0hk4ipg 506 7 the the DT cord-302553-d0hk4ipg 506 8 sentiment sentiment NN cord-302553-d0hk4ipg 506 9 polarity polarity NN cord-302553-d0hk4ipg 506 10 and and CC cord-302553-d0hk4ipg 506 11 the the DT cord-302553-d0hk4ipg 506 12 flu flu NN cord-302553-d0hk4ipg 506 13 - - HYPH cord-302553-d0hk4ipg 506 14 period period NN cord-302553-d0hk4ipg 506 15 at at IN cord-302553-d0hk4ipg 506 16 two two CD cord-302553-d0hk4ipg 506 17 levels level NNS cord-302553-d0hk4ipg 506 18 of of IN cord-302553-d0hk4ipg 506 19 words word NNS cord-302553-d0hk4ipg 506 20 and and CC cord-302553-d0hk4ipg 506 21 text text NN cord-302553-d0hk4ipg 506 22 , , , cord-302553-d0hk4ipg 506 23 combining combine VBG cord-302553-d0hk4ipg 506 24 the the DT cord-302553-d0hk4ipg 506 25 methods method NNS cord-302553-d0hk4ipg 506 26 of of IN cord-302553-d0hk4ipg 506 27 word2vector word2vector NNP cord-302553-d0hk4ipg 506 28 and and CC cord-302553-d0hk4ipg 506 29 LSTM LSTM NNP cord-302553-d0hk4ipg 506 30 , , , cord-302553-d0hk4ipg 506 31 which which WDT cord-302553-d0hk4ipg 506 32 have have VBP cord-302553-d0hk4ipg 506 33 been be VBN cord-302553-d0hk4ipg 506 34 used use VBN cord-302553-d0hk4ipg 506 35 rarely rarely RB cord-302553-d0hk4ipg 506 36 for for IN cord-302553-d0hk4ipg 506 37 disease disease NN cord-302553-d0hk4ipg 506 38 surveillance surveillance NN cord-302553-d0hk4ipg 506 39 studies study NNS cord-302553-d0hk4ipg 506 40 . . . cord-302553-d0hk4ipg 507 1 ( ( -LRB- cord-302553-d0hk4ipg 507 2 3 3 LS cord-302553-d0hk4ipg 507 3 ) ) -RRB- cord-302553-d0hk4ipg 508 1 This this DT cord-302553-d0hk4ipg 508 2 research research NN cord-302553-d0hk4ipg 508 3 proposes propose VBZ cord-302553-d0hk4ipg 508 4 a a DT cord-302553-d0hk4ipg 508 5 complete complete JJ cord-302553-d0hk4ipg 508 6 theoretical theoretical JJ cord-302553-d0hk4ipg 508 7 framework framework NN cord-302553-d0hk4ipg 508 8 based base VBN cord-302553-d0hk4ipg 508 9 on on IN cord-302553-d0hk4ipg 508 10 web web NN cord-302553-d0hk4ipg 508 11 - - HYPH cord-302553-d0hk4ipg 508 12 based base VBN cord-302553-d0hk4ipg 508 13 social social JJ cord-302553-d0hk4ipg 508 14 media medium NNS cord-302553-d0hk4ipg 508 15 data datum NNS cord-302553-d0hk4ipg 508 16 . . . cord-302553-d0hk4ipg 509 1 The the DT cord-302553-d0hk4ipg 509 2 use use NN cord-302553-d0hk4ipg 509 3 of of IN cord-302553-d0hk4ipg 509 4 this this DT cord-302553-d0hk4ipg 509 5 model model NN cord-302553-d0hk4ipg 509 6 can can MD cord-302553-d0hk4ipg 509 7 be be VB cord-302553-d0hk4ipg 509 8 extended extend VBN cord-302553-d0hk4ipg 509 9 to to IN cord-302553-d0hk4ipg 509 10 many many JJ cord-302553-d0hk4ipg 509 11 aspects aspect NNS cord-302553-d0hk4ipg 509 12 , , , cord-302553-d0hk4ipg 509 13 such such JJ cord-302553-d0hk4ipg 509 14 as as IN cord-302553-d0hk4ipg 509 15 monitoring monitor VBG cord-302553-d0hk4ipg 509 16 chronic chronic JJ cord-302553-d0hk4ipg 509 17 and and CC cord-302553-d0hk4ipg 509 18 mental mental JJ cord-302553-d0hk4ipg 509 19 diseases disease NNS cord-302553-d0hk4ipg 509 20 . . . cord-302553-d0hk4ipg 510 1 This this DT cord-302553-d0hk4ipg 510 2 study study NN cord-302553-d0hk4ipg 510 3 also also RB cord-302553-d0hk4ipg 510 4 has have VBZ cord-302553-d0hk4ipg 510 5 important important JJ cord-302553-d0hk4ipg 510 6 practical practical JJ cord-302553-d0hk4ipg 510 7 implications implication NNS cord-302553-d0hk4ipg 510 8 . . . cord-302553-d0hk4ipg 511 1 ( ( -LRB- cord-302553-d0hk4ipg 511 2 1 1 LS cord-302553-d0hk4ipg 511 3 ) ) -RRB- cord-302553-d0hk4ipg 511 4 This this DT cord-302553-d0hk4ipg 511 5 paper paper NN cord-302553-d0hk4ipg 511 6 optimizes optimize VBZ cord-302553-d0hk4ipg 511 7 the the DT cord-302553-d0hk4ipg 511 8 disease disease NN cord-302553-d0hk4ipg 511 9 detecting detect VBG cord-302553-d0hk4ipg 511 10 process process NN cord-302553-d0hk4ipg 511 11 and and CC cord-302553-d0hk4ipg 511 12 establishes establish VBZ cord-302553-d0hk4ipg 511 13 multichannel multichannel JJ cord-302553-d0hk4ipg 511 14 surveillance surveillance NN cord-302553-d0hk4ipg 511 15 measures measure NNS cord-302553-d0hk4ipg 511 16 for for IN cord-302553-d0hk4ipg 511 17 CDC CDC NNP cord-302553-d0hk4ipg 511 18 decision decision NN cord-302553-d0hk4ipg 511 19 making making NN cord-302553-d0hk4ipg 511 20 . . . cord-302553-d0hk4ipg 512 1 ( ( -LRB- cord-302553-d0hk4ipg 512 2 2 2 LS cord-302553-d0hk4ipg 512 3 ) ) -RRB- cord-302553-d0hk4ipg 513 1 This this DT cord-302553-d0hk4ipg 513 2 paper paper NN cord-302553-d0hk4ipg 513 3 will will MD cord-302553-d0hk4ipg 513 4 monitor monitor VB cord-302553-d0hk4ipg 513 5 a a DT cord-302553-d0hk4ipg 513 6 larger large JJR cord-302553-d0hk4ipg 513 7 range range NN cord-302553-d0hk4ipg 513 8 of of IN cord-302553-d0hk4ipg 513 9 infected infected JJ cord-302553-d0hk4ipg 513 10 population population NN cord-302553-d0hk4ipg 513 11 . . . cord-302553-d0hk4ipg 514 1 Furthermore furthermore RB cord-302553-d0hk4ipg 514 2 , , , cord-302553-d0hk4ipg 514 3 it -PRON- PRP cord-302553-d0hk4ipg 514 4 can can MD cord-302553-d0hk4ipg 514 5 identify identify VB cord-302553-d0hk4ipg 514 6 patients patient NNS cord-302553-d0hk4ipg 514 7 in in IN cord-302553-d0hk4ipg 514 8 advance advance NN cord-302553-d0hk4ipg 514 9 who who WP cord-302553-d0hk4ipg 514 10 are be VBP cord-302553-d0hk4ipg 514 11 not not RB cord-302553-d0hk4ipg 514 12 aware aware JJ cord-302553-d0hk4ipg 514 13 of of IN cord-302553-d0hk4ipg 514 14 disease disease NN cord-302553-d0hk4ipg 514 15 . . . cord-302553-d0hk4ipg 515 1 ( ( -LRB- cord-302553-d0hk4ipg 515 2 3 3 LS cord-302553-d0hk4ipg 515 3 ) ) -RRB- cord-302553-d0hk4ipg 516 1 The the DT cord-302553-d0hk4ipg 516 2 previous previous JJ cord-302553-d0hk4ipg 516 3 weibo weibo NNP cord-302553-d0hk4ipg 516 4 text text NNP cord-302553-d0hk4ipg 516 5 processing processing NN cord-302553-d0hk4ipg 516 6 classifies classify VBZ cord-302553-d0hk4ipg 516 7 only only JJ cord-302553-d0hk4ipg 516 8 flu flu NN cord-302553-d0hk4ipg 516 9 - - HYPH cord-302553-d0hk4ipg 516 10 related relate VBN cord-302553-d0hk4ipg 516 11 weibos weibos NNP cord-302553-d0hk4ipg 516 12 and and CC cord-302553-d0hk4ipg 516 13 unrelated unrelated JJ cord-302553-d0hk4ipg 516 14 weibos weibos NNP cord-302553-d0hk4ipg 516 15 . . . cord-302553-d0hk4ipg 517 1 This this DT cord-302553-d0hk4ipg 517 2 paper paper NN cord-302553-d0hk4ipg 517 3 further further RB cord-302553-d0hk4ipg 517 4 divides divide VBZ cord-302553-d0hk4ipg 517 5 flu flu NN cord-302553-d0hk4ipg 517 6 - - HYPH cord-302553-d0hk4ipg 517 7 related relate VBN cord-302553-d0hk4ipg 517 8 weibos weibos NNP cord-302553-d0hk4ipg 517 9 into into IN cord-302553-d0hk4ipg 517 10 two two CD cord-302553-d0hk4ipg 517 11 periods period NNS cord-302553-d0hk4ipg 517 12 : : : cord-302553-d0hk4ipg 517 13 recovered recover VBN cord-302553-d0hk4ipg 517 14 and and CC cord-302553-d0hk4ipg 517 15 infectious infectious JJ cord-302553-d0hk4ipg 517 16 . . . cord-302553-d0hk4ipg 518 1 Research research NN cord-302553-d0hk4ipg 518 2 outcomes outcome NNS cord-302553-d0hk4ipg 518 3 improve improve VBP cord-302553-d0hk4ipg 518 4 the the DT cord-302553-d0hk4ipg 518 5 reliability reliability NN cord-302553-d0hk4ipg 518 6 and and CC cord-302553-d0hk4ipg 518 7 accuracy accuracy NN cord-302553-d0hk4ipg 518 8 for for IN cord-302553-d0hk4ipg 518 9 the the DT cord-302553-d0hk4ipg 518 10 prediction prediction NN cord-302553-d0hk4ipg 518 11 of of IN cord-302553-d0hk4ipg 518 12 flu flu NN cord-302553-d0hk4ipg 518 13 trends trend NNS cord-302553-d0hk4ipg 518 14 . . . cord-302553-d0hk4ipg 519 1 Both both DT cord-302553-d0hk4ipg 519 2 point point NN cord-302553-d0hk4ipg 519 3 ( ( -LRB- cord-302553-d0hk4ipg 519 4 2 2 CD cord-302553-d0hk4ipg 519 5 ) ) -RRB- cord-302553-d0hk4ipg 519 6 and and CC cord-302553-d0hk4ipg 519 7 point point NN cord-302553-d0hk4ipg 519 8 ( ( -LRB- cord-302553-d0hk4ipg 519 9 3 3 LS cord-302553-d0hk4ipg 519 10 ) ) -RRB- cord-302553-d0hk4ipg 519 11 not not RB cord-302553-d0hk4ipg 519 12 only only RB cord-302553-d0hk4ipg 519 13 help help VB cord-302553-d0hk4ipg 519 14 the the DT cord-302553-d0hk4ipg 519 15 CDC CDC NNP cord-302553-d0hk4ipg 519 16 to to TO cord-302553-d0hk4ipg 519 17 detect detect VB cord-302553-d0hk4ipg 519 18 disease disease NN cord-302553-d0hk4ipg 519 19 information information NN cord-302553-d0hk4ipg 519 20 in in IN cord-302553-d0hk4ipg 519 21 real real JJ cord-302553-d0hk4ipg 519 22 time time NN cord-302553-d0hk4ipg 519 23 but but CC cord-302553-d0hk4ipg 519 24 also also RB cord-302553-d0hk4ipg 519 25 provide provide VB cord-302553-d0hk4ipg 519 26 a a DT cord-302553-d0hk4ipg 519 27 novel novel JJ cord-302553-d0hk4ipg 519 28 method method NN cord-302553-d0hk4ipg 519 29 for for IN cord-302553-d0hk4ipg 519 30 disease disease NN cord-302553-d0hk4ipg 519 31 information information NN cord-302553-d0hk4ipg 519 32 management management NN cord-302553-d0hk4ipg 519 33 . . . cord-302553-d0hk4ipg 520 1 ( ( -LRB- cord-302553-d0hk4ipg 520 2 4 4 LS cord-302553-d0hk4ipg 520 3 ) ) -RRB- cord-302553-d0hk4ipg 521 1 The the DT cord-302553-d0hk4ipg 521 2 conclusion conclusion NN cord-302553-d0hk4ipg 521 3 supports support VBZ cord-302553-d0hk4ipg 521 4 the the DT cord-302553-d0hk4ipg 521 5 expansion expansion NN cord-302553-d0hk4ipg 521 6 of of IN cord-302553-d0hk4ipg 521 7 the the DT cord-302553-d0hk4ipg 521 8 number number NN cord-302553-d0hk4ipg 521 9 of of IN cord-302553-d0hk4ipg 521 10 neural neural JJ cord-302553-d0hk4ipg 521 11 network network NN cord-302553-d0hk4ipg 521 12 training training NN cord-302553-d0hk4ipg 521 13 sets set NNS cord-302553-d0hk4ipg 521 14 , , , cord-302553-d0hk4ipg 521 15 eliminating eliminate VBG cord-302553-d0hk4ipg 521 16 some some DT cord-302553-d0hk4ipg 521 17 of of IN cord-302553-d0hk4ipg 521 18 the the DT cord-302553-d0hk4ipg 521 19 high high JJ cord-302553-d0hk4ipg 521 20 cost cost NN cord-302553-d0hk4ipg 521 21 of of IN cord-302553-d0hk4ipg 521 22 manual manual JJ cord-302553-d0hk4ipg 521 23 labeling labeling NN cord-302553-d0hk4ipg 521 24 . . . cord-302553-d0hk4ipg 522 1 The the DT cord-302553-d0hk4ipg 522 2 classification classification NN cord-302553-d0hk4ipg 522 3 results result NNS cord-302553-d0hk4ipg 522 4 of of IN cord-302553-d0hk4ipg 522 5 the the DT cord-302553-d0hk4ipg 522 6 flu flu NN cord-302553-d0hk4ipg 522 7 - - HYPH cord-302553-d0hk4ipg 522 8 period period NN cord-302553-d0hk4ipg 522 9 can can MD cord-302553-d0hk4ipg 522 10 be be VB cord-302553-d0hk4ipg 522 11 replaced replace VBN cord-302553-d0hk4ipg 522 12 in in IN cord-302553-d0hk4ipg 522 13 the the DT cord-302553-d0hk4ipg 522 14 model model NN cord-302553-d0hk4ipg 522 15 to to TO cord-302553-d0hk4ipg 522 16 increase increase VB cord-302553-d0hk4ipg 522 17 the the DT cord-302553-d0hk4ipg 522 18 amount amount NN cord-302553-d0hk4ipg 522 19 of of IN cord-302553-d0hk4ipg 522 20 training training NN cord-302553-d0hk4ipg 522 21 set set NN cord-302553-d0hk4ipg 522 22 data datum NNS cord-302553-d0hk4ipg 522 23 , , , cord-302553-d0hk4ipg 522 24 which which WDT cord-302553-d0hk4ipg 522 25 enables enable VBZ cord-302553-d0hk4ipg 522 26 the the DT cord-302553-d0hk4ipg 522 27 LSTM LSTM NNP cord-302553-d0hk4ipg 522 28 neural neural JJ cord-302553-d0hk4ipg 522 29 network network NN cord-302553-d0hk4ipg 522 30 to to TO cord-302553-d0hk4ipg 522 31 fully fully RB cord-302553-d0hk4ipg 522 32 learn learn VB cord-302553-d0hk4ipg 522 33 to to TO cord-302553-d0hk4ipg 522 34 better better RB cord-302553-d0hk4ipg 522 35 characterize characterize VB cord-302553-d0hk4ipg 522 36 the the DT cord-302553-d0hk4ipg 522 37 model model NN cord-302553-d0hk4ipg 522 38 . . . cord-302553-d0hk4ipg 523 1 Timely timely JJ cord-302553-d0hk4ipg 523 2 and and CC cord-302553-d0hk4ipg 523 3 reliable reliable JJ cord-302553-d0hk4ipg 523 4 flu flu NN cord-302553-d0hk4ipg 523 5 monitoring monitoring NN cord-302553-d0hk4ipg 523 6 is be VBZ cord-302553-d0hk4ipg 523 7 an an DT cord-302553-d0hk4ipg 523 8 important important JJ cord-302553-d0hk4ipg 523 9 basis basis NN cord-302553-d0hk4ipg 523 10 for for IN cord-302553-d0hk4ipg 523 11 successful successful JJ cord-302553-d0hk4ipg 523 12 control control NN cord-302553-d0hk4ipg 523 13 of of IN cord-302553-d0hk4ipg 523 14 the the DT cord-302553-d0hk4ipg 523 15 spread spread NN cord-302553-d0hk4ipg 523 16 of of IN cord-302553-d0hk4ipg 523 17 disease disease NN cord-302553-d0hk4ipg 523 18 and and CC cord-302553-d0hk4ipg 523 19 mitigation mitigation NN cord-302553-d0hk4ipg 523 20 of of IN cord-302553-d0hk4ipg 523 21 the the DT cord-302553-d0hk4ipg 523 22 associated associate VBN cord-302553-d0hk4ipg 523 23 damage damage NN cord-302553-d0hk4ipg 523 24 . . . cord-302553-d0hk4ipg 524 1 However however RB cord-302553-d0hk4ipg 524 2 , , , cord-302553-d0hk4ipg 524 3 due due IN cord-302553-d0hk4ipg 