id sid tid token lemma pos qz20sq90g5d 1 1 the the DET qz20sq90g5d 1 2 internet internet NOUN qz20sq90g5d 1 3 today today NOUN qz20sq90g5d 1 4 is be AUX qz20sq90g5d 1 5 actively actively ADV qz20sq90g5d 1 6 embracing embrace VERB qz20sq90g5d 1 7 the the DET qz20sq90g5d 1 8 evolution evolution NOUN qz20sq90g5d 1 9 of of ADP qz20sq90g5d 1 10 mobilization mobilization NOUN qz20sq90g5d 1 11 . . PUNCT qz20sq90g5d 2 1 in in ADP qz20sq90g5d 2 2 2017 2017 NUM qz20sq90g5d 2 3 , , PUNCT qz20sq90g5d 2 4 mobile mobile ADJ qz20sq90g5d 2 5 devices device NOUN qz20sq90g5d 2 6 consumed consume VERB qz20sq90g5d 2 7 68 68 NUM qz20sq90g5d 2 8 % % NOUN qz20sq90g5d 2 9 of of ADP qz20sq90g5d 2 10 overall overall ADJ qz20sq90g5d 2 11 internet internet NOUN qz20sq90g5d 2 12 traffic traffic NOUN qz20sq90g5d 2 13 . . PUNCT qz20sq90g5d 3 1 this this DET qz20sq90g5d 3 2 number number NOUN qz20sq90g5d 3 3 is be AUX qz20sq90g5d 3 4 expected expect VERB qz20sq90g5d 3 5 to to PART qz20sq90g5d 3 6 grow grow VERB qz20sq90g5d 3 7 sevenfold sevenfold NUM qz20sq90g5d 3 8 in in ADP qz20sq90g5d 3 9 the the DET qz20sq90g5d 3 10 next next ADJ qz20sq90g5d 3 11 five five NUM qz20sq90g5d 3 12 years year NOUN qz20sq90g5d 3 13 . . PUNCT qz20sq90g5d 4 1 due due ADP qz20sq90g5d 4 2 to to ADP qz20sq90g5d 4 3 the the DET qz20sq90g5d 4 4 limited limited ADJ qz20sq90g5d 4 5 resources resource NOUN qz20sq90g5d 4 6 on on ADP qz20sq90g5d 4 7 wireless wireless ADJ qz20sq90g5d 4 8 spectrum spectrum NOUN qz20sq90g5d 4 9 , , PUNCT qz20sq90g5d 4 10 the the DET qz20sq90g5d 4 11 relentlessly relentlessly ADV qz20sq90g5d 4 12 growing grow VERB qz20sq90g5d 4 13 mobile mobile ADJ qz20sq90g5d 4 14 data datum NOUN qz20sq90g5d 4 15 demand demand NOUN qz20sq90g5d 4 16 can can AUX qz20sq90g5d 4 17 portend portend VERB qz20sq90g5d 4 18 an an DET qz20sq90g5d 4 19 ominous ominous ADJ qz20sq90g5d 4 20 future future NOUN qz20sq90g5d 4 21 for for ADP qz20sq90g5d 4 22 the the DET qz20sq90g5d 4 23 quality quality NOUN qz20sq90g5d 4 24 of of ADP qz20sq90g5d 4 25 experience experience NOUN qz20sq90g5d 4 26 ( ( PUNCT qz20sq90g5d 4 27 qoe qoe PROPN qz20sq90g5d 4 28 ) ) PUNCT qz20sq90g5d 4 29 on on ADP qz20sq90g5d 4 30 mobile mobile ADJ qz20sq90g5d 4 31 networks network NOUN qz20sq90g5d 4 32 ( ( PUNCT qz20sq90g5d 4 33 e.g. e.g. ADV qz20sq90g5d 4 34 , , PUNCT qz20sq90g5d 4 35 wifi wifi NOUN qz20sq90g5d 4 36 and and CCONJ qz20sq90g5d 4 37 cellular cellular ADJ qz20sq90g5d 4 38 ) ) PUNCT qz20sq90g5d 4 39 . . PUNCT qz20sq90g5d 5 1 in in ADP qz20sq90g5d 