524 4 to to IN cord-302553-d0hk4ipg 524 5 its -PRON- PRP$ cord-302553-d0hk4ipg 524 6 high high JJ cord-302553-d0hk4ipg 524 7 contagiousness contagiousness NN cord-302553-d0hk4ipg 524 8 and and CC cord-302553-d0hk4ipg 524 9 rapid rapid JJ cord-302553-d0hk4ipg 524 10 spread spread NN cord-302553-d0hk4ipg 524 11 , , , cord-302553-d0hk4ipg 524 12 the the DT cord-302553-d0hk4ipg 524 13 flu flu NN cord-302553-d0hk4ipg 524 14 epidemic epidemic NN cord-302553-d0hk4ipg 524 15 has have VBZ cord-302553-d0hk4ipg 524 16 caused cause VBN cord-302553-d0hk4ipg 524 17 great great JJ cord-302553-d0hk4ipg 524 18 difficulties difficulty NNS cord-302553-d0hk4ipg 524 19 in in IN cord-302553-d0hk4ipg 524 20 prevention prevention NN cord-302553-d0hk4ipg 524 21 and and CC cord-302553-d0hk4ipg 524 22 surveillance surveillance NN cord-302553-d0hk4ipg 524 23 . . . cord-302553-d0hk4ipg 525 1 With with IN cord-302553-d0hk4ipg 525 2 the the DT cord-302553-d0hk4ipg 525 3 rapid rapid JJ cord-302553-d0hk4ipg 525 4 development development NN cord-302553-d0hk4ipg 525 5 and and CC cord-302553-d0hk4ipg 525 6 popularity popularity NN cord-302553-d0hk4ipg 525 7 of of IN cord-302553-d0hk4ipg 525 8 web web NN cord-302553-d0hk4ipg 525 9 - - HYPH cord-302553-d0hk4ipg 525 10 based base VBN cord-302553-d0hk4ipg 525 11 social social JJ cord-302553-d0hk4ipg 525 12 media media NN cord-302553-d0hk4ipg 525 13 platform platform NN cord-302553-d0hk4ipg 525 14 data datum NNS cord-302553-d0hk4ipg 525 15 , , , cord-302553-d0hk4ipg 525 16 Sina Sina NNP cord-302553-d0hk4ipg 525 17 Weibo Weibo NNP cord-302553-d0hk4ipg 525 18 , , , cord-302553-d0hk4ipg 525 19 one one CD cord-302553-d0hk4ipg 525 20 of of IN cord-302553-d0hk4ipg 525 21 the the DT cord-302553-d0hk4ipg 525 22 world world NN cord-302553-d0hk4ipg 525 23 's 's POS cord-302553-d0hk4ipg 525 24 largest large JJS cord-302553-d0hk4ipg 525 25 social social JJ cord-302553-d0hk4ipg 525 26 media medium NNS cord-302553-d0hk4ipg 525 27 companies company NNS cord-302553-d0hk4ipg 525 28 , , , cord-302553-d0hk4ipg 525 29 has have VBZ cord-302553-d0hk4ipg 525 30 become become VBN cord-302553-d0hk4ipg 525 31 an an DT cord-302553-d0hk4ipg 525 32 ideal ideal JJ cord-302553-d0hk4ipg 525 33 data data NN cord-302553-d0hk4ipg 525 34 source source NN cord-302553-d0hk4ipg 525 35 to to TO cord-302553-d0hk4ipg 525 36 make make VB cord-302553-d0hk4ipg 525 37 real real JJ cord-302553-d0hk4ipg 525 38 - - HYPH cord-302553-d0hk4ipg 525 39 time time NN cord-302553-d0hk4ipg 525 40 , , , cord-302553-d0hk4ipg 525 41 low low JJ cord-302553-d0hk4ipg 525 42 - - HYPH cord-302553-d0hk4ipg 525 43 cost cost NN cord-302553-d0hk4ipg 525 44 surveillance surveillance NN cord-302553-d0hk4ipg 525 45 possible possible JJ cord-302553-d0hk4ipg 525 46 as as IN cord-302553-d0hk4ipg 525 47 an an DT cord-302553-d0hk4ipg 525 48 early early JJ cord-302553-d0hk4ipg 525 49 warning warning NN cord-302553-d0hk4ipg 525 50 of of IN cord-302553-d0hk4ipg 525 51 outbreaks outbreak NNS cord-302553-d0hk4ipg 525 52 and and CC cord-302553-d0hk4ipg 525 53 an an DT cord-302553-d0hk4ipg 525 54 adjunct adjunct NN cord-302553-d0hk4ipg 525 55 to to IN cord-302553-d0hk4ipg 525 56 traditional traditional JJ cord-302553-d0hk4ipg 525 57 methods method NNS cord-302553-d0hk4ipg 525 58 of of IN cord-302553-d0hk4ipg 525 59 investigation investigation NN cord-302553-d0hk4ipg 525 60 . . . cord-302553-d0hk4ipg 526 1 According accord VBG cord-302553-d0hk4ipg 526 2 to to IN cord-302553-d0hk4ipg 526 3 the the DT cord-302553-d0hk4ipg 526 4 latest late JJS cord-302553-d0hk4ipg 526 5 estimate estimate NN cord-302553-d0hk4ipg 526 6 by by IN cord-302553-d0hk4ipg 526 7 the the DT cord-302553-d0hk4ipg 526 8 United United NNP cord-302553-d0hk4ipg 526 9 States States NNP cord-302553-d0hk4ipg 526 10 Centers Centers NNPS cord-302553-d0hk4ipg 526 11 for for IN cord-302553-d0hk4ipg 526 12 Disease Disease NNP cord-302553-d0hk4ipg 526 13 Control Control NNP cord-302553-d0hk4ipg 526 14 and and CC cord-302553-d0hk4ipg 526 15 Prevention Prevention NNP cord-302553-d0hk4ipg 527 1 ( ( -LRB- cord-302553-d0hk4ipg 527 2 US US NNP cord-302553-d0hk4ipg 527 3 - - HYPH cord-302553-d0hk4ipg 527 4 CDC CDC NNP cord-302553-d0hk4ipg 527 5 ) ) -RRB- cord-302553-d0hk4ipg 527 6 , , , cord-302553-d0hk4ipg 527 7 as as RB cord-302553-d0hk4ipg 527 8 many many JJ cord-302553-d0hk4ipg 527 9 as as IN cord-302553-d0hk4ipg 527 10 650,000 650,000 CD cord-302553-d0hk4ipg 527 11 people people NNS cord-302553-d0hk4ipg 527 12 worldwide worldwide RB cord-302553-d0hk4ipg 527 13 die die VBP cord-302553-d0hk4ipg 527 14 from from IN cord-302553-d0hk4ipg 527 15 seasonal seasonal JJ cord-302553-d0hk4ipg 527 16 flu flu NN cord-302553-d0hk4ipg 527 17 - - HYPH cord-302553-d0hk4ipg 527 18 related relate VBN cord-302553-d0hk4ipg 527 19 respiratory respiratory JJ cord-302553-d0hk4ipg 527 20 diseases disease NNS cord-302553-d0hk4ipg 527 21 each each DT cord-302553-d0hk4ipg 527 22 year year NN cord-302553-d0hk4ipg 527 23 . . . cord-302553-d0hk4ipg 528 1 It -PRON- PRP cord-302553-d0hk4ipg 528 2 is be VBZ cord-302553-d0hk4ipg 528 3 evident evident JJ cord-302553-d0hk4ipg 528 4 that that IN cord-302553-d0hk4ipg 528 5 the the DT cord-302553-d0hk4ipg 528 6 flu flu NN cord-302553-d0hk4ipg 528 7 imposes impose VBZ cord-302553-d0hk4ipg 528 8 a a DT cord-302553-d0hk4ipg 528 9 heavy heavy JJ cord-302553-d0hk4ipg 528 10 burden burden NN cord-302553-d0hk4ipg 528 11 on on IN cord-302553-d0hk4ipg 528 12 the the DT cord-302553-d0hk4ipg 528 13 international international JJ cord-302553-d0hk4ipg 528 14 community community NN cord-302553-d0hk4ipg 528 15 , , , cord-302553-d0hk4ipg 528 16 and and CC cord-302553-d0hk4ipg 528 17 the the DT cord-302553-d0hk4ipg 528 18 flu flu NN cord-302553-d0hk4ipg 528 19 's 's POS cord-302553-d0hk4ipg 528 20 global global JJ cord-302553-d0hk4ipg 528 21 , , , cord-302553-d0hk4ipg 528 22 social social JJ cord-302553-d0hk4ipg 528 23 and and CC cord-302553-d0hk4ipg 528 24 economic economic JJ cord-302553-d0hk4ipg 528 25 costs cost NNS cord-302553-d0hk4ipg 528 26 are be VBP cord-302553-d0hk4ipg 528 27 considerable considerable JJ cord-302553-d0hk4ipg 528 28 . . . cord-302553-d0hk4ipg 529 1 It -PRON- PRP cord-302553-d0hk4ipg 529 2 is be VBZ cord-302553-d0hk4ipg 529 3 worth worth JJ cord-302553-d0hk4ipg 529 4 noting note VBG cord-302553-d0hk4ipg 529 5 that that IN cord-302553-d0hk4ipg 529 6 improving improve VBG cord-302553-d0hk4ipg 529 7 the the DT cord-302553-d0hk4ipg 529 8 ability ability NN cord-302553-d0hk4ipg 529 9 to to TO cord-302553-d0hk4ipg 529 10 monitor monitor VB cord-302553-d0hk4ipg 529 11 infectious infectious JJ cord-302553-d0hk4ipg 529 12 disease disease NN cord-302553-d0hk4ipg 529 13 is be VBZ cord-302553-d0hk4ipg 529 14 the the DT cord-302553-d0hk4ipg 529 15 key key NN cord-302553-d0hk4ipg 529 16 to to IN cord-302553-d0hk4ipg 529 17 further further JJ cord-302553-d0hk4ipg 529 18 strengthening strengthen VBG cord-302553-d0hk4ipg 529 19 management management NN cord-302553-d0hk4ipg 529 20 capacity capacity NN cord-302553-d0hk4ipg 529 21 of of IN cord-302553-d0hk4ipg 529 22 the the DT cord-302553-d0hk4ipg 529 23 health health NN cord-302553-d0hk4ipg 529 24 system system NN cord-302553-d0hk4ipg 529 25 and and CC cord-302553-d0hk4ipg 529 26 organizing organize VBG cord-302553-d0hk4ipg 529 27 a a DT cord-302553-d0hk4ipg 529 28 massive massive JJ cord-302553-d0hk4ipg 529 29 flu flu NN cord-302553-d0hk4ipg 529 30 outbreak outbreak NN cord-302553-d0hk4ipg 529 31 response response NN cord-302553-d0hk4ipg 529 32 . . . cord-302553-d0hk4ipg 530 1 However however RB cord-302553-d0hk4ipg 530 2 , , , cord-302553-d0hk4ipg 530 3 most most RBS cord-302553-d0hk4ipg 530 4 traditional traditional JJ cord-302553-d0hk4ipg 530 5 epidemiological epidemiological JJ cord-302553-d0hk4ipg 530 6 surveillance surveillance NN cord-302553-d0hk4ipg 530 7 methods method NNS cord-302553-d0hk4ipg 530 8 adopt adopt VBP cord-302553-d0hk4ipg 530 9 clinical clinical JJ cord-302553-d0hk4ipg 530 10 data datum NNS cord-302553-d0hk4ipg 530 11 through through IN cord-302553-d0hk4ipg 530 12 manual manual JJ cord-302553-d0hk4ipg 530 13 information information NN cord-302553-d0hk4ipg 530 14 collection collection NN cord-302553-d0hk4ipg 530 15 , , , cord-302553-d0hk4ipg 530 16 showing show VBG cord-302553-d0hk4ipg 530 17 the the DT cord-302553-d0hk4ipg 530 18 shortcomings shortcoming NNS cord-302553-d0hk4ipg 530 19 of of IN cord-302553-d0hk4ipg 530 20 high high JJ cord-302553-d0hk4ipg 530 21 labor labor NN cord-302553-d0hk4ipg 530 22 costs cost NNS cord-302553-d0hk4ipg 530 23 but but CC cord-302553-d0hk4ipg 530 24 also also RB cord-302553-d0hk4ipg 530 25 causing cause VBG cord-302553-d0hk4ipg 530 26 a a DT cord-302553-d0hk4ipg 530 27 lag lag NN cord-302553-d0hk4ipg 530 28 in in IN cord-302553-d0hk4ipg 530 29 data datum NNS cord-302553-d0hk4ipg 530 30 timeliness timeliness NN cord-302553-d0hk4ipg 530 31 . . . cord-302553-d0hk4ipg 531 1 The the DT cord-302553-d0hk4ipg 531 2 data data NN cord-302553-d0hk4ipg 531 3 limitation limitation NN cord-302553-d0hk4ipg 531 4 makes make VBZ cord-302553-d0hk4ipg 531 5 it -PRON- PRP cord-302553-d0hk4ipg 531 6 difficult difficult JJ cord-302553-d0hk4ipg 531 7 to to TO cord-302553-d0hk4ipg 531 8 understand understand VB cord-302553-d0hk4ipg 531 9 the the DT cord-302553-d0hk4ipg 531 10 current current JJ cord-302553-d0hk4ipg 531 11 situation situation NN cord-302553-d0hk4ipg 531 12 , , , cord-302553-d0hk4ipg 531 13 which which WDT cord-302553-d0hk4ipg 531 14 is be VBZ cord-302553-d0hk4ipg 531 15 critical critical JJ cord-302553-d0hk4ipg 531 16 for for IN cord-302553-d0hk4ipg 531 17 flu flu NN cord-302553-d0hk4ipg 531 18 trend trend NN cord-302553-d0hk4ipg 531 19 forecasting forecasting NN cord-302553-d0hk4ipg 531 20 . . . cord-302553-d0hk4ipg 532 1 Social social JJ cord-302553-d0hk4ipg 532 2 media medium NNS cord-302553-d0hk4ipg 532 3 data data NN cord-302553-d0hk4ipg 532 4 increase increase NN cord-302553-d0hk4ipg 532 5 at at IN cord-302553-d0hk4ipg 532 6 a a DT cord-302553-d0hk4ipg 532 7 rapid rapid JJ cord-302553-d0hk4ipg 532 8 pace pace NN cord-302553-d0hk4ipg 532 9 , , , cord-302553-d0hk4ipg 532 10 including include VBG cord-302553-d0hk4ipg 532 11 epidemiological epidemiological JJ cord-302553-d0hk4ipg 532 12 data datum NNS cord-302553-d0hk4ipg 532 13 , , , cord-302553-d0hk4ipg 532 14 which which WDT cord-302553-d0hk4ipg 532 15 offer offer VBP cord-302553-d0hk4ipg 532 16 benefits benefit NNS cord-302553-d0hk4ipg 532 17 in in IN cord-302553-d0hk4ipg 532 18 terms term NNS cord-302553-d0hk4ipg 532 19 of of IN cord-302553-d0hk4ipg 532 20 timeliness timeliness NN cord-302553-d0hk4ipg 532 21 and and CC cord-302553-d0hk4ipg 532 22 magnitude magnitude NN cord-302553-d0hk4ipg 532 23 . . . cord-302553-d0hk4ipg 533 1 Sina Sina NNP cord-302553-d0hk4ipg 533 2 's 's POS cord-302553-d0hk4ipg 533 3 2018 2018 CD cord-302553-d0hk4ipg 533 4 quarter quarter NN cord-302553-d0hk4ipg 533 5 earnings earning NNS cord-302553-d0hk4ipg 533 6 report report NN cord-302553-d0hk4ipg 533 7 that that IN cord-302553-d0hk4ipg 533 8 the the DT cord-302553-d0hk4ipg 533 9 number number NN cord-302553-d0hk4ipg 533 10 of of IN cord-302553-d0hk4ipg 533 11 monthly monthly JJ cord-302553-d0hk4ipg 533 12 active active JJ cord-302553-d0hk4ipg 533 13 users user NNS cord-302553-d0hk4ipg 533 14 of of IN cord-302553-d0hk4ipg 533 15 Sina Sina NNP cord-302553-d0hk4ipg 533 16 Weibo Weibo NNP cord-302553-d0hk4ipg 533 17 is be VBZ cord-302553-d0hk4ipg 533 18 larger large JJR cord-302553-d0hk4ipg 533 19 than than IN cord-302553-d0hk4ipg 533 20 that that DT cord-302553-d0hk4ipg 533 21 of of IN cord-302553-d0hk4ipg 533 22 Twitter Twitter NNP cord-302553-d0hk4ipg 533 23 , , , cord-302553-d0hk4ipg 533 24 which which WDT cord-302553-d0hk4ipg 533 25 makes make VBZ cord-302553-d0hk4ipg 533 26 it -PRON- PRP cord-302553-d0hk4ipg 533 27 the the DT cord-302553-d0hk4ipg 533 28 world world NN cord-302553-d0hk4ipg 533 29 's 's POS cord-302553-d0hk4ipg 533 30 largest large JJS cord-302553-d0hk4ipg 533 31 independent independent JJ cord-302553-d0hk4ipg 533 32 social social JJ cord-302553-d0hk4ipg 533 33 media medium NNS cord-302553-d0hk4ipg 533 34 company company NN cord-302553-d0hk4ipg 533 35 in in IN cord-302553-d0hk4ipg 533 36 terms term NNS cord-302553-d0hk4ipg 533 37 of of IN cord-302553-d0hk4ipg 533 38 user user NN cord-302553-d0hk4ipg 533 39 scale scale NN cord-302553-d0hk4ipg 533 40 . . . cord-302553-d0hk4ipg 534 1 Sina Sina NNP cord-302553-d0hk4ipg 534 2 Weibo Weibo NNP cord-302553-d0hk4ipg 534 3 has have VBZ cord-302553-d0hk4ipg 534 4 always always RB cord-302553-d0hk4ipg 534 5 been be VBN cord-302553-d0hk4ipg 534 6 the the DT cord-302553-d0hk4ipg 534 7 starting start VBG