5 2 addition addition NOUN qz20sq90g5d 5 3 , , PUNCT qz20sq90g5d 5 4 with with ADP qz20sq90g5d 5 5 the the DET qz20sq90g5d 5 6 dynamics dynamic NOUN qz20sq90g5d 5 7 of of ADP qz20sq90g5d 5 8 the the DET qz20sq90g5d 5 9 wireless wireless ADJ qz20sq90g5d 5 10 channels channel NOUN qz20sq90g5d 5 11 , , PUNCT qz20sq90g5d 5 12 the the DET qz20sq90g5d 5 13 performance performance NOUN qz20sq90g5d 5 14 on on ADP qz20sq90g5d 5 15 mobile mobile ADJ qz20sq90g5d 5 16 networks network NOUN qz20sq90g5d 5 17 tends tend VERB qz20sq90g5d 5 18 to to PART qz20sq90g5d 5 19 vary vary VERB qz20sq90g5d 5 20 significantly significantly ADV qz20sq90g5d 5 21 often often ADV qz20sq90g5d 5 22 making make VERB qz20sq90g5d 5 23 the the DET qz20sq90g5d 5 24 wireless wireless ADJ qz20sq90g5d 5 25 link link NOUN qz20sq90g5d 5 26 as as ADP qz20sq90g5d 5 27 the the DET qz20sq90g5d 5 28 bottleneck bottleneck NOUN qz20sq90g5d 5 29 to to PART qz20sq90g5d 5 30 decide decide VERB qz20sq90g5d 5 31 qoe qoe PROPN qz20sq90g5d 5 32 . . PUNCT qz20sq90g5d 6 1 network network NOUN qz20sq90g5d 6 2 characterization characterization NOUN qz20sq90g5d 6 3 is be AUX qz20sq90g5d 6 4 a a DET qz20sq90g5d 6 5 tool tool NOUN qz20sq90g5d 6 6 to to PART qz20sq90g5d 6 7 understand understand VERB qz20sq90g5d 6 8 the the DET qz20sq90g5d 6 9 performance performance NOUN qz20sq90g5d 6 10 of of ADP qz20sq90g5d 6 11 mobile mobile ADJ qz20sq90g5d 6 12 networks network NOUN qz20sq90g5d 6 13 . . PUNCT qz20sq90g5d 7 1 unfortunately unfortunately ADV qz20sq90g5d 7 2 , , PUNCT qz20sq90g5d 7 3 existing existing ADJ qz20sq90g5d 7 4 solutions solution NOUN qz20sq90g5d 7 5 are be AUX qz20sq90g5d 7 6 either either ADV qz20sq90g5d 7 7 cumbersome cumbersome ADJ qz20sq90g5d 7 8 or or CCONJ qz20sq90g5d 7 9 inaccurate inaccurate ADJ qz20sq90g5d 7 10 . . PUNCT qz20sq90g5d 8 1 some some PRON qz20sq90g5d 8 2 are be AUX qz20sq90g5d 8 3 effective effective ADJ qz20sq90g5d 8 4 but but CCONJ qz20sq90g5d 8 5 the the DET qz20sq90g5d 8 6 cost cost NOUN qz20sq90g5d 8 7 is be AUX qz20sq90g5d 8 8 prohibitively prohibitively ADV qz20sq90g5d 8 9 expensive expensive ADJ qz20sq90g5d 8 10 ( ( PUNCT qz20sq90g5d 8 11 e.g. e.g. ADV qz20sq90g5d 8 12 , , PUNCT qz20sq90g5d 8 13 cost cost VERB qz20sq90g5d 8 14 tens ten NOUN qz20sq90g5d 8 15 of of ADP qz20sq90g5d 8 16 megabyte megabyte NOUN qz20sq90g5d 8 17 data datum NOUN qz20sq90g5d 8 18 and and CCONJ qz20sq90g5d 8 19 take take VERB qz20sq90g5d 8 20 the the DET qz20sq90g5d 8 21 order order NOUN qz20sq90g5d 8 22 