cord-302553-d0hk4ipg 534 8 data data NN cord-302553-d0hk4ipg 534 9 source source NN cord-302553-d0hk4ipg 534 10 of of IN cord-302553-d0hk4ipg 534 11 various various JJ cord-302553-d0hk4ipg 534 12 types type NNS cord-302553-d0hk4ipg 534 13 of of IN cord-302553-d0hk4ipg 534 14 major major JJ cord-302553-d0hk4ipg 534 15 emergencies emergency NNS cord-302553-d0hk4ipg 534 16 in in IN cord-302553-d0hk4ipg 534 17 China China NNP cord-302553-d0hk4ipg 534 18 , , , cord-302553-d0hk4ipg 534 19 and and CC cord-302553-d0hk4ipg 534 20 its -PRON- PRP$ cord-302553-d0hk4ipg 534 21 commercial commercial JJ cord-302553-d0hk4ipg 534 22 value value NN cord-302553-d0hk4ipg 534 23 has have VBZ cord-302553-d0hk4ipg 534 24 been be VBN cord-302553-d0hk4ipg 534 25 continuously continuously RB cord-302553-d0hk4ipg 534 26 promoted promote VBN cord-302553-d0hk4ipg 534 27 and and CC cord-302553-d0hk4ipg 534 28 has have VBZ cord-302553-d0hk4ipg 534 29 great great JJ cord-302553-d0hk4ipg 534 30 potential potential NN cord-302553-d0hk4ipg 534 31 . . . cord-302553-d0hk4ipg 535 1 This this DT cord-302553-d0hk4ipg 535 2 paper paper NN cord-302553-d0hk4ipg 535 3 explores explore VBZ cord-302553-d0hk4ipg 535 4 the the DT cord-302553-d0hk4ipg 535 5 relationship relationship NN cord-302553-d0hk4ipg 535 6 between between IN cord-302553-d0hk4ipg 535 7 the the DT cord-302553-d0hk4ipg 535 8 flu flu NN cord-302553-d0hk4ipg 535 9 - - HYPH cord-302553-d0hk4ipg 535 10 period period NN cord-302553-d0hk4ipg 535 11 and and CC cord-302553-d0hk4ipg 535 12 sentiment sentiment NN cord-302553-d0hk4ipg 535 13 polarity polarity NN cord-302553-d0hk4ipg 535 14 from from IN cord-302553-d0hk4ipg 535 15 two two CD cord-302553-d0hk4ipg 535 16 levels level NNS cord-302553-d0hk4ipg 535 17 based base VBN cord-302553-d0hk4ipg 535 18 on on IN cord-302553-d0hk4ipg 535 19 Sina Sina NNP cord-302553-d0hk4ipg 535 20 Weibo Weibo NNP cord-302553-d0hk4ipg 535 21 data datum NNS cord-302553-d0hk4ipg 535 22 . . . cord-302553-d0hk4ipg 536 1 To to TO cord-302553-d0hk4ipg 536 2 be be VB cord-302553-d0hk4ipg 536 3 specific specific JJ cord-302553-d0hk4ipg 536 4 , , , cord-302553-d0hk4ipg 536 5 at at IN cord-302553-d0hk4ipg 536 6 the the DT cord-302553-d0hk4ipg 536 7 word word NN cord-302553-d0hk4ipg 536 8 level level NN cord-302553-d0hk4ipg 536 9 , , , cord-302553-d0hk4ipg 536 10 we -PRON- PRP cord-302553-d0hk4ipg 536 11 used use VBD cord-302553-d0hk4ipg 536 12 word2vector word2vector NNP cord-302553-d0hk4ipg 536 13 to to TO cord-302553-d0hk4ipg 536 14 create create VB cord-302553-d0hk4ipg 536 15 the the DT cord-302553-d0hk4ipg 536 16 flu flu NN cord-302553-d0hk4ipg 536 17 - - HYPH cord-302553-d0hk4ipg 536 18 related relate VBN cord-302553-d0hk4ipg 536 19 weibos weibos NNP cord-302553-d0hk4ipg 536 20 corpus corpus NNP cord-302553-d0hk4ipg 536 21 and and CC cord-302553-d0hk4ipg 536 22 the the DT cord-302553-d0hk4ipg 536 23 t t NNP cord-302553-d0hk4ipg 536 24 - - HYPH cord-302553-d0hk4ipg 536 25 SNE SNE NNP cord-302553-d0hk4ipg 536 26 method method NN cord-302553-d0hk4ipg 536 27 to to TO cord-302553-d0hk4ipg 536 28 reduce reduce VB cord-302553-d0hk4ipg 536 29 the the DT cord-302553-d0hk4ipg 536 30 dimension dimension NN cord-302553-d0hk4ipg 536 31 . . . cord-302553-d0hk4ipg 537 1 The the DT cord-302553-d0hk4ipg 537 2 centroid centroid NN cord-302553-d0hk4ipg 537 3 cluster cluster NN cord-302553-d0hk4ipg 537 4 and and CC cord-302553-d0hk4ipg 537 5 between between IN cord-302553-d0hk4ipg 537 6 - - HYPH cord-302553-d0hk4ipg 537 7 group group NN cord-302553-d0hk4ipg 537 8 linkage linkage NN cord-302553-d0hk4ipg 537 9 were be VBD cord-302553-d0hk4ipg 537 10 jointly jointly RB cord-302553-d0hk4ipg 537 11 used use VBN cord-302553-d0hk4ipg 537 12 to to TO cord-302553-d0hk4ipg 537 13 measure measure VB cord-302553-d0hk4ipg 537 14 the the DT cord-302553-d0hk4ipg 537 15 distance distance NN cord-302553-d0hk4ipg 537 16 between between IN cord-302553-d0hk4ipg 537 17 the the DT cord-302553-d0hk4ipg 537 18 four four CD cord-302553-d0hk4ipg 537 19 classes class NNS cord-302553-d0hk4ipg 537 20 , , , cord-302553-d0hk4ipg 537 21 thus thus RB cord-302553-d0hk4ipg 537 22 visually visually RB cord-302553-d0hk4ipg 537 23 showing show VBG cord-302553-d0hk4ipg 537 24 the the DT cord-302553-d0hk4ipg 537 25 relationship relationship NN cord-302553-d0hk4ipg 537 26 between between IN cord-302553-d0hk4ipg 537 27 the the DT cord-302553-d0hk4ipg 537 28 sentiment sentiment NN cord-302553-d0hk4ipg 537 29 polarity polarity NN cord-302553-d0hk4ipg 537 30 and and CC cord-302553-d0hk4ipg 537 31 flu flu NN cord-302553-d0hk4ipg 537 32 - - HYPH cord-302553-d0hk4ipg 537 33 period period NN cord-302553-d0hk4ipg 537 34 . . . cord-302553-d0hk4ipg 538 1 At at IN cord-302553-d0hk4ipg 538 2 the the DT cord-302553-d0hk4ipg 538 3 text text NN cord-302553-d0hk4ipg 538 4 level level NN cord-302553-d0hk4ipg 538 5 , , , cord-302553-d0hk4ipg 538 6 the the DT cord-302553-d0hk4ipg 538 7 sentiment sentiment NN cord-302553-d0hk4ipg 538 8 polarity polarity NN cord-302553-d0hk4ipg 538 9 and and CC cord-302553-d0hk4ipg 538 10 flu flu NN cord-302553-d0hk4ipg 538 11 - - HYPH cord-302553-d0hk4ipg 538 12 period period NN cord-302553-d0hk4ipg 538 13 of of IN cord-302553-d0hk4ipg 538 14 flu flu NN cord-302553-d0hk4ipg 538 15 - - HYPH cord-302553-d0hk4ipg 538 16 related relate VBN cord-302553-d0hk4ipg 538 17 weibos weibos NNP cord-302553-d0hk4ipg 538 18 were be VBD cord-302553-d0hk4ipg 538 19 classified classify VBN cord-302553-d0hk4ipg 538 20 by by IN cord-302553-d0hk4ipg 538 21 the the DT cord-302553-d0hk4ipg 538 22 LSTM LSTM NNP cord-302553-d0hk4ipg 538 23 networks network NNS cord-302553-d0hk4ipg 538 24 , , , cord-302553-d0hk4ipg 538 25 respectively respectively RB cord-302553-d0hk4ipg 538 26 . . . cord-302553-d0hk4ipg 539 1 We -PRON- PRP cord-302553-d0hk4ipg 539 2 counted count VBD cord-302553-d0hk4ipg 539 3 the the DT cord-302553-d0hk4ipg 539 4 classification classification NN cord-302553-d0hk4ipg 539 5 results result NNS cord-302553-d0hk4ipg 539 6 as as IN cord-302553-d0hk4ipg 539 7 both both DT cord-302553-d0hk4ipg 539 8 belonging belong VBG cord-302553-d0hk4ipg 539 9 to to IN cord-302553-d0hk4ipg 539 10 the the DT cord-302553-d0hk4ipg 539 11 infectious infectious JJ cord-302553-d0hk4ipg 539 12 and and CC cord-302553-d0hk4ipg 539 13 negative negative JJ cord-302553-d0hk4ipg 539 14 sentiment sentiment NN cord-302553-d0hk4ipg 539 15 as as RB cord-302553-d0hk4ipg 539 16 well well RB cord-302553-d0hk4ipg 539 17 as as IN cord-302553-d0hk4ipg 539 18 to to IN cord-302553-d0hk4ipg 539 19 the the DT cord-302553-d0hk4ipg 539 20 recovered recovered JJ cord-302553-d0hk4ipg 539 21 and and CC cord-302553-d0hk4ipg 539 22 positive positive JJ cord-302553-d0hk4ipg 539 23 sentiment sentiment NN cord-302553-d0hk4ipg 539 24 , , , cord-302553-d0hk4ipg 539 25 and and CC cord-302553-d0hk4ipg 539 26 we -PRON- PRP cord-302553-d0hk4ipg 539 27 calculated calculate VBD cord-302553-d0hk4ipg 539 28 the the DT cord-302553-d0hk4ipg 539 29 accuracy accuracy NN cord-302553-d0hk4ipg 539 30 rate rate NN cord-302553-d0hk4ipg 539 31 . . . cord-302553-d0hk4ipg 540 1 We -PRON- PRP cord-302553-d0hk4ipg 540 2 then then RB cord-302553-d0hk4ipg 540 3 compared compare VBD cord-302553-d0hk4ipg 540 4 the the DT cord-302553-d0hk4ipg 540 5 rate rate NN cord-302553-d0hk4ipg 540 6 with with IN cord-302553-d0hk4ipg 540 7 the the DT cord-302553-d0hk4ipg 540 8 overall overall JJ cord-302553-d0hk4ipg 540 9 flu flu NN cord-302553-d0hk4ipg 540 10 - - HYPH cord-302553-d0hk4ipg 540 11 period period NN cord-302553-d0hk4ipg 540 12 classification classification NN cord-302553-d0hk4ipg 540 13 accuracy accuracy NN cord-302553-d0hk4ipg 540 14 to to TO cord-302553-d0hk4ipg 540 15 observe observe VB cord-302553-d0hk4ipg 540 16 the the DT cord-302553-d0hk4ipg 540 17 differences difference NNS cord-302553-d0hk4ipg 540 18 . . . cord-302553-d0hk4ipg 541 1 This this DT cord-302553-d0hk4ipg 541 2 paper paper NN cord-302553-d0hk4ipg 541 3 proposes propose VBZ cord-302553-d0hk4ipg 541 4 an an DT cord-302553-d0hk4ipg 541 5 integrated integrate VBN cord-302553-d0hk4ipg 541 6 conceptual conceptual JJ cord-302553-d0hk4ipg 541 7 framework framework NN cord-302553-d0hk4ipg 541 8 and and CC cord-302553-d0hk4ipg 541 9 practical practical JJ cord-302553-d0hk4ipg 541 10 methods method NNS cord-302553-d0hk4ipg 541 11 for for IN cord-302553-d0hk4ipg 541 12 optimizing optimize VBG cord-302553-d0hk4ipg 541 13 the the DT cord-302553-d0hk4ipg 541 14 disease disease NN cord-302553-d0hk4ipg 541 15 detection detection NN cord-302553-d0hk4ipg 541 16 process process NN cord-302553-d0hk4ipg 541 17 with with IN cord-302553-d0hk4ipg 541 18 fast fast JJ cord-302553-d0hk4ipg 541 19 information information NN cord-302553-d0hk4ipg 541 20 , , , cord-302553-d0hk4ipg 541 21 early early JJ cord-302553-d0hk4ipg 541 22 discovery discovery NN cord-302553-d0hk4ipg 541 23 , , , cord-302553-d0hk4ipg 541 24 added add VBD cord-302553-d0hk4ipg 541 25 infected infected JJ cord-302553-d0hk4ipg 541 26 cases case NNS cord-302553-d0hk4ipg 541 27 and and CC cord-302553-d0hk4ipg 541 28 high high JJ cord-302553-d0hk4ipg 541 29 accuracy accuracy NN cord-302553-d0hk4ipg 541 30 . . . cord-302553-d0hk4ipg 542 1 These these DT cord-302553-d0hk4ipg 542 2 contributions contribution NNS cord-302553-d0hk4ipg 542 3 are be VBP cord-302553-d0hk4ipg 542 4 described describe VBN cord-302553-d0hk4ipg 542 5 in in IN cord-302553-d0hk4ipg 542 6 detail detail NN cord-302553-d0hk4ipg 542 7 as as IN cord-302553-d0hk4ipg 542 8 follows follow VBZ cord-302553-d0hk4ipg 542 9 : : : cord-302553-d0hk4ipg 543 1 First first RB cord-302553-d0hk4ipg 543 2 , , , cord-302553-d0hk4ipg 543 3 in in IN cord-302553-d0hk4ipg 543 4 theory theory NN cord-302553-d0hk4ipg 543 5 , , , cord-302553-d0hk4ipg 543 6 this this DT cord-302553-d0hk4ipg 543 7 paper paper NN cord-302553-d0hk4ipg 543 8 integrates integrate VBZ cord-302553-d0hk4ipg 543 9 various various JJ cord-302553-d0hk4ipg 543 10 channels channel NNS cord-302553-d0hk4ipg 543 11 for for IN cord-302553-d0hk4ipg 543 12 detecting detect VBG cord-302553-d0hk4ipg 543 13 infectious infectious JJ cord-302553-d0hk4ipg 543 14 diseases disease NNS cord-302553-d0hk4ipg 543 15 in in IN cord-302553-d0hk4ipg 543 16 real real JJ cord-302553-d0hk4ipg 543 17 time time NN cord-302553-d0hk4ipg 543 18 with with IN cord-302553-d0hk4ipg 543 19 fast fast JJ cord-302553-d0hk4ipg 543 20 information information NN cord-302553-d0hk4ipg 543 21 . . . cord-302553-d0hk4ipg 544 1 In in IN cord-302553-d0hk4ipg 544 2 addition addition NN cord-302553-d0hk4ipg 544 3 to to IN cord-302553-d0hk4ipg 544 4 the the DT cord-302553-d0hk4ipg 544 5 clinical clinical JJ cord-302553-d0hk4ipg 544 6 data datum NNS cord-302553-d0hk4ipg 544 7 and and CC cord-302553-d0hk4ipg 544 8 search search NN cord-302553-d0hk4ipg 544 9 engine engine NN cord-302553-d0hk4ipg 544 10 data datum NNS cord-302553-d0hk4ipg 544 11 , , , cord-302553-d0hk4ipg 544 12 the the DT cord-302553-d0hk4ipg 544 13 detecting detect VBG cord-302553-d0hk4ipg 544 14 data datum NNS cord-302553-d0hk4ipg 544 15 obtained obtain VBN cord-302553-d0hk4ipg 544 16 through through IN cord-302553-d0hk4ipg 544 17 social social JJ cord-302553-d0hk4ipg 544 18 media medium NNS cord-302553-d0hk4ipg 544 19 can can MD cord-302553-d0hk4ipg 544 20 also also RB cord-302553-d0hk4ipg 544 21 provide provide VB cord-302553-d0hk4ipg 544 22 prompt prompt JJ cord-302553-d0hk4ipg 544 23 and and CC cord-302553-d0hk4ipg 544 24 time time NN cord-302553-d0hk4ipg 544 25 - - HYPH cord-302553-d0hk4ipg 544 26 sharing share VBG cord-302553-d0hk4ipg 544 27 disease disease NN cord-302553-d0hk4ipg 544 28 information information NN cord-302553-d0hk4ipg 544 29 to to IN cord-302553-d0hk4ipg 544 30 the the DT cord-302553-d0hk4ipg 544 31 Centers Centers NNPS cord-302553-d0hk4ipg 544 32 for for IN cord-302553-d0hk4ipg 544 33 Disease Disease NNP cord-302553-d0hk4ipg 544 34 Control Control NNP cord-302553-d0hk4ipg 544 35 and and CC cord-302553-d0hk4ipg 544 36 Prevention Prevention NNP cord-302553-d0hk4ipg 544 37 ( ( -LRB- cord-302553-d0hk4ipg 544 38 CDC CDC NNP cord-302553-d0hk4ipg 544 39 ) ) -RRB- cord-302553-d0hk4ipg 544 40 . . . cord-302553-d0hk4ipg 545 1 The the DT cord-302553-d0hk4ipg 545 2 monitoring monitoring NN cord-302553-d0hk4ipg 545 3 mechanisms mechanism NNS cord-302553-d0hk4ipg 545 4 operate operate VBP cord-302553-d0hk4ipg 545 5 in in IN cord-302553-d0hk4ipg 545 6 real real JJ cord-302553-d0hk4ipg 545 7 time time NN cord-302553-d0hk4ipg 545 8 , , , cord-302553-d0hk4ipg 545 9 which which WDT cord-302553-d0hk4ipg 545 10 can can MD cord-302553-d0hk4ipg 545 11 help help VB cord-302553-d0hk4ipg 545 12 the the DT cord-302553-d0hk4ipg 545 13 CDC CDC NNP