of of ADP qz20sq90g5d 8 23 tens ten NOUN qz20sq90g5d 8 24 of of ADP qz20sq90g5d 8 25 seconds second NOUN qz20sq90g5d 8 26 to to PART qz20sq90g5d 8 27 finish finish VERB qz20sq90g5d 8 28 ) ) PUNCT qz20sq90g5d 8 29 . . PUNCT qz20sq90g5d 9 1 other other ADJ qz20sq90g5d 9 2 methods method NOUN qz20sq90g5d 9 3 are be AUX qz20sq90g5d 9 4 lightweight lightweight ADJ qz20sq90g5d 9 5 but but CCONJ qz20sq90g5d 9 6 yield yield VERB qz20sq90g5d 9 7 low low ADJ qz20sq90g5d 9 8 accuracy accuracy NOUN qz20sq90g5d 9 9 . . PUNCT qz20sq90g5d 10 1 critically critically ADV qz20sq90g5d 10 2 , , PUNCT qz20sq90g5d 10 3 the the DET qz20sq90g5d 10 4 different different ADJ qz20sq90g5d 10 5 transmission transmission NOUN qz20sq90g5d 10 6 schemes scheme NOUN qz20sq90g5d 10 7 under under ADP qz20sq90g5d 10 8 modern modern ADJ qz20sq90g5d 10 9 mobile mobile ADJ qz20sq90g5d 10 10 networks network NOUN qz20sq90g5d 10 11 make make VERB qz20sq90g5d 10 12 conventional conventional ADJ qz20sq90g5d 10 13 characterization characterization NOUN qz20sq90g5d 10 14 methods method NOUN qz20sq90g5d 10 15 fail fail VERB qz20sq90g5d 10 16 due due ADP qz20sq90g5d 10 17 to to ADP qz20sq90g5d 10 18 the the DET qz20sq90g5d 10 19 issues issue NOUN qz20sq90g5d 10 20 with with ADP qz20sq90g5d 10 21 the the DET qz20sq90g5d 10 22 lower low ADJ qz20sq90g5d 10 23 - - PUNCT qz20sq90g5d 10 24 layer layer NOUN qz20sq90g5d 10 25 behaviors behavior NOUN qz20sq90g5d 10 26 . . PUNCT qz20sq90g5d 11 1 therefore therefore ADV qz20sq90g5d 11 2 , , PUNCT qz20sq90g5d 11 3 the the DET qz20sq90g5d 11 4 key key ADJ qz20sq90g5d 11 5 challenge challenge NOUN qz20sq90g5d 11 6 is be AUX qz20sq90g5d 11 7 how how SCONJ qz20sq90g5d 11 8 to to PART qz20sq90g5d 11 9 conduct conduct VERB qz20sq90g5d 11 10 mobile mobile ADJ qz20sq90g5d 11 11 network network NOUN qz20sq90g5d 11 12 characterization characterization NOUN qz20sq90g5d 11 13 in in ADP qz20sq90g5d 11 14 an an DET qz20sq90g5d 11 15 accurate accurate ADJ qz20sq90g5d 11 16 and and CCONJ qz20sq90g5d 11 17 efficient efficient ADJ qz20sq90g5d 11 18 manner.in manner.in NUM qz20sq90g5d 11 19 this this DET qz20sq90g5d 11 20 dissertation dissertation NOUN qz20sq90g5d 11 21 , , PUNCT qz20sq90g5d 11 22 i i PRON qz20sq90g5d 11 23 propose propose VERB qz20sq90g5d 11 24 a a DET qz20sq90g5d 11 25 test test NOUN qz20sq90g5d 11 26 suite suite NOUN qz20sq90g5d 11 27 of of ADP qz20sq90g5d 11 28 mobile mobile ADJ qz20sq90g5d 11 29 network network NOUN qz20sq90g5d 11 30 characterization characterization NOUN