cord-302553-d0hk4ipg 545 14 fully fully RB cord-302553-d0hk4ipg 545 15 prepare prepare VB cord-302553-d0hk4ipg 545 16 for for IN cord-302553-d0hk4ipg 545 17 the the DT cord-302553-d0hk4ipg 545 18 next next JJ cord-302553-d0hk4ipg 545 19 round round NN cord-302553-d0hk4ipg 545 20 of of IN cord-302553-d0hk4ipg 545 21 prevention prevention NN cord-302553-d0hk4ipg 545 22 and and CC cord-302553-d0hk4ipg 545 23 control control NN cord-302553-d0hk4ipg 545 24 . . . cord-302553-d0hk4ipg 546 1 Second second RB cord-302553-d0hk4ipg 546 2 , , , cord-302553-d0hk4ipg 546 3 in in IN cord-302553-d0hk4ipg 546 4 practice practice NN cord-302553-d0hk4ipg 546 5 , , , cord-302553-d0hk4ipg 546 6 social social JJ cord-302553-d0hk4ipg 546 7 media medium NNS cord-302553-d0hk4ipg 546 8 enables enable VBZ cord-302553-d0hk4ipg 546 9 the the DT cord-302553-d0hk4ipg 546 10 early early JJ cord-302553-d0hk4ipg 546 11 discovery discovery NN cord-302553-d0hk4ipg 546 12 of of IN cord-302553-d0hk4ipg 546 13 disease disease NN cord-302553-d0hk4ipg 546 14 infection infection NN cord-302553-d0hk4ipg 546 15 . . . cord-302553-d0hk4ipg 547 1 The the DT cord-302553-d0hk4ipg 547 2 sooner soon RBR cord-302553-d0hk4ipg 547 3 the the DT cord-302553-d0hk4ipg 547 4 disease disease NN cord-302553-d0hk4ipg 547 5 is be VBZ cord-302553-d0hk4ipg 547 6 diagnosed diagnose VBN cord-302553-d0hk4ipg 547 7 , , , cord-302553-d0hk4ipg 547 8 the the DT cord-302553-d0hk4ipg 547 9 easier easy JJR cord-302553-d0hk4ipg 547 10 it -PRON- PRP cord-302553-d0hk4ipg 547 11 is be VBZ cord-302553-d0hk4ipg 547 12 to to TO cord-302553-d0hk4ipg 547 13 properly properly RB cord-302553-d0hk4ipg 547 14 treat treat VB cord-302553-d0hk4ipg 547 15 and and CC cord-302553-d0hk4ipg 547 16 controlled control VBN cord-302553-d0hk4ipg 547 17 . . . cord-302553-d0hk4ipg 548 1 The the DT cord-302553-d0hk4ipg 548 2 CDC CDC NNP cord-302553-d0hk4ipg 548 3 is be VBZ cord-302553-d0hk4ipg 548 4 committed commit VBN cord-302553-d0hk4ipg 548 5 to to IN cord-302553-d0hk4ipg 548 6 pursuing pursue VBG cord-302553-d0hk4ipg 548 7 early early JJ cord-302553-d0hk4ipg 548 8 detection detection NN cord-302553-d0hk4ipg 548 9 of of IN cord-302553-d0hk4ipg 548 10 diseases disease NNS cord-302553-d0hk4ipg 548 11 . . . cord-302553-d0hk4ipg 549 1 Through through IN cord-302553-d0hk4ipg 549 2 social social JJ cord-302553-d0hk4ipg 549 3 media medium NNS cord-302553-d0hk4ipg 549 4 platforms platform NNS cord-302553-d0hk4ipg 549 5 , , , cord-302553-d0hk4ipg 549 6 we -PRON- PRP cord-302553-d0hk4ipg 549 7 can can MD cord-302553-d0hk4ipg 549 8 detect detect VB cord-302553-d0hk4ipg 549 9 the the DT cord-302553-d0hk4ipg 549 10 spread spread NN cord-302553-d0hk4ipg 549 11 and and CC cord-302553-d0hk4ipg 549 12 severity severity NN cord-302553-d0hk4ipg 549 13 of of IN cord-302553-d0hk4ipg 549 14 a a DT cord-302553-d0hk4ipg 549 15 disease disease NN cord-302553-d0hk4ipg 549 16 earlier early RBR cord-302553-d0hk4ipg 549 17 than than IN cord-302553-d0hk4ipg 549 18 search search NN cord-302553-d0hk4ipg 549 19 engines engine NNS cord-302553-d0hk4ipg 549 20 and and CC cord-302553-d0hk4ipg 549 21 the the DT cord-302553-d0hk4ipg 549 22 CDC CDC NNP cord-302553-d0hk4ipg 549 23 . . . cord-302553-d0hk4ipg 550 1 When when WRB cord-302553-d0hk4ipg 550 2 diseases disease NNS cord-302553-d0hk4ipg 550 3 break break VBP cord-302553-d0hk4ipg 550 4 out out RP cord-302553-d0hk4ipg 550 5 , , , cord-302553-d0hk4ipg 550 6 the the DT cord-302553-d0hk4ipg 550 7 patient patient NN cord-302553-d0hk4ipg 550 8 might may MD cord-302553-d0hk4ipg 550 9 not not RB cord-302553-d0hk4ipg 550 10 be be VB cord-302553-d0hk4ipg 550 11 aware aware JJ cord-302553-d0hk4ipg 550 12 of of IN cord-302553-d0hk4ipg 550 13 them -PRON- PRP cord-302553-d0hk4ipg 550 14 but but CC cord-302553-d0hk4ipg 550 15 could could MD cord-302553-d0hk4ipg 550 16 post post VB cord-302553-d0hk4ipg 550 17 on on IN cord-302553-d0hk4ipg 550 18 Twitter Twitter NNP cord-302553-d0hk4ipg 550 19 or or CC cord-302553-d0hk4ipg 550 20 Weibo Weibo NNP cord-302553-d0hk4ipg 550 21 . . . cord-302553-d0hk4ipg 551 1 The the DT cord-302553-d0hk4ipg 551 2 behavior behavior NN cord-302553-d0hk4ipg 551 3 would would MD cord-302553-d0hk4ipg 551 4 be be VB cord-302553-d0hk4ipg 551 5 recorded record VBN cord-302553-d0hk4ipg 551 6 by by IN cord-302553-d0hk4ipg 551 7 social social JJ cord-302553-d0hk4ipg 551 8 media medium NNS cord-302553-d0hk4ipg 551 9 sensors sensor NNS cord-302553-d0hk4ipg 551 10 . . . cord-302553-d0hk4ipg 552 1 Based base VBN cord-302553-d0hk4ipg 552 2 on on IN cord-302553-d0hk4ipg 552 3 human human JJ cord-302553-d0hk4ipg 552 4 behavioral behavioral JJ cord-302553-d0hk4ipg 552 5 theory theory NN cord-302553-d0hk4ipg 552 6 , , , cord-302553-d0hk4ipg 552 7 the the DT cord-302553-d0hk4ipg 552 8 data datum NNS cord-302553-d0hk4ipg 552 9 possess possess VBP cord-302553-d0hk4ipg 552 10 unique unique JJ cord-302553-d0hk4ipg 552 11 value value NN cord-302553-d0hk4ipg 552 12 for for IN cord-302553-d0hk4ipg 552 13 detecting detect VBG cord-302553-d0hk4ipg 552 14 disease disease NN cord-302553-d0hk4ipg 552 15 trends trend NNS cord-302553-d0hk4ipg 552 16 . . . cord-302553-d0hk4ipg 553 1 Third third JJ cord-302553-d0hk4ipg 553 2 , , , cord-302553-d0hk4ipg 553 3 social social JJ cord-302553-d0hk4ipg 553 4 media media NN cord-302553-d0hk4ipg 553 5 is be VBZ cord-302553-d0hk4ipg 553 6 adept adept JJ cord-302553-d0hk4ipg 553 7 at at IN cord-302553-d0hk4ipg 553 8 tracking track VBG cord-302553-d0hk4ipg 553 9 more more JJR cord-302553-d0hk4ipg 553 10 patients patient NNS cord-302553-d0hk4ipg 553 11 than than IN cord-302553-d0hk4ipg 553 12 traditional traditional JJ cord-302553-d0hk4ipg 553 13 clinic clinic NN cord-302553-d0hk4ipg 553 14 data datum NNS cord-302553-d0hk4ipg 553 15 . . . cord-302553-d0hk4ipg 554 1 Larger large JJR cord-302553-d0hk4ipg 554 2 infectious infectious JJ cord-302553-d0hk4ipg 554 3 populations population NNS cord-302553-d0hk4ipg 554 4 can can MD cord-302553-d0hk4ipg 554 5 be be VB cord-302553-d0hk4ipg 554 6 monitored monitor VBN cord-302553-d0hk4ipg 554 7 by by IN cord-302553-d0hk4ipg 554 8 social social JJ cord-302553-d0hk4ipg 554 9 media medium NNS cord-302553-d0hk4ipg 554 10 than than IN cord-302553-d0hk4ipg 554 11 with with IN cord-302553-d0hk4ipg 554 12 clinic clinic NN cord-302553-d0hk4ipg 554 13 data datum NNS cord-302553-d0hk4ipg 554 14 . . . cord-302553-d0hk4ipg 555 1 Influenza influenza NN cord-302553-d0hk4ipg 555 2 - - HYPH cord-302553-d0hk4ipg 555 3 like like JJ cord-302553-d0hk4ipg 555 4 illnesses illness NNS cord-302553-d0hk4ipg 555 5 ( ( -LRB- cord-302553-d0hk4ipg 555 6 ILI ILI NNP cord-302553-d0hk4ipg 555 7 ) ) -RRB- cord-302553-d0hk4ipg 555 8 published publish VBN cord-302553-d0hk4ipg 555 9 by by IN cord-302553-d0hk4ipg 555 10 the the DT cord-302553-d0hk4ipg 555 11 CDC CDC NNP cord-302553-d0hk4ipg 555 12 are be VBP cord-302553-d0hk4ipg 555 13 measured measure VBN cord-302553-d0hk4ipg 555 14 according accord VBG cord-302553-d0hk4ipg 555 15 to to IN cord-302553-d0hk4ipg 555 16 outpatient outpatient NN cord-302553-d0hk4ipg 555 17 statistics statistic NNS cord-302553-d0hk4ipg 555 18 when when WRB cord-302553-d0hk4ipg 555 19 fevers fever NNS cord-302553-d0hk4ipg 555 20 are be VBP cord-302553-d0hk4ipg 555 21 higher high JJR cord-302553-d0hk4ipg 555 22 than than IN cord-302553-d0hk4ipg 555 23 38 38 CD cord-302553-d0hk4ipg 555 24 degrees degree NNS cord-302553-d0hk4ipg 555 25 and and CC cord-302553-d0hk4ipg 555 26 are be VBP cord-302553-d0hk4ipg 555 27 accompanied accompany VBN cord-302553-d0hk4ipg 555 28 by by IN cord-302553-d0hk4ipg 555 29 a a DT cord-302553-d0hk4ipg 555 30 cough cough NN cord-302553-d0hk4ipg 555 31 or or CC cord-302553-d0hk4ipg 555 32 sore sore JJ cord-302553-d0hk4ipg 555 33 throat throat NN cord-302553-d0hk4ipg 555 34 . . . cord-302553-d0hk4ipg 556 1 However however RB cord-302553-d0hk4ipg 556 2 , , , cord-302553-d0hk4ipg 556 3 a a DT cord-302553-d0hk4ipg 556 4 considerable considerable JJ cord-302553-d0hk4ipg 556 5 number number NN cord-302553-d0hk4ipg 556 6 of of IN cord-302553-d0hk4ipg 556 7 people people NNS cord-302553-d0hk4ipg 556 8 often often RB cord-302553-d0hk4ipg 556 9 choose choose VBP cord-302553-d0hk4ipg 556 10 not not RB cord-302553-d0hk4ipg 556 11 to to TO cord-302553-d0hk4ipg 556 12 go go VB cord-302553-d0hk4ipg 556 13 to to IN cord-302553-d0hk4ipg 556 14 the the DT cord-302553-d0hk4ipg 556 15 hospital hospital NN cord-302553-d0hk4ipg 556 16 for for IN cord-302553-d0hk4ipg 556 17 treatment treatment NN cord-302553-d0hk4ipg 556 18 when when WRB cord-302553-d0hk4ipg 556 19 they -PRON- PRP cord-302553-d0hk4ipg 556 20 have have VBP cord-302553-d0hk4ipg 556 21 the the DT cord-302553-d0hk4ipg 556 22 flu flu NN cord-302553-d0hk4ipg 556 23 or or CC cord-302553-d0hk4ipg 556 24 might may MD cord-302553-d0hk4ipg 556 25 buy buy VB cord-302553-d0hk4ipg 556 26 medicine medicine NN cord-302553-d0hk4ipg 556 27 from from IN cord-302553-d0hk4ipg 556 28 a a DT cord-302553-d0hk4ipg 556 29 pharmacy pharmacy NN cord-302553-d0hk4ipg 556 30 by by IN cord-302553-d0hk4ipg 556 31 themselves -PRON- PRP cord-302553-d0hk4ipg 556 32 , , , cord-302553-d0hk4ipg 556 33 which which WDT cord-302553-d0hk4ipg 556 34 can can MD cord-302553-d0hk4ipg 556 35 not not RB cord-302553-d0hk4ipg 556 36 be be VB cord-302553-d0hk4ipg 556 37 counted count VBN cord-302553-d0hk4ipg 556 38 in in IN cord-302553-d0hk4ipg 556 39 ILI ILI NNP cord-302553-d0hk4ipg 556 40 measurements measurement NNS cord-302553-d0hk4ipg 556 41 . . . cord-302553-d0hk4ipg 557 1 Social social JJ cord-302553-d0hk4ipg 557 2 media medium NNS cord-302553-d0hk4ipg 557 3 can can MD cord-302553-d0hk4ipg 557 4 detect detect VB cord-302553-d0hk4ipg 557 5 these these DT cord-302553-d0hk4ipg 557 6 patients patient NNS cord-302553-d0hk4ipg 557 7 , , , cord-302553-d0hk4ipg 557 8 which which WDT cord-302553-d0hk4ipg 557 9 could could MD cord-302553-d0hk4ipg 557 10 result result VB cord-302553-d0hk4ipg 557 11 in in IN cord-302553-d0hk4ipg 557 12 a a DT cord-302553-d0hk4ipg 557 13 larger large JJR cord-302553-d0hk4ipg 557 14 amount amount NN cord-302553-d0hk4ipg 557 15 of of IN cord-302553-d0hk4ipg 557 16 meaningful meaningful JJ cord-302553-d0hk4ipg 557 17 data datum NNS cord-302553-d0hk4ipg 557 18 being be VBG cord-302553-d0hk4ipg 557 19 collected collect VBN cord-302553-d0hk4ipg 557 20 , , , cord-302553-d0hk4ipg 557 21 and and CC cord-302553-d0hk4ipg 557 22 thus thus RB cord-302553-d0hk4ipg 557 23 , , , cord-302553-d0hk4ipg 557 24 these these DT cord-302553-d0hk4ipg 557 25 data datum NNS cord-302553-d0hk4ipg 557 26 could could MD cord-302553-d0hk4ipg 557 27 lead lead VB cord-302553-d0hk4ipg 557 28 to to IN cord-302553-d0hk4ipg 557 29 more more RBR cord-302553-d0hk4ipg 557 30 reliable reliable JJ cord-302553-d0hk4ipg 557 31 prediction prediction NN cord-302553-d0hk4ipg 557 32 of of IN cord-302553-d0hk4ipg 557 33 disease disease NN cord-302553-d0hk4ipg 557 34 outbreaks outbreak NNS cord-302553-d0hk4ipg 557 35 . . . cord-302553-d0hk4ipg 558 1 Fourth fourth RB cord-302553-d0hk4ipg 558 2 , , , cord-302553-d0hk4ipg 558 3 this this DT cord-302553-d0hk4ipg 558 4 paper paper NN cord-302553-d0hk4ipg 558 5 detects detect VBZ cord-302553-d0hk4ipg 558 6 disease disease NN cord-302553-d0hk4ipg 558 7 periods period NNS cord-302553-d0hk4ipg 558 8 with with IN cord-302553-d0hk4ipg 558 9 observably observably RB cord-302553-d0hk4ipg 558 10 high high JJ cord-302553-d0hk4ipg 558 11 accuracy accuracy NN cord-302553-d0hk4ipg 558 12 , , , cord-302553-d0hk4ipg 558 13 which which WDT cord-302553-d0hk4ipg 558 14 could could MD cord-302553-d0hk4ipg 558 15 directly directly RB cord-302553-d0hk4ipg 558 16 result result VB cord-302553-d0hk4ipg 558 17 in in IN cord-302553-d0hk4ipg 558 18 significant significant JJ cord-302553-d0hk4ipg 558 19 differences difference NNS cord-302553-d0hk4ipg 558 20 in in IN cord-302553-d0hk4ipg 558 21 treatment treatment NN cord-302553-d0hk4ipg 558 22 and and CC cord-302553-d0hk4ipg 558 23 disease disease NN cord-302553-d0hk4ipg 558 24 control control NN cord-302553-d0hk4ipg 558 25 measures measure NNS cord-302553-d0hk4ipg 558 26 . . . cord-302553-d0hk4ipg 559 1 Targeting target VBG cord-302553-d0hk4ipg 559 2 the the DT cord-302553-d0hk4ipg 559 3 disease disease NN cord-302553-d0hk4ipg 559 4 period period NN cord-302553-d0hk4ipg 559 5 precisely precisely RB cord-302553-d0hk4ipg 559 6 helps help VBZ cord-302553-d0hk4ipg 559 7 clinical clinical JJ cord-302553-d0hk4ipg 559 8 managers manager NNS cord-302553-d0hk4ipg 559 9 to to TO cord-302553-d0hk4ipg 559 10 improve improve VB cord-302553-d0hk4ipg 559 11 the the DT cord-302553-d0hk4ipg 559 12 treatment treatment NN cord-302553-d0hk4ipg 559 13 effect effect NN cord-302553-d0hk4ipg 559 14 and and CC cord-302553-d0hk4ipg 559 15 reduces reduce VBZ cord-302553-d0hk4ipg 559 16 the the DT cord-302553-d0hk4ipg 559 17 prevention prevention NN cord-302553-d0hk4ipg 559 18 cost cost NN cord-302553-d0hk4ipg 559 19 by by IN cord-302553-d0hk4ipg 559 20 rationally rationally RB cord-302553-d0hk4ipg 559 21 allocating allocate VBG cord-302553-d0hk4ipg 559 22 resources resource NNS cord-302553-d0hk4ipg 559 23 , , , cord-302553-d0hk4ipg 559 24 such such JJ cord-302553-d0hk4ipg 559 25 as as IN cord-302553-d0hk4ipg 559 26 medical medical JJ cord-302553-d0hk4ipg 559 27 personnel personnel NNS cord-302553-d0hk4ipg 559 28 and and CC cord-302553-d0hk4ipg 559 29 medicine medicine NN cord-302553-d0hk4ipg 559 30 as as RB cord-302553-d0hk4ipg 559 31 well well RB cord-302553-d0hk4ipg 559 32 . . . cord-302553-d0hk4ipg 560 1 This this DT cord-302553-d0hk4ipg 560 2 paper paper NN cord-302553-d0hk4ipg 560 3 can can MD cord-302553-d0hk4ipg 560 4 not not RB cord-302553-d0hk4ipg 560 5 only only RB cord-302553-d0hk4ipg 560 6 detect detect VB cord-302553-d0hk4ipg 560 7 whether whether IN cord-302553-d0hk4ipg 560 8 the the DT cord-302553-d0hk4ipg 560 9 patient patient NN cord-302553-d0hk4ipg 560 10 has have VBZ cord-302553-d0hk4ipg 560 11 the the DT cord-302553-d0hk4ipg 560 12 flu flu NN cord-302553-d0hk4ipg 560 13 but but CC cord-302553-d0hk4ipg 560 14 also also RB cord-302553-d0hk4ipg 560 15 classify classify VB cord-302553-d0hk4ipg 560 16 the the DT cord-302553-d0hk4ipg 560 17 flu flu NN cord-302553-d0hk4ipg 560 18 period period NN cord-302553-d0hk4ipg 560 19 , , , cord-302553-d0hk4ipg 560 20 infectious infectious JJ cord-302553-d0hk4ipg 560 21 or or CC cord-302553-d0hk4ipg 560 22 recovered recovered JJ cord-302553-d0hk4ipg 560 23 period period NN cord-302553-d0hk4ipg 560 24 , , , cord-302553-d0hk4ipg 560 25 which which WDT cord-302553-d0hk4ipg 560 26 lays lay VBZ cord-302553-d0hk4ipg 560 27 the the DT cord-302553-d0hk4ipg 560 28 foundation foundation NN cord-302553-d0hk4ipg 560 29 for for IN cord-302553-d0hk4ipg 560 30 predicting predict VBG cord-302553-d0hk4ipg 560 31 future future JJ cord-302553-d0hk4ipg 560 32 flu flu NN cord-302553-d0hk4ipg 560 33 trends trend NNS cord-302553-d0hk4ipg 560 34 . . . cord-302553-d0hk4ipg 561 1 It -PRON- PRP cord-302553-d0hk4ipg 561 2 also also RB cord-302553-d0hk4ipg 561 3 provides provide VBZ cord-302553-d0hk4ipg 561 4 another another DT cord-302553-d0hk4ipg 561 5 data data NN cord-302553-d0hk4ipg 561 6 source source NN cord-302553-d0hk4ipg 561 7 to to TO cord-302553-d0hk4ipg 561 8 assist assist VB cord-302553-d0hk4ipg 561 9 the the DT cord-302553-d0hk4ipg 561 10 CDC CDC NNP cord-302553-d0hk4ipg 561 11 in in IN cord-302553-d0hk4ipg 561 12 managing manage VBG cord-302553-d0hk4ipg 561 13 disease disease NN cord-302553-d0hk4ipg 561 14 information information NN cord-302553-d0hk4ipg 561 15 . . . cord-302553-d0hk4ipg 562 1 Fifth fifth JJ cord-302553-d0hk4ipg 562 2 , , , cord-302553-d0hk4ipg 562 3 in in IN cord-302553-d0hk4ipg 562 4 terms term NNS cord-302553-d0hk4ipg 562 5 of of IN cord-302553-d0hk4ipg 562 6 theoretical theoretical JJ cord-302553-d0hk4ipg 562 7 contributions contribution NNS cord-302553-d0hk4ipg 562 8 , , , cord-302553-d0hk4ipg 562 9 this this DT cord-302553-d0hk4ipg 562 10 paper paper NN cord-302553-d0hk4ipg 562 11 investigates investigate VBZ cord-302553-d0hk4ipg 562 12 the the DT cord-302553-d0hk4ipg 562 13 relationship relationship NN cord-302553-d0hk4ipg 562 14 between between IN cord-302553-d0hk4ipg 562 15 sentiment sentiment NN cord-302553-d0hk4ipg 562 16 polarity polarity NN cord-302553-d0hk4ipg 562 17 and and CC cord-302553-d0hk4ipg 562 18 the the DT cord-302553-d0hk4ipg 562 19 flu flu NN cord-302553-d0hk4ipg 562 20 period period NN cord-302553-d0hk4ipg 562 21 at at IN cord-302553-d0hk4ipg 562 22 different different JJ cord-302553-d0hk4ipg 562 23 word word NN cord-302553-d0hk4ipg 562 24 and and CC cord-302553-d0hk4ipg 562 25 text text NN cord-302553-d0hk4ipg 562 26 levels level NNS cord-302553-d0hk4ipg 562 27 by by IN cord-302553-d0hk4ipg 562 28 combining combine VBG cord-302553-d0hk4ipg 562 29 the the DT cord-302553-d0hk4ipg 562 30 word2vector word2vector NNP cord-302553-d0hk4ipg 562 31 and and CC cord-302553-d0hk4ipg 562 32 LSTM LSTM NNP cord-302553-d0hk4ipg 562 33 methods method NNS cord-302553-d0hk4ipg 562 34 , , , cord-302553-d0hk4ipg 562 35 thereby thereby RB cord-302553-d0hk4ipg 562 36 carrying carry VBG cord-302553-d0hk4ipg 562 37 out out RP cord-302553-d0hk4ipg 562 38 interdisciplinary interdisciplinary JJ cord-302553-d0hk4ipg 562 39 research research NN cord-302553-d0hk4ipg 562 40 in in IN cord-302553-d0hk4ipg 562 41 the the DT cord-302553-d0hk4ipg 562 42 fields field NNS cord-302553-d0hk4ipg 562 43 of of IN cord-302553-d0hk4ipg 562 44 sentiment sentiment NN cord-302553-d0hk4ipg 562 45 analytics analytic NNS cord-302553-d0hk4ipg 562 46 and and CC cord-302553-d0hk4ipg 562 47 health health NN cord-302553-d0hk4ipg 562 48 informatics informatic NNS cord-302553-d0hk4ipg 562 49 . . . cord-302553-d0hk4ipg 563 1 In in IN cord-302553-d0hk4ipg 563 2 addition addition NN cord-302553-d0hk4ipg 563 3 , , , cord-302553-d0hk4ipg 563 4 this this DT cord-302553-d0hk4ipg 563 5 paper paper NN cord-302553-d0hk4ipg 563 6 provides provide VBZ cord-302553-d0hk4ipg 563 7 an an DT cord-302553-d0hk4ipg 563 8 effective effective JJ cord-302553-d0hk4ipg 563 9 solution solution NN cord-302553-d0hk4ipg 563 10 for for IN cord-302553-d0hk4ipg 563 11 artificially artificially RB cord-302553-d0hk4ipg 563 12 labeling label VBG cord-302553-d0hk4ipg 563 13 a a DT cord-302553-d0hk4ipg 563 14 training training NN cord-302553-d0hk4ipg 563 15 set set NN cord-302553-d0hk4ipg 563 16 . . . cord-302553-d0hk4ipg 564 1 High high JJ cord-302553-d0hk4ipg 564 2 - - HYPH cord-302553-d0hk4ipg 564 3 accuracy accuracy NN cord-302553-d0hk4ipg 564 4 weibo weibo NNP cord-302553-d0hk4ipg 564 5 texts text NNS cord-302553-d0hk4ipg 564 6 can can MD cord-302553-d0hk4ipg 564 7 be be VB cord-302553-d0hk4ipg 564 8 used use VBN cord-302553-d0hk4ipg 564 9 to to TO cord-302553-d0hk4ipg 564 10 boost boost VB cord-302553-d0hk4ipg 564 11 the the DT cord-302553-d0hk4ipg 564 12 size size NN cord-302553-d0hk4ipg 564 13 of of IN cord-302553-d0hk4ipg 564 14 the the DT cord-302553-d0hk4ipg 564 15 training training NN cord-302553-d0hk4ipg 564 16 set set NN cord-302553-d0hk4ipg 564 17 , , , cord-302553-d0hk4ipg 564 18 thus thus RB cord-302553-d0hk4ipg 564 19 saving save VBG cord-302553-d0hk4ipg 564 20 time time NN cord-302553-d0hk4ipg 564 21 and and CC cord-302553-d0hk4ipg 564 22 labor labor NN cord-302553-d0hk4ipg 564 23 costs cost NNS cord-302553-d0hk4ipg 564 24 . . . cord-302553-d0hk4ipg 565 1 In in IN cord-302553-d0hk4ipg 565 2 future future JJ cord-302553-d0hk4ipg 565 3 work work NN cord-302553-d0hk4ipg 565 4 , , , cord-302553-d0hk4ipg 565 5 we -PRON- PRP cord-302553-d0hk4ipg 565 6 need need VBP cord-302553-d0hk4ipg 565 7 to to TO cord-302553-d0hk4ipg 565 8 study study VB cord-302553-d0hk4ipg 565 9 a a DT cord-302553-d0hk4ipg 565 10 wider wide JJR cord-302553-d0hk4ipg 565 11 range range NN cord-302553-d0hk4ipg 565 12 of of IN cord-302553-d0hk4ipg 565 13 data datum NNS cord-302553-d0hk4ipg 565 14 since since IN cord-302553-d0hk4ipg 565 15 the the DT cord-302553-d0hk4ipg 565 16 current current JJ cord-302553-d0hk4ipg 565 17 data datum NNS cord-302553-d0hk4ipg 565 18 only only RB cord-302553-d0hk4ipg 565 19 cover cover VBP cord-302553-d0hk4ipg 565 20 two two CD cord-302553-d0hk4ipg 565 21 years year NNS cord-302553-d0hk4ipg 565 22 , , , cord-302553-d0hk4ipg 565 23 2016 2016 CD cord-302553-d0hk4ipg 565 24 and and CC cord-302553-d0hk4ipg 565 25 2017 2017 CD cord-302553-d0hk4ipg 565 26 . . . cord-302553-d0hk4ipg 566 1 Moreover moreover RB cord-302553-d0hk4ipg 566 2 , , , cord-302553-d0hk4ipg 566 3 this this DT cord-302553-d0hk4ipg 566 4 paper paper NN cord-302553-d0hk4ipg 566 5 compares compare VBZ cord-302553-d0hk4ipg 566 6 the the DT cord-302553-d0hk4ipg 566 7 trend trend NN cord-302553-d0hk4ipg 566 8 of of IN cord-302553-d0hk4ipg 566 9 official official JJ cord-302553-d0hk4ipg 566 10 ILI ILI NNP cord-302553-d0hk4ipg 566 11 data datum NNS cord-302553-d0hk4ipg 566 12 from from IN cord-302553-d0hk4ipg 566 13 the the DT cord-302553-d0hk4ipg 566 14 CDC CDC NNP cord-302553-d0hk4ipg 566 15 and and CC cord-302553-d0hk4ipg 566 16 flu flu NN cord-302553-d0hk4ipg 566 17 - - HYPH cord-302553-d0hk4ipg 566 18 related relate VBN cord-302553-d0hk4ipg 566 19 data datum NNS cord-302553-d0hk4ipg 566 20 from from IN cord-302553-d0hk4ipg 566 21 social social JJ cord-302553-d0hk4ipg 566 22 media medium NNS cord-302553-d0hk4ipg 566 23 in in IN cord-302553-d0hk4ipg 566 24 2016 2016 CD cord-302553-d0hk4ipg 566 25 . . . cord-302553-d0hk4ipg 567 1 We -PRON- PRP cord-302553-d0hk4ipg 567 2 will will MD cord-302553-d0hk4ipg 567 3 examine examine VB cord-302553-d0hk4ipg 567 4 more more RBR cord-302553-d0hk4ipg 567 5 valuable valuable JJ cord-302553-d0hk4ipg 567 6 disease disease NN cord-302553-d0hk4ipg 567 7 information information NN cord-302553-d0hk4ipg 567 8 from from IN cord-302553-d0hk4ipg 567 9 social social JJ cord-302553-d0hk4ipg 567 10 media medium NNS cord-302553-d0hk4ipg 567 11 - - HYPH cord-302553-d0hk4ipg 567 12 based base VBN cord-302553-d0hk4ipg 567 13 data datum NNS cord-302553-d0hk4ipg 567 14 on on IN cord-302553-d0hk4ipg 567 15 a a DT cord-302553-d0hk4ipg 567 16 larger large JJR cord-302553-d0hk4ipg 567 17 scale scale NN cord-302553-d0hk4ipg 567 18 . . . cord-302553-d0hk4ipg 567 19 _SP cord-302553-d0hk4ipg 568 1 Health health NN cord-302553-d0hk4ipg 568 2 monitoring monitoring NN cord-302553-d0hk4ipg 568 3 on on IN cord-302553-d0hk4ipg 568 4 social social JJ cord-302553-d0hk4ipg 568 5 media medium NNS cord-302553-d0hk4ipg 568 6 over over IN cord-302553-d0hk4ipg 568 7 time time NN cord-302553-d0hk4ipg 568 8 Twitter Twitter NNP cord-302553-d0hk4ipg 568 9 as as IN cord-302553-d0hk4ipg 568 10 a a DT cord-302553-d0hk4ipg 568 11 Potential Potential NNP cord-302553-d0hk4ipg 568 12 Data data NN cord-302553-d0hk4ipg 568 13 Source source NN cord-302553-d0hk4ipg 568 14 for for IN cord-302553-d0hk4ipg 568 15 Cardiovascular Cardiovascular NNP cord-302553-d0hk4ipg 568 16 Disease Disease NNP cord-302553-d0hk4ipg 568 17 Research Research NNP cord-302553-d0hk4ipg 569 1 The the DT cord-302553-d0hk4ipg 569 2 1918 1918 CD cord-302553-d0hk4ipg 569 3 flu flu NN cord-302553-d0hk4ipg 569 4 , , , cord-302553-d0hk4ipg 569 5 100 100 CD cord-302553-d0hk4ipg 569 6 years year NNS cord-302553-d0hk4ipg 569 7 later later RB cord-302553-d0hk4ipg 569 8 Molecular molecular JJ cord-302553-d0hk4ipg 569 9 epidemiology epidemiology NN cord-302553-d0hk4ipg 569 10 of of IN cord-302553-d0hk4ipg 569 11 infectious infectious JJ cord-302553-d0hk4ipg 569 12 diseases disease NNS cord-302553-d0hk4ipg 569 13 : : : cord-302553-d0hk4ipg 569 14 A a DT cord-302553-d0hk4ipg 569 15 case case NN cord-302553-d0hk4ipg 569 16 for for IN cord-302553-d0hk4ipg 569 17 increased increase VBN cord-302553-d0hk4ipg 569 18 surveillance surveillance NN cord-302553-d0hk4ipg 569 19 Summary summary NN cord-302553-d0hk4ipg 569 20 table table NN cord-302553-d0hk4ipg 569 21 of of IN cord-302553-d0hk4ipg 569 22 SARS SARS NNP cord-302553-d0hk4ipg 569 23 cases case NNS cord-302553-d0hk4ipg 569 24 by by IN cord-302553-d0hk4ipg 569 25 country country NN cord-302553-d0hk4ipg 569 26 Responding respond VBG cord-302553-d0hk4ipg 569 27 to to IN cord-302553-d0hk4ipg 569 28 global global JJ cord-302553-d0hk4ipg 569 29 infectious infectious JJ cord-302553-d0hk4ipg 569 30 disease disease NN cord-302553-d0hk4ipg 569 31 outbreaks outbreak NNS cord-302553-d0hk4ipg 569 32 : : : cord-302553-d0hk4ipg 570 1 Lessons lesson NNS cord-302553-d0hk4ipg 570 2 from from IN cord-302553-d0hk4ipg 570 3 SARS SARS NNP cord-302553-d0hk4ipg 570 4 on on IN cord-302553-d0hk4ipg 570 5 the the DT cord-302553-d0hk4ipg 570 6 role role NN cord-302553-d0hk4ipg 570 7 of of IN cord-302553-d0hk4ipg 570 8 risk risk NN cord-302553-d0hk4ipg 570 9 perception perception NN cord-302553-d0hk4ipg 570 10 , , , cord-302553-d0hk4ipg 570 11 communication communication NN cord-302553-d0hk4ipg 570 12 and and CC cord-302553-d0hk4ipg 570 13 management management NN cord-302553-d0hk4ipg 570 14 Regional Regional NNP cord-302553-d0hk4ipg 570 15 Level Level NNP cord-302553-d0hk4ipg 570 16 Influenza Influenza NNP cord-302553-d0hk4ipg 570 17 Study Study NNP cord-302553-d0hk4ipg 570 18 with with IN cord-302553-d0hk4ipg 570 19 Geo Geo NNP cord-302553-d0hk4ipg 570 20 - - HYPH cord-302553-d0hk4ipg 570 21 Tagged Tagged NNP cord-302553-d0hk4ipg 571 1 Twitter Twitter NNP cord-302553-d0hk4ipg 571 2 Data Data NNP cord-302553-d0hk4ipg 572 1 Applying apply VBG