qz20sq90g5d 11 31 using use VERB qz20sq90g5d 11 32 both both CCONJ qz20sq90g5d 11 33 active active ADJ qz20sq90g5d 11 34 and and CCONJ qz20sq90g5d 11 35 passive passive ADJ qz20sq90g5d 11 36 approaches approach NOUN qz20sq90g5d 11 37 on on ADP qz20sq90g5d 11 38 wifi wifi NOUN qz20sq90g5d 11 39 and and CCONJ qz20sq90g5d 11 40 cellular cellular ADJ qz20sq90g5d 11 41 networks network NOUN qz20sq90g5d 11 42 . . PUNCT qz20sq90g5d 12 1 by by ADP qz20sq90g5d 12 2 carefully carefully ADV qz20sq90g5d 12 3 studying study VERB qz20sq90g5d 12 4 the the DET qz20sq90g5d 12 5 data datum NOUN qz20sq90g5d 12 6 transmission transmission NOUN qz20sq90g5d 12 7 behaviors behavior NOUN qz20sq90g5d 12 8 at at ADP qz20sq90g5d 12 9 the the DET qz20sq90g5d 12 10 lower low ADJ qz20sq90g5d 12 11 layers layer NOUN qz20sq90g5d 12 12 ( ( PUNCT qz20sq90g5d 12 13 e.g. e.g. ADV qz20sq90g5d 12 14 , , PUNCT qz20sq90g5d 12 15 the the DET qz20sq90g5d 12 16 physical physical ADJ qz20sq90g5d 12 17 layer layer NOUN qz20sq90g5d 12 18 ) ) PUNCT qz20sq90g5d 12 19 , , PUNCT qz20sq90g5d 12 20 my my PRON qz20sq90g5d 12 21 approach approach NOUN qz20sq90g5d 12 22 manipulates manipulate VERB qz20sq90g5d 12 23 the the DET qz20sq90g5d 12 24 observations observation NOUN qz20sq90g5d 12 25 of of ADP qz20sq90g5d 12 26 traffic traffic NOUN qz20sq90g5d 12 27 patterns pattern NOUN qz20sq90g5d 12 28 on on ADP qz20sq90g5d 12 29 the the DET qz20sq90g5d 12 30 upper upper ADJ qz20sq90g5d 12 31 layers layer NOUN qz20sq90g5d 12 32 ( ( PUNCT qz20sq90g5d 12 33 e.g. e.g. ADV qz20sq90g5d 12 34 , , PUNCT qz20sq90g5d 12 35 the the DET qz20sq90g5d 12 36 transport transport NOUN qz20sq90g5d 12 37 layer layer NOUN qz20sq90g5d 12 38 ) ) PUNCT qz20sq90g5d 12 39 to to PART qz20sq90g5d 12 40 enable enable VERB qz20sq90g5d 12 41 accurate accurate ADJ qz20sq90g5d 12 42 and and CCONJ qz20sq90g5d 12 43 efficient efficient ADJ qz20sq90g5d 12 44 characterization characterization NOUN qz20sq90g5d 12 45 methods method NOUN qz20sq90g5d 12 46 . . PUNCT qz20sq90g5d 13 1 specifically specifically ADV qz20sq90g5d 13 2 , , PUNCT qz20sq90g5d 13 3 in in ADP qz20sq90g5d 13 4 this this DET qz20sq90g5d 13 5 dissertation dissertation NOUN qz20sq90g5d 13 6 , , PUNCT qz20sq90g5d 13 7 i i PRON qz20sq90g5d 13 8 design design VERB qz20sq90g5d 13 9 two two NUM qz20sq90g5d 13 10 active active ADJ qz20sq90g5d 13 11 available available ADJ qz20sq90g5d 13 12 bandwidth bandwidth ADJ qz20sq90g5d 13 13 estimation estimation NOUN qz20sq90g5d 13 14 tools tool NOUN qz20sq90g5d 