cord-302553-d0hk4ipg 572 2 GIS GIS NNP cord-302553-d0hk4ipg 572 3 and and CC cord-302553-d0hk4ipg 572 4 Machine Machine NNP cord-302553-d0hk4ipg 572 5 Learning Learning NNP cord-302553-d0hk4ipg 572 6 Methods Methods NNPS cord-302553-d0hk4ipg 572 7 to to IN cord-302553-d0hk4ipg 572 8 Twitter Twitter NNP cord-302553-d0hk4ipg 572 9 Data Data NNP cord-302553-d0hk4ipg 572 10 for for IN cord-302553-d0hk4ipg 572 11 Multiscale Multiscale NNP cord-302553-d0hk4ipg 572 12 Surveillance Surveillance NNP cord-302553-d0hk4ipg 572 13 of of IN cord-302553-d0hk4ipg 572 14 Influenza Influenza NNP cord-302553-d0hk4ipg 572 15 Bad Bad NNP cord-302553-d0hk4ipg 572 16 Outcomes Outcomes NNPS cord-302553-d0hk4ipg 572 17 : : : cord-302553-d0hk4ipg 572 18 The the DT cord-302553-d0hk4ipg 572 19 Effects effect NNS cord-302553-d0hk4ipg 572 20 of of IN cord-302553-d0hk4ipg 572 21 Mismatches mismatch NNS cord-302553-d0hk4ipg 572 22 between between IN cord-302553-d0hk4ipg 572 23 Social Social NNP cord-302553-d0hk4ipg 572 24 Support Support NNP cord-302553-d0hk4ipg 572 25 and and CC cord-302553-d0hk4ipg 572 26 Health Health NNP cord-302553-d0hk4ipg 572 27 Outcomes Outcomes NNPS cord-302553-d0hk4ipg 572 28 in in IN cord-302553-d0hk4ipg 572 29 an an DT cord-302553-d0hk4ipg 572 30 Online Online NNP cord-302553-d0hk4ipg 572 31 Weight Weight NNP cord-302553-d0hk4ipg 572 32 Loss Loss NNP cord-302553-d0hk4ipg 572 33 Community Community NNP cord-302553-d0hk4ipg 573 1 How how WRB cord-302553-d0hk4ipg 573 2 health health NN cord-302553-d0hk4ipg 573 3 care care NN cord-302553-d0hk4ipg 573 4 professionals professional NNS cord-302553-d0hk4ipg 573 5 use use VBP cord-302553-d0hk4ipg 573 6 social social JJ cord-302553-d0hk4ipg 573 7 media medium NNS cord-302553-d0hk4ipg 573 8 to to TO cord-302553-d0hk4ipg 573 9 create create VB cord-302553-d0hk4ipg 573 10 virtual virtual JJ cord-302553-d0hk4ipg 573 11 communities community NNS cord-302553-d0hk4ipg 573 12 : : : cord-302553-d0hk4ipg 574 1 An an DT cord-302553-d0hk4ipg 574 2 integrative integrative JJ cord-302553-d0hk4ipg 574 3 review review NN cord-302553-d0hk4ipg 575 1 Parallel parallel JJ cord-302553-d0hk4ipg 575 2 aspect aspect NN cord-302553-d0hk4ipg 575 3 - - HYPH cord-302553-d0hk4ipg 575 4 oriented orient VBN cord-302553-d0hk4ipg 575 5 sentiment sentiment NN cord-302553-d0hk4ipg 575 6 analysis analysis NN cord-302553-d0hk4ipg 575 7 for for IN cord-302553-d0hk4ipg 575 8 sales sale NNS cord-302553-d0hk4ipg 575 9 forecasting forecast VBG cord-302553-d0hk4ipg 575 10 with with IN cord-302553-d0hk4ipg 575 11 big big JJ cord-302553-d0hk4ipg 575 12 data datum NNS cord-302553-d0hk4ipg 575 13 Disaster disaster NN cord-302553-d0hk4ipg 575 14 early early JJ cord-302553-d0hk4ipg 575 15 warning warning NN cord-302553-d0hk4ipg 575 16 and and CC cord-302553-d0hk4ipg 575 17 damage damage NN cord-302553-d0hk4ipg 575 18 assessment assessment NN cord-302553-d0hk4ipg 575 19 analysis analysis NN cord-302553-d0hk4ipg 575 20 using use VBG cord-302553-d0hk4ipg 575 21 social social JJ cord-302553-d0hk4ipg 575 22 media medium NNS cord-302553-d0hk4ipg 575 23 data datum NNS cord-302553-d0hk4ipg 575 24 and and CC cord-302553-d0hk4ipg 575 25 geo geo NN cord-302553-d0hk4ipg 575 26 - - HYPH cord-302553-d0hk4ipg 575 27 location location NN cord-302553-d0hk4ipg 575 28 information information NN cord-302553-d0hk4ipg 575 29 Social Social NNP cord-302553-d0hk4ipg 575 30 media medium NNS cord-302553-d0hk4ipg 575 31 analytics analytic NNS cord-302553-d0hk4ipg 575 32 for for IN cord-302553-d0hk4ipg 575 33 natural natural JJ cord-302553-d0hk4ipg 575 34 disaster disaster NN cord-302553-d0hk4ipg 575 35 management management NN cord-302553-d0hk4ipg 576 1 A a DT cord-302553-d0hk4ipg 576 2 new new JJ cord-302553-d0hk4ipg 576 3 emergency emergency NN cord-302553-d0hk4ipg 576 4 management management NN cord-302553-d0hk4ipg 576 5 dynamic dynamic JJ cord-302553-d0hk4ipg 576 6 value value NN cord-302553-d0hk4ipg 576 7 assessment assessment NN cord-302553-d0hk4ipg 576 8 model model NN cord-302553-d0hk4ipg 576 9 based base VBN cord-302553-d0hk4ipg 576 10 on on IN cord-302553-d0hk4ipg 576 11 social social JJ cord-302553-d0hk4ipg 576 12 media medium NNS cord-302553-d0hk4ipg 576 13 data datum NNS cord-302553-d0hk4ipg 576 14 : : : cord-302553-d0hk4ipg 576 15 A a DT cord-302553-d0hk4ipg 576 16 multiphase multiphase NN cord-302553-d0hk4ipg 576 17 decision decision NN cord-302553-d0hk4ipg 576 18 - - HYPH cord-302553-d0hk4ipg 576 19 making make VBG cord-302553-d0hk4ipg 576 20 perspective perspective NN cord-302553-d0hk4ipg 576 21 Assessing assess VBG cord-302553-d0hk4ipg 576 22 the the DT cord-302553-d0hk4ipg 576 23 Value Value NNP cord-302553-d0hk4ipg 576 24 of of IN cord-302553-d0hk4ipg 576 25 Online Online NNP cord-302553-d0hk4ipg 576 26 Learning Learning NNP cord-302553-d0hk4ipg 576 27 and and CC cord-302553-d0hk4ipg 576 28 Social Social NNP cord-302553-d0hk4ipg 576 29 Media Media NNP cord-302553-d0hk4ipg 576 30 in in IN cord-302553-d0hk4ipg 576 31 Pharmacy Pharmacy NNP cord-302553-d0hk4ipg 576 32 Education Education NNP cord-302553-d0hk4ipg 577 1 When when WRB cord-302553-d0hk4ipg 577 2 google google NNP cord-302553-d0hk4ipg 577 3 got get VBD cord-302553-d0hk4ipg 577 4 flu flu NN cord-302553-d0hk4ipg 577 5 wrong wrong RB cord-302553-d0hk4ipg 578 1 The the DT cord-302553-d0hk4ipg 578 2 parable parable NN cord-302553-d0hk4ipg 578 3 of of IN cord-302553-d0hk4ipg 578 4 google google NNP cord-302553-d0hk4ipg 578 5 flu flu NN cord-302553-d0hk4ipg 578 6 : : : cord-302553-d0hk4ipg 578 7 Traps trap NNS cord-302553-d0hk4ipg 578 8 in in IN cord-302553-d0hk4ipg 578 9 big big JJ cord-302553-d0hk4ipg 578 10 data datum NNS cord-302553-d0hk4ipg 578 11 analysis analysis NN cord-302553-d0hk4ipg 578 12 Update update NN cord-302553-d0hk4ipg 578 13 : : : cord-302553-d0hk4ipg 578 14 Influenza Influenza NNP cord-302553-d0hk4ipg 578 15 Activity Activity NNP cord-302553-d0hk4ipg 578 16 in in IN cord-302553-d0hk4ipg 578 17 the the DT cord-302553-d0hk4ipg 578 18 United United NNP cord-302553-d0hk4ipg 578 19 States States NNP cord-302553-d0hk4ipg 578 20 During during IN cord-302553-d0hk4ipg 578 21 the the DT cord-302553-d0hk4ipg 578 22 2017 2017 CD cord-302553-d0hk4ipg 578 23 - - SYM cord-302553-d0hk4ipg 578 24 18 18 CD cord-302553-d0hk4ipg 578 25 Season Season NNP cord-302553-d0hk4ipg 578 26 and and CC cord-302553-d0hk4ipg 578 27 Composition Composition NNP cord-302553-d0hk4ipg 578 28 of of IN cord-302553-d0hk4ipg 578 29 the the DT cord-302553-d0hk4ipg 578 30 2018 2018 CD cord-302553-d0hk4ipg 578 31 - - SYM cord-302553-d0hk4ipg 578 32 19 19 CD cord-302553-d0hk4ipg 578 33 Influenza Influenza NNP cord-302553-d0hk4ipg 578 34 Vaccine Vaccine NNP cord-302553-d0hk4ipg 578 35 Social Social NNP cord-302553-d0hk4ipg 578 36 media medium NNS cord-302553-d0hk4ipg 578 37 and and CC cord-302553-d0hk4ipg 578 38 flu flu NN cord-302553-d0hk4ipg 578 39 : : : cord-302553-d0hk4ipg 579 1 Media Media NNP cord-302553-d0hk4ipg 579 2 Twitter Twitter NNP cord-302553-d0hk4ipg 579 3 accounts account VBZ cord-302553-d0hk4ipg 579 4 as as IN cord-302553-d0hk4ipg 579 5 agenda agenda NN cord-302553-d0hk4ipg 579 6 setters setter NNS cord-302553-d0hk4ipg 579 7 Traffic Traffic NNP cord-302553-d0hk4ipg 579 8 analysis analysis NN cord-302553-d0hk4ipg 579 9 based base VBN cord-302553-d0hk4ipg 579 10 on on IN cord-302553-d0hk4ipg 579 11 short short JJ cord-302553-d0hk4ipg 579 12 texts text NNS cord-302553-d0hk4ipg 579 13 from from IN cord-302553-d0hk4ipg 579 14 social social JJ cord-302553-d0hk4ipg 579 15 media medium NNS cord-302553-d0hk4ipg 580 1 Inferring infer VBG cord-302553-d0hk4ipg 580 2 Dynamic Dynamic NNP cord-302553-d0hk4ipg 580 3 User User NNP cord-302553-d0hk4ipg 580 4 Interests Interests NNPS cord-302553-d0hk4ipg 580 5 in in IN cord-302553-d0hk4ipg 580 6 Streams Streams NNPS cord-302553-d0hk4ipg 580 7 of of IN cord-302553-d0hk4ipg 580 8 Short Short NNP cord-302553-d0hk4ipg 580 9 Texts Texts NNP cord-302553-d0hk4ipg 580 10 for for IN cord-302553-d0hk4ipg 580 11 User User NNP cord-302553-d0hk4ipg 580 12 Clustering Clustering NNP cord-302553-d0hk4ipg 580 13 A a DT cord-302553-d0hk4ipg 580 14 Social Social NNP cord-302553-d0hk4ipg 580 15 - - HYPH cord-302553-d0hk4ipg 580 16 aware aware JJ cord-302553-d0hk4ipg 580 17 online online JJ cord-302553-d0hk4ipg 580 18 short short JJ cord-302553-d0hk4ipg 580 19 - - HYPH cord-302553-d0hk4ipg 580 20 text text NN cord-302553-d0hk4ipg 580 21 feature feature NN cord-302553-d0hk4ipg 580 22 selection selection NN cord-302553-d0hk4ipg 580 23 technique technique NN cord-302553-d0hk4ipg 580 24 for for IN cord-302553-d0hk4ipg 580 25 social social JJ cord-302553-d0hk4ipg 580 26 media medium NNS cord-302553-d0hk4ipg 580 27 Modeling model VBG cord-302553-d0hk4ipg 580 28 infectious infectious JJ cord-302553-d0hk4ipg 580 29 disease disease NN cord-302553-d0hk4ipg 580 30 dynamics dynamic NNS cord-302553-d0hk4ipg 580 31 in in IN cord-302553-d0hk4ipg 580 32 the the DT cord-302553-d0hk4ipg 580 33 complex complex JJ cord-302553-d0hk4ipg 580 34 landscape landscape NN cord-302553-d0hk4ipg 580 35 of of IN cord-302553-d0hk4ipg 580 36 global global JJ cord-302553-d0hk4ipg 580 37 health health NNP cord-302553-d0hk4ipg 580 38 Health Health NNP cord-302553-d0hk4ipg 580 39 Communication Communication NNP cord-302553-d0hk4ipg 580 40 in in IN cord-302553-d0hk4ipg 580 41 Social Social NNP cord-302553-d0hk4ipg 580 42 Media Media NNP cord-302553-d0hk4ipg 581 1 : : : cord-302553-d0hk4ipg 581 2 Message message NN cord-302553-d0hk4ipg 581 3 Features feature NNS cord-302553-d0hk4ipg 582 1 Predicting predict VBG cord-302553-d0hk4ipg 582 2 User User NNP cord-302553-d0hk4ipg 582 3 Engagement Engagement NNP cord-302553-d0hk4ipg 582 4 on on IN cord-302553-d0hk4ipg 582 5 Diabetes diabetes NN cord-302553-d0hk4ipg 582 6 - - HYPH cord-302553-d0hk4ipg 582 7 Related relate VBN cord-302553-d0hk4ipg 582 8 Facebook Facebook NNP cord-302553-d0hk4ipg 582 9 Pages Pages NNP cord-302553-d0hk4ipg 582 10 Spatial Spatial NNP cord-302553-d0hk4ipg 582 11 Resource Resource NNP cord-302553-d0hk4ipg 582 12 Allocation Allocation NNP cord-302553-d0hk4ipg 582 13 for for IN cord-302553-d0hk4ipg 582 14 Emerging Emerging NNP cord-302553-d0hk4ipg 582 15 Epidemics epidemic NNS cord-302553-d0hk4ipg 582 16 : : : cord-302553-d0hk4ipg 583 1 A a DT cord-302553-d0hk4ipg 583 2 Comparison comparison NN cord-302553-d0hk4ipg 583 3 of of IN cord-302553-d0hk4ipg 583 4 Greedy Greedy NNP cord-302553-d0hk4ipg 583 5 , , , cord-302553-d0hk4ipg 583 6 Myopic myopic JJ cord-302553-d0hk4ipg 583 7 , , , cord-302553-d0hk4ipg 583 8 and and CC cord-302553-d0hk4ipg 583 9 Dynamic Dynamic NNP cord-302553-d0hk4ipg 583 10 Policies policy NNS cord-302553-d0hk4ipg 583 11 Optimal Optimal NNP cord-302553-d0hk4ipg 583 12 M M NNP cord-302553-d0hk4ipg 583 13 - - HYPH cord-302553-d0hk4ipg 583 14 Switch Switch NNP cord-302553-d0hk4ipg 583 15 Surveillance surveillance NN cord-302553-d0hk4ipg 583 16 Policies policy NNS cord-302553-d0hk4ipg 583 17 for for IN cord-302553-d0hk4ipg 583 18 Liver Liver NNP cord-302553-d0hk4ipg 583 19 Cancer Cancer NNP cord-302553-d0hk4ipg 583 20 in in IN cord-302553-d0hk4ipg 583 21 a a DT cord-302553-d0hk4ipg 583 22 Hepatitis Hepatitis NNP cord-302553-d0hk4ipg 583 23 C C NNP cord-302553-d0hk4ipg 583 24 - - HYPH cord-302553-d0hk4ipg 583 25 Infected Infected NNP cord-302553-d0hk4ipg 583 26 Population population NN cord-302553-d0hk4ipg 583 27 Optimal Optimal NNP cord-302553-d0hk4ipg 583 28 Design Design NNP cord-302553-d0hk4ipg 583 29 of of IN cord-302553-d0hk4ipg 583 30 the the DT cord-302553-d0hk4ipg 583 31 Seasonal Seasonal NNP cord-302553-d0hk4ipg 583 32 Influenza Influenza NNP cord-302553-d0hk4ipg 583 33 Vaccine Vaccine NNP cord-302553-d0hk4ipg 583 34 with with IN cord-302553-d0hk4ipg 583 35 Manufacturing Manufacturing NNP cord-302553-d0hk4ipg 583 36 Autonomy Autonomy NNP cord-302553-d0hk4ipg 583 37 Dose Dose NNP cord-302553-d0hk4ipg 583 38 - - HYPH cord-302553-d0hk4ipg 583 39 Optimal Optimal NNP cord-302553-d0hk4ipg 583 40 Vaccine Vaccine NNP cord-302553-d0hk4ipg 583 41 Allocation Allocation NNP cord-302553-d0hk4ipg 583 42 over over IN cord-302553-d0hk4ipg 583 43 Multiple Multiple NNP cord-302553-d0hk4ipg 583 44 Populations Populations NNPS cord-302553-d0hk4ipg 583 45 Deploying deploy VBG cord-302553-d0hk4ipg 583 46 digital digital JJ cord-302553-d0hk4ipg 583 47 health health NN cord-302553-d0hk4ipg 583 48 data datum NNS cord-302553-d0hk4ipg 583 49 to to TO cord-302553-d0hk4ipg 583 50 optimize optimize VB cord-302553-d0hk4ipg 583 51 influenza influenza NN cord-302553-d0hk4ipg 583 52 surveillance surveillance NN cord-302553-d0hk4ipg 583 53 at at IN cord-302553-d0hk4ipg 583 54 national national JJ cord-302553-d0hk4ipg 583 55 and and CC cord-302553-d0hk4ipg 583 56 local local JJ cord-302553-d0hk4ipg 583 57 scales scale NNS cord-302553-d0hk4ipg 583 58 Re Re VBG cord-302553-d0hk4ipg 583 59 - - VBG cord-302553-d0hk4ipg 583 60 emerging emerge VBG cord-302553-d0hk4ipg 583 61 lassa lassa NNP cord-302553-d0hk4ipg 583 62 fever fever NN cord-302553-d0hk4ipg 583 63 outbreaks outbreak NNS cord-302553-d0hk4ipg 583 64 in in IN cord-302553-d0hk4ipg 583 65 Nigeria Nigeria NNP cord-302553-d0hk4ipg 583 66 : : : cord-302553-d0hk4ipg 583 67 Re Re VBG cord-302553-d0hk4ipg 583 68 - - VBG cord-302553-d0hk4ipg 583 69 enforcing enforce VBG cord-302553-d0hk4ipg 583 70 " " `` cord-302553-d0hk4ipg 583 71 one one CD cord-302553-d0hk4ipg 583 72 health health NN cord-302553-d0hk4ipg 583 73 " " '' cord-302553-d0hk4ipg 583 74 community community NN cord-302553-d0hk4ipg 583 75 surveillance surveillance NN cord-302553-d0hk4ipg 583 76 and and CC cord-302553-d0hk4ipg 583 77 emergency emergency NN cord-302553-d0hk4ipg 583 78 response response NN cord-302553-d0hk4ipg 583 79 practice practice NN cord-302553-d0hk4ipg 584 1 The the DT cord-302553-d0hk4ipg 584 2 operational operational JJ cord-302553-d0hk4ipg 584 3 value value NN cord-302553-d0hk4ipg 584 4 of of IN cord-302553-d0hk4ipg 584 5 social social JJ cord-302553-d0hk4ipg 584 6 media medium NNS cord-302553-d0hk4ipg 584 7 information information NN cord-302553-d0hk4ipg 584 8 Twitter Twitter NNP cord-302553-d0hk4ipg 584 9 sentiment sentiment NN cord-302553-d0hk4ipg 584 10 analysis analysis NN cord-302553-d0hk4ipg 584 11 using use VBG cord-302553-d0hk4ipg 584 12 hybrid hybrid JJ cord-302553-d0hk4ipg 584 13 cuckoo cuckoo NN cord-302553-d0hk4ipg 584 14 search search NN cord-302553-d0hk4ipg 584 15 method method NN cord-302553-d0hk4ipg 584 16 Real real JJ cord-302553-d0hk4ipg 584 17 - - HYPH cord-302553-d0hk4ipg 584 18 time time NN cord-302553-d0hk4ipg 584 19 detection detection NN cord-302553-d0hk4ipg 584 20 of of IN cord-302553-d0hk4ipg 584 21 traffic traffic NN cord-302553-d0hk4ipg 584 22 from from IN cord-302553-d0hk4ipg 584 23 twitter twitter NNP cord-302553-d0hk4ipg 584 24 stream stream NNP cord-302553-d0hk4ipg 584 25 analysis analysis NN cord-302553-d0hk4ipg 584 26 Social Social NNP cord-302553-d0hk4ipg 584 27 Media Media NNP cord-302553-d0hk4ipg 584 28 - - HYPH cord-302553-d0hk4ipg 584 29 and and CC cord-302553-d0hk4ipg 584 30 Internet internet NN cord-302553-d0hk4ipg 584 31 - - HYPH cord-302553-d0hk4ipg 584 32 Based base VBN cord-302553-d0hk4ipg 584 33 Disease Disease NNP cord-302553-d0hk4ipg 584 34 Surveillance Surveillance NNP cord-302553-d0hk4ipg 584 35 for for IN cord-302553-d0hk4ipg 584 36 Public Public NNP cord-302553-d0hk4ipg 584 37 Health Health NNP cord-302553-d0hk4ipg 584 38 Disaster Disaster NNP cord-302553-d0hk4ipg 584 39 management management NN cord-302553-d0hk4ipg 584 40 2.0 2.0 CD cord-302553-d0hk4ipg 584 41 : : : cord-302553-d0hk4ipg 584 42 A a DT cord-302553-d0hk4ipg 584 43 real real JJ cord-302553-d0hk4ipg 584 44 - - HYPH cord-302553-d0hk4ipg 584 45 time time NN cord-302553-d0hk4ipg 584 46 disaster disaster NN cord-302553-d0hk4ipg 584 47 damage damage NN cord-302553-d0hk4ipg 584 48 assessment assessment NN cord-302553-d0hk4ipg 584 49 model model NN cord-302553-d0hk4ipg 584 50 based base VBN cord-302553-d0hk4ipg 584 51 on on IN cord-302553-d0hk4ipg 584 52 mobile mobile JJ cord-302553-d0hk4ipg 584 53 social social JJ cord-302553-d0hk4ipg 584 54 media medium NNS cord-302553-d0hk4ipg 584 55 data datum NNS cord-302553-d0hk4ipg 584 56 - - : cord-302553-d0hk4ipg 584 57 A a DT cord-302553-d0hk4ipg 584 58 case case NN cord-302553-d0hk4ipg 584 59 study study NN cord-302553-d0hk4ipg 584 60 of of IN cord-302553-d0hk4ipg 584 61 Weibo Weibo NNP cord-302553-d0hk4ipg 584 62 ( ( -LRB- cord-302553-d0hk4ipg 584 63 Chinese Chinese NNP cord-302553-d0hk4ipg 584 64 Twitter Twitter NNP cord-302553-d0hk4ipg 584 65 ) ) -RRB- cord-302553-d0hk4ipg 584 66 Measuring measure VBG cord-302553-d0hk4ipg 584 67 the the DT cord-302553-d0hk4ipg 584 68 Outreach Outreach NNP cord-302553-d0hk4ipg 584 69 Efforts Efforts NNPS cord-302553-d0hk4ipg 584 70 of of IN cord-302553-d0hk4ipg 584 71 Public Public NNP cord-302553-d0hk4ipg 584 72 Health Health NNP cord-302553-d0hk4ipg 584 73 Authorities Authorities NNPS cord-302553-d0hk4ipg 584 74 and and CC cord-302553-d0hk4ipg 584 75 the the DT cord-302553-d0hk4ipg 584 76 Public Public NNP cord-302553-d0hk4ipg 584 77 Response Response NNP cord-302553-d0hk4ipg 584 78 on on IN cord-302553-d0hk4ipg 584 79 Facebook Facebook NNP cord-302553-d0hk4ipg 584 80 during during IN cord-302553-d0hk4ipg 584 81 the the DT cord-302553-d0hk4ipg 584 82 COVID-19 COVID-19 NNP cord-302553-d0hk4ipg 584 83 Pandemic Pandemic NNP cord-302553-d0hk4ipg 584 84 in in IN cord-302553-d0hk4ipg 584 85 Early early JJ cord-302553-d0hk4ipg 584 86 2020 2020 CD cord-302553-d0hk4ipg 584 87 : : : cord-302553-d0hk4ipg 584 88 Cross Cross NNP cord-302553-d0hk4ipg 584 89 - - NNP cord-302553-d0hk4ipg 584 90 Country Country NNP cord-302553-d0hk4ipg 584 91 Comparison Comparison NNP cord-302553-d0hk4ipg 584 92 Strategic Strategic NNP cord-302553-d0hk4ipg 584 93 Uses use NNS cord-302553-d0hk4ipg 584 94 of of IN cord-302553-d0hk4ipg 584 95 Facebook Facebook NNP cord-302553-d0hk4ipg 584 96 in in IN cord-302553-d0hk4ipg 584 97 Zika Zika NNP cord-302553-d0hk4ipg 584 98 Outbreak Outbreak NNP cord-302553-d0hk4ipg 584 99 Communication Communication NNP cord-302553-d0hk4ipg 584 100 : : : cord-302553-d0hk4ipg 585 1 Implications implication NNS cord-302553-d0hk4ipg 585 2 for for IN cord-302553-d0hk4ipg 585 3 the the DT cord-302553-d0hk4ipg 585 4 Crisis Crisis NNP cord-302553-d0hk4ipg 585 5 and and CC cord-302553-d0hk4ipg 585 6 Emergency Emergency NNP cord-302553-d0hk4ipg 585 7 Risk Risk NNP cord-302553-d0hk4ipg 585 8 Communication Communication NNP cord-302553-d0hk4ipg 585 9 Model Model NNP cord-302553-d0hk4ipg 586 1 What what WP cord-302553-d0hk4ipg 586 2 's be VBZ cord-302553-d0hk4ipg 586 3 buzzing buzz VBG cord-302553-d0hk4ipg 586 4 on on IN cord-302553-d0hk4ipg 586 5 your -PRON- PRP$ cord-302553-d0hk4ipg 586 6 feed feed NN cord-302553-d0hk4ipg 586 7 ? ? . cord-302553-d0hk4ipg 587 1 Health health NN cord-302553-d0hk4ipg 587 2 authorities authority NNS cord-302553-d0hk4ipg 587 3 ' ' POS cord-302553-d0hk4ipg 587 4 use use NN cord-302553-d0hk4ipg 587 5 of of IN cord-302553-d0hk4ipg 587 6 Facebook Facebook NNP cord-302553-d0hk4ipg 587 7 to to TO cord-302553-d0hk4ipg 587 8 combat combat VB cord-302553-d0hk4ipg 587 9 Zika Zika NNP cord-302553-d0hk4ipg 587 10 in in IN cord-302553-d0hk4ipg 587 11 Singapore Singapore NNP cord-302553-d0hk4ipg 587 12 Analysis Analysis NNP cord-302553-d0hk4ipg 587 13 of of IN cord-302553-d0hk4ipg 587 14 YouTube YouTube NNP cord-302553-d0hk4ipg 587 15 as as IN cord-302553-d0hk4ipg 587 16 a a DT cord-302553-d0hk4ipg 587 17 source source NN cord-302553-d0hk4ipg 587 18 of of IN cord-302553-d0hk4ipg 587 19 information information NN cord-302553-d0hk4ipg 587 20 for for IN cord-302553-d0hk4ipg 587 21 West West NNP cord-302553-d0hk4ipg 587 22 Nile Nile NNP cord-302553-d0hk4ipg 587 23 Virus Virus NNP cord-302553-d0hk4ipg 587 24 infection infection NN cord-302553-d0hk4ipg 587 25 Using use VBG cord-302553-d0hk4ipg 587 26 Networks Networks NNP cord-302553-d0hk4ipg 587 27 to to TO cord-302553-d0hk4ipg 587 28 Combine combine VB cord-302553-d0hk4ipg 587 29 " " `` cord-302553-d0hk4ipg 587 30 Big Big NNP cord-302553-d0hk4ipg 587 31 Data datum NNS cord-302553-d0hk4ipg 587 32 " " '' cord-302553-d0hk4ipg 587 33 and and CC cord-302553-d0hk4ipg 587 34 Traditional Traditional NNP cord-302553-d0hk4ipg 587 35 Surveillance surveillance NN cord-302553-d0hk4ipg 587 36 to to TO cord-302553-d0hk4ipg 587 37 Improve improve VB cord-302553-d0hk4ipg 587 38 Influenza Influenza NNP cord-302553-d0hk4ipg 587 39 Predictions Predictions NNPS cord-302553-d0hk4ipg 587 40 Syndromic Syndromic NNP cord-302553-d0hk4ipg 587 41 surveillance surveillance NN cord-302553-d0hk4ipg 587 42 of of IN cord-302553-d0hk4ipg 587 43 Flu Flu NNP cord-302553-d0hk4ipg 587 44 on on IN cord-302553-d0hk4ipg 587 45 Twitter Twitter NNP cord-302553-d0hk4ipg 587 46 using use VBG cord-302553-d0hk4ipg 587 47 weakly weakly RB cord-302553-d0hk4ipg 587 48 supervised supervise VBN cord-302553-d0hk4ipg 587 49 temporal temporal JJ cord-302553-d0hk4ipg 587 50 topic topic NN cord-302553-d0hk4ipg 587 51 models model NNS cord-302553-d0hk4ipg 587 52 Separating separate VBG cord-302553-d0hk4ipg 587 53 fact fact NN cord-302553-d0hk4ipg 587 54 from from IN cord-302553-d0hk4ipg 587 55 fear fear NN cord-302553-d0hk4ipg 587 56 : : : cord-302553-d0hk4ipg 588 1 Tracking track VBG cord-302553-d0hk4ipg 588 2 flu flu NN cord-302553-d0hk4ipg 588 3 infections infection NNS cord-302553-d0hk4ipg 588 4 on on IN cord-302553-d0hk4ipg 588 5 twitter twitter NN cord-302553-d0hk4ipg 588 6 Semantic semantic JJ cord-302553-d0hk4ipg 588 7 expansion expansion NN cord-302553-d0hk4ipg 588 8 using use VBG cord-302553-d0hk4ipg 588 9 word word NN cord-302553-d0hk4ipg 588 10 embedding embed VBG cord-302553-d0hk4ipg 588 11 clustering clustering NN cord-302553-d0hk4ipg 588 12 and and CC cord-302553-d0hk4ipg 588 13 convolutional convolutional NN cord-302553-d0hk4ipg 588 14 neural neural JJ cord-302553-d0hk4ipg 588 15 network network NN cord-302553-d0hk4ipg 588 16 for for IN cord-302553-d0hk4ipg 588 17 improving improve VBG cord-302553-d0hk4ipg 588 18 short short JJ cord-302553-d0hk4ipg 588 19 text text NN cord-302553-d0hk4ipg 588 20 classification classification NN cord-302553-d0hk4ipg 588 21 Contextual Contextual NNP cord-302553-d0hk4ipg 588 22 sentiment sentiment NN cord-302553-d0hk4ipg 588 23 analysis analysis NN cord-302553-d0hk4ipg 588 24 for for IN cord-302553-d0hk4ipg 588 25 social social JJ cord-302553-d0hk4ipg 588 26 media medium NNS cord-302553-d0hk4ipg 588 27 genres genre NNS cord-302553-d0hk4ipg 588 28 . . . cord-302553-d0hk4ipg 589 1 Knowl knowl JJ cord-302553-d0hk4ipg 589 2 . . . cord-302553-d0hk4ipg 590 1 -Based -base VBN cord-302553-d0hk4ipg 591 1 Syst Syst NNP cord-302553-d0hk4ipg 591 2 A a DT cord-302553-d0hk4ipg 591 3 CNN CNN NNP cord-302553-d0hk4ipg 591 4 - - HYPH cord-302553-d0hk4ipg 591 5 Based Based NNP cord-302553-d0hk4ipg 591 6 Fusion Fusion NNP cord-302553-d0hk4ipg 591 7 Method Method NNP cord-302553-d0hk4ipg 591 8 for for IN cord-302553-d0hk4ipg 591 9 Feature Feature NNP cord-302553-d0hk4ipg 591 10 Extraction Extraction NNP cord-302553-d0hk4ipg 591 11 from from IN cord-302553-d0hk4ipg 591 12 Sentinel Sentinel NNP cord-302553-d0hk4ipg 591 13 Data Data NNP cord-302553-d0hk4ipg 591 14 Sentiment Sentiment NNP cord-302553-d0hk4ipg 591 15 Computing Computing NNP cord-302553-d0hk4ipg 591 16 for for IN cord-302553-d0hk4ipg 591 17 the the DT cord-302553-d0hk4ipg 591 18 News News NNP cord-302553-d0hk4ipg 591 19 Event Event NNP cord-302553-d0hk4ipg 591 20 Based base VBN cord-302553-d0hk4ipg 591 21 on on IN cord-302553-d0hk4ipg 591 22 the the DT cord-302553-d0hk4ipg 591 23 Social Social NNP cord-302553-d0hk4ipg 591 24 Media Media NNP cord-302553-d0hk4ipg 591 25 Big Big NNP cord-302553-d0hk4ipg 591 26 Data Data NNP cord-302553-d0hk4ipg 591 27 Environmental Environmental NNP cord-302553-d0hk4ipg 591 28 Sustainability Sustainability NNP cord-302553-d0hk4ipg 591 29 assessment assessment NN cord-302553-d0hk4ipg 591 30 2.0 2.0 CD cord-302553-d0hk4ipg 591 31 : : : cord-302553-d0hk4ipg 592 1 The the DT cord-302553-d0hk4ipg 592 2 value value NN cord-302553-d0hk4ipg 592 3 of of IN cord-302553-d0hk4ipg 592 4 social social JJ cord-302553-d0hk4ipg 592 5 media medium NNS cord-302553-d0hk4ipg 592 6 data datum NNS cord-302553-d0hk4ipg 592 7 for for IN cord-302553-d0hk4ipg 592 8 determining determine VBG cord-302553-d0hk4ipg 592 9 the the DT cord-302553-d0hk4ipg 592 10 emotional emotional JJ cord-302553-d0hk4ipg 592 11 responses response NNS cord-302553-d0hk4ipg 592 12 of of IN cord-302553-d0hk4ipg 592 13 people people NNS cord-302553-d0hk4ipg 592 14 to to IN cord-302553-d0hk4ipg 592 15 river river NN cord-302553-d0hk4ipg 592 16 pollution pollution NN cord-302553-d0hk4ipg 592 17 - - : cord-302553-d0hk4ipg 592 18 A a DT cord-302553-d0hk4ipg 592 19 case case NN cord-302553-d0hk4ipg 592 20 study study NN cord-302553-d0hk4ipg 592 21 of of IN cord-302553-d0hk4ipg 592 22 Weibo Weibo NNP cord-302553-d0hk4ipg 592 23 ( ( -LRB- cord-302553-d0hk4ipg 592 24 Chinese Chinese NNP cord-302553-d0hk4ipg 592 25 Twitter Twitter NNP cord-302553-d0hk4ipg 592 26 ) ) -RRB- cord-302553-d0hk4ipg 592 27 . . . cord-302553-d0hk4ipg 593 1 Socio socio JJ cord-302553-d0hk4ipg 593 2 - - HYPH cord-302553-d0hk4ipg 593 3 Econ econ JJ cord-302553-d0hk4ipg 593 4 Emotional emotional JJ cord-302553-d0hk4ipg 593 5 attitudes attitude NNS cord-302553-d0hk4ipg 593 6 towards towards IN cord-302553-d0hk4ipg 593 7 procrastination procrastination NN cord-302553-d0hk4ipg 593 8 in in IN cord-302553-d0hk4ipg 593 9 people people NNS cord-302553-d0hk4ipg 593 10 : : : cord-302553-d0hk4ipg 594 1 A a DT cord-302553-d0hk4ipg 594 2 large large JJ cord-302553-d0hk4ipg 594 3 - - HYPH cord-302553-d0hk4ipg 594 4 scale scale NN cord-302553-d0hk4ipg 594 5 sentiment sentiment NN cord-302553-d0hk4ipg 594 6 - - HYPH cord-302553-d0hk4ipg 594 7 focused focus VBN cord-302553-d0hk4ipg 594 8 crawling crawl VBG cord-302553-d0hk4ipg 594 9 analysis analysis NN cord-302553-d0hk4ipg 594 10 Detecting detect VBG cord-302553-d0hk4ipg 594 11 influenza influenza NN cord-302553-d0hk4ipg 594 12 states state NNS cord-302553-d0hk4ipg 594 13 based base VBN cord-302553-d0hk4ipg 594 14 on on IN cord-302553-d0hk4ipg 594 15 hybrid hybrid JJ cord-302553-d0hk4ipg 594 16 model model NN cord-302553-d0hk4ipg 594 17 with with IN cord-302553-d0hk4ipg 594 18 personal personal JJ cord-302553-d0hk4ipg 594 19 emotional emotional JJ cord-302553-d0hk4ipg 594 20 factors factor NNS cord-302553-d0hk4ipg 594 21 from from IN cord-302553-d0hk4ipg 594 22 social social JJ cord-302553-d0hk4ipg 594 23 networks network NNS cord-302553-d0hk4ipg 595 1 The the DT cord-302553-d0hk4ipg 595 2 Impact Impact NNP cord-302553-d0hk4ipg 595 3 of of IN cord-302553-d0hk4ipg 595 4 User User NNP cord-302553-d0hk4ipg 595 5 Personality personality NN cord-302553-d0hk4ipg 595 6 Traits trait VBZ cord-302553-d0hk4ipg 595 7 on on IN cord-302553-d0hk4ipg 595 8 Word Word NNP cord-302553-d0hk4ipg 595 9 of of IN cord-302553-d0hk4ipg 595 10 Mouth Mouth NNP cord-302553-d0hk4ipg 595 11 : : : cord-302553-d0hk4ipg 596 1 Text Text NNP cord-302553-d0hk4ipg 596 2 - - HYPH cord-302553-d0hk4ipg 596 3 Mining Mining NNP cord-302553-d0hk4ipg 596 4 Social Social NNP cord-302553-d0hk4ipg 596 5 Media Media NNP cord-302553-d0hk4ipg 596 6 Platforms Platforms NNPS cord-302553-d0hk4ipg 596 7 Advertising Advertising NNP cord-302553-d0hk4ipg 596 8 content content NN cord-302553-d0hk4ipg 596 9 and and CC cord-302553-d0hk4ipg 596 10 consumer consumer NN cord-302553-d0hk4ipg 596 11 engagement engagement NN cord-302553-d0hk4ipg 596 12 on on IN cord-302553-d0hk4ipg 596 13 social social JJ cord-302553-d0hk4ipg 596 14 media medium NNS cord-302553-d0hk4ipg 596 15 : : : cord-302553-d0hk4ipg 596 16 Evidence evidence NN cord-302553-d0hk4ipg 596 17 from from IN cord-302553-d0hk4ipg 596 18 Facebook Facebook NNP cord-302553-d0hk4ipg 596 19 Contextual Contextual NNP cord-302553-d0hk4ipg 596 20 Bag Bag NNP cord-302553-d0hk4ipg 596 21 - - HYPH cord-302553-d0hk4ipg 596 22 of of IN cord-302553-d0hk4ipg 596 23 - - HYPH cord-302553-d0hk4ipg 596 24 Words word NNS cord-302553-d0hk4ipg 596 25 for for IN cord-302553-d0hk4ipg 596 26 Visual visual JJ cord-302553-d0hk4ipg 596 27 Categorization categorization NN cord-302553-d0hk4ipg 596 28 Distributed distribute VBN cord-302553-d0hk4ipg 596 29 representations representation NNS cord-302553-d0hk4ipg 596 30 of of IN cord-302553-d0hk4ipg 596 31 words word NNS cord-302553-d0hk4ipg 596 32 and and CC cord-302553-d0hk4ipg 596 33 phrases phrase NNS cord-302553-d0hk4ipg 596 34 and and CC cord-302553-d0hk4ipg 596 35 their -PRON- PRP$ cord-302553-d0hk4ipg 596 36 compositionality compositionality NN cord-302553-d0hk4ipg 596 37 Natural Natural NNP cord-302553-d0hk4ipg 596 38 Language Language NNP cord-302553-d0hk4ipg 596 39 Processing Processing NNP cord-302553-d0hk4ipg 596 40 ( ( -LRB- cord-302553-d0hk4ipg 596 41 Almost almost RB cord-302553-d0hk4ipg 596 42 ) ) -RRB- cord-302553-d0hk4ipg 596 43 from from IN cord-302553-d0hk4ipg 596 44 Scratch Scratch NNP cord-302553-d0hk4ipg 596 45 A a DT cord-302553-d0hk4ipg 596 46 survey survey NN cord-302553-d0hk4ipg 596 47 on on IN cord-302553-d0hk4ipg 596 48 network network NN cord-302553-d0hk4ipg 596 49 embedding embed VBG cord-302553-d0hk4ipg 596 50 The the DT cord-302553-d0hk4ipg 596 51 Impact Impact NNP cord-302553-d0hk4ipg 596 52 of of IN cord-302553-d0hk4ipg 596 53 Sharing Sharing NNP cord-302553-d0hk4ipg 596 54 Mechanism Mechanism NNP cord-302553-d0hk4ipg 596 55 Design Design NNP cord-302553-d0hk4ipg 596 56 on on IN cord-302553-d0hk4ipg 596 57 Content Content NNP cord-302553-d0hk4ipg 596 58 Sharing Sharing NNP cord-302553-d0hk4ipg 596 59 in in IN cord-302553-d0hk4ipg 596 60 Online Online NNP cord-302553-d0hk4ipg 596 61 Social Social NNP cord-302553-d0hk4ipg 596 62 Networks Networks NNP cord-302553-d0hk4ipg 597 1 Identifying identify VBG cord-302553-d0hk4ipg 597 2 customer customer NN cord-302553-d0hk4ipg 597 3 needs need NNS cord-302553-d0hk4ipg 597 4 from from IN cord-302553-d0hk4ipg 597 5 user user NN cord-302553-d0hk4ipg 597 6 - - HYPH cord-302553-d0hk4ipg 597 7 generated generate VBN cord-302553-d0hk4ipg 597 8 content content NN cord-302553-d0hk4ipg 597 9 Medical medical JJ cord-302553-d0hk4ipg 597 10 text text NN cord-302553-d0hk4ipg 597 11 classification classification NN cord-302553-d0hk4ipg 597 12 using use VBG cord-302553-d0hk4ipg 597 13 convolutional convolutional JJ cord-302553-d0hk4ipg 597 14 neural neural JJ cord-302553-d0hk4ipg 597 15 networks network NNS cord-302553-d0hk4ipg 597 16 . . . cord-302553-d0hk4ipg 598 1 Stud Stud NNP cord-302553-d0hk4ipg 598 2 . . . cord-302553-d0hk4ipg 599 1 Health Health NNP cord-302553-d0hk4ipg 599 2 Technol Technol NNP cord-302553-d0hk4ipg 600 1 An an DT cord-302553-d0hk4ipg 600 2 8.93 8.93 CD cord-302553-d0hk4ipg 600 3 TOPS top NNS cord-302553-d0hk4ipg 600 4 / / SYM cord-302553-d0hk4ipg 600 5 W W NNP cord-302553-d0hk4ipg 600 6 LSTM LSTM NNP cord-302553-d0hk4ipg 600 7 Recurrent Recurrent NNP cord-302553-d0hk4ipg 600 8 Neural Neural NNP cord-302553-d0hk4ipg 600 9 Network Network NNP cord-302553-d0hk4ipg 600 10 Accelerator Accelerator NNP cord-302553-d0hk4ipg 600 11 Featuring Featuring NNP cord-302553-d0hk4ipg 600 12 Hierarchical Hierarchical NNP cord-302553-d0hk4ipg 600 13 Coarse Coarse NNP cord-302553-d0hk4ipg 600 14 - - HYPH cord-302553-d0hk4ipg 600 15 Grain grain NN cord-302553-d0hk4ipg 600 16 Sparsity Sparsity NNP cord-302553-d0hk4ipg 600 17 for for IN cord-302553-d0hk4ipg 600 18 On on IN cord-302553-d0hk4ipg 600 19 - - HYPH cord-302553-d0hk4ipg 600 20 Device device NN cord-302553-d0hk4ipg 600 21 Speech speech NN cord-302553-d0hk4ipg 600 22 Recognition Recognition NNP cord-302553-d0hk4ipg 600 23 Long long JJ cord-302553-d0hk4ipg 600 24 short short JJ cord-302553-d0hk4ipg 600 25 - - HYPH cord-302553-d0hk4ipg 600 26 term term NN cord-302553-d0hk4ipg 600 27 memory memory NN cord-302553-d0hk4ipg 600 28 Sentiment Sentiment NNP cord-302553-d0hk4ipg 600 29 analysis analysis NN cord-302553-d0hk4ipg 600 30 of of IN cord-302553-d0hk4ipg 600 31 Twitter Twitter NNP cord-302553-d0hk4ipg 600 32 data datum NNS cord-302553-d0hk4ipg 600 33 Lexicon lexicon NN cord-302553-d0hk4ipg 600 34 - - HYPH cord-302553-d0hk4ipg 600 35 based base VBN cord-302553-d0hk4ipg 600 36 methods method NNS cord-302553-d0hk4ipg 600 37 for for IN cord-302553-d0hk4ipg 600 38 sentiment sentiment NN cord-302553-d0hk4ipg 600 39 analysis analysis NN cord-302553-d0hk4ipg 600 40 Analysis Analysis NNP cord-302553-d0hk4ipg 600 41 on on IN cord-302553-d0hk4ipg 600 42 block block NN cord-302553-d0hk4ipg 600 43 chain chain NN cord-302553-d0hk4ipg 600 44 financial financial JJ cord-302553-d0hk4ipg 600 45 transaction transaction NN cord-302553-d0hk4ipg 600 46 under under IN cord-302553-d0hk4ipg 600 47 artificial artificial JJ cord-302553-d0hk4ipg 600 48 neural neural JJ cord-302553-d0hk4ipg 600 49 network network NN cord-302553-d0hk4ipg 600 50 of of IN cord-302553-d0hk4ipg 600 51 deep deep JJ cord-302553-d0hk4ipg 600 52 learning learning NN cord-302553-d0hk4ipg 600 53 Learning learn VBG cord-302553-d0hk4ipg 600 54 precise precise JJ cord-302553-d0hk4ipg 600 55 timing timing NN cord-302553-d0hk4ipg 600 56 with with IN cord-302553-d0hk4ipg 600 57 LSTM LSTM NNP cord-302553-d0hk4ipg 600 58 recurrent recurrent JJ cord-302553-d0hk4ipg 600 59 networks network NNS cord-302553-d0hk4ipg 601 1 The the DT cord-302553-d0hk4ipg 601 2 41th 41th NN cord-302553-d0hk4ipg 601 3 China China NNP cord-302553-d0hk4ipg 601 4 Statistical Statistical NNP cord-302553-d0hk4ipg 601 5 Report Report NNP cord-302553-d0hk4ipg 601 6 on on IN cord-302553-d0hk4ipg 601 7 Internet Internet NNP cord-302553-d0hk4ipg 601 8 Development Development NNP cord-302553-d0hk4ipg 601 9 Weibo Weibo NNP cord-302553-d0hk4ipg 601 10 Posts post VBZ cord-302553-d0hk4ipg 601 11 Unaudited unaudited JJ cord-302553-d0hk4ipg 601 12 Earnings earning NNS cord-302553-d0hk4ipg 601 13 for for IN cord-302553-d0hk4ipg 601 14 the the DT cord-302553-d0hk4ipg 601 15 Second Second NNP cord-302553-d0hk4ipg 601 16 Quarter Quarter NNP cord-302553-d0hk4ipg 602 1 This this DT cord-302553-d0hk4ipg 602 2 article article NN cord-302553-d0hk4ipg 602 3 is be VBZ cord-302553-d0hk4ipg 602 4 an an DT cord-302553-d0hk4ipg 602 5 open open JJ cord-302553-d0hk4ipg 602 6 access access NN cord-302553-d0hk4ipg 602 7 article article NN cord-302553-d0hk4ipg 602 8 distributed distribute VBN cord-302553-d0hk4ipg 602 9 under under IN cord-302553-d0hk4ipg 602 10 the the DT cord-302553-d0hk4ipg 602 11 terms term NNS cord-302553-d0hk4ipg 602 12 and and CC cord-302553-d0hk4ipg 602 13 conditions condition NNS cord-302553-d0hk4ipg 602 14 of of IN cord-302553-d0hk4ipg 602 15 the the DT cord-302553-d0hk4ipg 602 16 Creative Creative NNP cord-302553-d0hk4ipg 602 17 Commons Commons NNP cord-302553-d0hk4ipg 602 18 Attribution Attribution NNP cord-302553-d0hk4ipg 602 19 ( ( -LRB- cord-302553-d0hk4ipg 602 20 CC CC NNP cord-302553-d0hk4ipg 602 21 BY by IN cord-302553-d0hk4ipg 602 22 ) ) -RRB- cord-302553-d0hk4ipg 602 23 license license NN cord-302553-d0hk4ipg 603 1 The the DT cord-302553-d0hk4ipg 603 2 authors author NNS cord-302553-d0hk4ipg 603 3 declare declare VBP cord-302553-d0hk4ipg 603 4 no no DT cord-302553-d0hk4ipg 603 5 conflict conflict NN cord-302553-d0hk4ipg 603 6 of of IN cord-302553-d0hk4ipg 603 7 interest interest NN cord-302553-d0hk4ipg 603 8 . . . cord-302553-d0hk4ipg 604 1 The the DT cord-302553-d0hk4ipg 604 2 authors author NNS cord-302553-d0hk4ipg 604 3 declare declare VBP cord-302553-d0hk4ipg 604 4 that that IN cord-302553-d0hk4ipg 604 5 we -PRON- PRP cord-302553-d0hk4ipg 604 6 have have VBP cord-302553-d0hk4ipg 604 7 no no DT cord-302553-d0hk4ipg 604 8 financial financial JJ cord-302553-d0hk4ipg 604 9 and and CC cord-302553-d0hk4ipg 604 10 personal personal JJ cord-302553-d0hk4ipg 604 11 relationships relationship NNS cord-302553-d0hk4ipg 604 12 with with IN cord-302553-d0hk4ipg 604 13 other other JJ cord-302553-d0hk4ipg 604 14 people people NNS cord-302553-d0hk4ipg 604 15 or or CC cord-302553-d0hk4ipg 604 16 organizations organization NNS cord-302553-d0hk4ipg 604 17 that that WDT cord-302553-d0hk4ipg 604 18 can can MD cord-302553-d0hk4ipg 604 19 inappropriately inappropriately RB cord-302553-d0hk4ipg 604 20 influence influence VB cord-302553-d0hk4ipg 604 21 our -PRON- PRP$ cord-302553-d0hk4ipg 604 22 work work NN cord-302553-d0hk4ipg 604 23 , , , cord-302553-d0hk4ipg 604 24 there there EX cord-302553-d0hk4ipg 604 25 is be VBZ cord-302553-d0hk4ipg 604 26 no no DT cord-302553-d0hk4ipg 604 27 professional professional JJ cord-302553-d0hk4ipg 604 28 or or CC cord-302553-d0hk4ipg 604 29 other other JJ cord-302553-d0hk4ipg 604 30 personal personal JJ cord-302553-d0hk4ipg 604 31 interest interest NN cord-302553-d0hk4ipg 604 32 of of IN cord-302553-d0hk4ipg 604 33 any any DT cord-302553-d0hk4ipg 604 34 nature nature NN cord-302553-d0hk4ipg 604 35 or or CC cord-302553-d0hk4ipg 604 36 kind kind NN cord-302553-d0hk4ipg 604 37 in in RB cord-302553-d0hk4ipg 604 38 any any DT cord-302553-d0hk4ipg 604 39 product product NN cord-302553-d0hk4ipg 604 40 , , , cord-302553-d0hk4ipg 604 41 service service NN cord-302553-d0hk4ipg 604 42 or or CC cord-302553-d0hk4ipg 604 43 company company NN cord-302553-d0hk4ipg 604 44 that that WDT cord-302553-d0hk4ipg 604 45 could could MD cord-302553-d0hk4ipg 604 46 be be VB cord-302553-d0hk4ipg 604 47 construed construe VBN cord-302553-d0hk4ipg 604 48 as as IN cord-302553-d0hk4ipg 604 49 influencing influence VBG cord-302553-d0hk4ipg 604 50 the the DT cord-302553-d0hk4ipg 604 51 position position NN cord-302553-d0hk4ipg 604 52 presented present VBN cord-302553-d0hk4ipg 604 53 in in IN cord-302553-d0hk4ipg 604 54 , , , cord-302553-d0hk4ipg 604 55 or or CC cord-302553-d0hk4ipg 604 56 the the DT cord-302553-d0hk4ipg 604 57 review review NN cord-302553-d0hk4ipg 604 58 of of IN cord-302553-d0hk4ipg 604 59 , , , cord-302553-d0hk4ipg 604 60 the the DT cord-302553-d0hk4ipg 604 61 manuscript manuscript NN cord-302553-d0hk4ipg 604 62 entitled entitle VBN cord-302553-d0hk4ipg 604 63 . . .