13 15 focusing focus VERB qz20sq90g5d 13 16 on on ADP qz20sq90g5d 13 17 wifi wifi NOUN qz20sq90g5d 13 18 and and CCONJ qz20sq90g5d 13 19 lte lte NOUN qz20sq90g5d 13 20 networks network NOUN qz20sq90g5d 13 21 . . PUNCT qz20sq90g5d 14 1 by by ADP qz20sq90g5d 14 2 leveraging leverage VERB qz20sq90g5d 14 3 the the DET qz20sq90g5d 14 4 aggregation aggregation NOUN qz20sq90g5d 14 5 / / SYM qz20sq90g5d 14 6 batching batching NOUN qz20sq90g5d 14 7 properties property NOUN qz20sq90g5d 14 8 on on ADP qz20sq90g5d 14 9 wifi wifi NOUN qz20sq90g5d 14 10 and and CCONJ qz20sq90g5d 14 11 lte lte PROPN qz20sq90g5d 14 12 , , PUNCT qz20sq90g5d 14 13 i i PRON qz20sq90g5d 14 14 design design VERB qz20sq90g5d 14 15 a a DET qz20sq90g5d 14 16 probe probe NOUN qz20sq90g5d 14 17 packet packet NOUN qz20sq90g5d 14 18 train train NOUN qz20sq90g5d 14 19 that that PRON qz20sq90g5d 14 20 utilizes utilize VERB qz20sq90g5d 14 21 the the DET qz20sq90g5d 14 22 concept concept NOUN qz20sq90g5d 14 23 of of ADP qz20sq90g5d 14 24 self self NOUN qz20sq90g5d 14 25 - - PUNCT qz20sq90g5d 14 26 induced induce VERB qz20sq90g5d 14 27 congestion congestion NOUN qz20sq90g5d 14 28 . . PUNCT qz20sq90g5d 15 1 i i PRON qz20sq90g5d 15 2 implement implement VERB qz20sq90g5d 15 3 the the DET qz20sq90g5d 15 4 estimation estimation NOUN qz20sq90g5d 15 5 tools tool NOUN qz20sq90g5d 15 6 in in ADP qz20sq90g5d 15 7 an an DET qz20sq90g5d 15 8 http http NOUN qz20sq90g5d 15 9 - - PUNCT qz20sq90g5d 15 10 based base VERB qz20sq90g5d 15 11 platform platform NOUN qz20sq90g5d 15 12 – – PUNCT qz20sq90g5d 15 13 fmnc fmnc PROPN qz20sq90g5d 15 14 ( ( PUNCT qz20sq90g5d 15 15 fast fast ADJ qz20sq90g5d 15 16 mobile mobile ADJ qz20sq90g5d 15 17 network network NOUN qz20sq90g5d 15 18 characterization characterization NOUN qz20sq90g5d 15 19 ) ) PUNCT qz20sq90g5d 15 20 . . PUNCT qz20sq90g5d 16 1 this this DET qz20sq90g5d 16 2 system system NOUN qz20sq90g5d 16 3 is be AUX qz20sq90g5d 16 4 designed design VERB qz20sq90g5d 16 5 to to PART qz20sq90g5d 16 6 transmit transmit VERB qz20sq90g5d 16 7 packet packet NOUN qz20sq90g5d 16 8 sequence sequence NOUN qz20sq90g5d 16 9 in in ADP qz20sq90g5d 16 10 a a DET qz20sq90g5d 16 11 sliced slice VERB qz20sq90g5d 16 12 , , PUNCT qz20sq90g5d 16 13 structured structure VERB qz20sq90g5d 16 14 , , PUNCT qz20sq90g5d 16 15 and and CCONJ qz20sq90g5d 16 16 reordered reorder VERB qz20sq90g5d 16 17 manner manner NOUN qz20sq90g5d 16 18 . . PUNCT qz20sq90g5d 17 1 this this DET qz20sq90g5d 17 2 feature feature NOUN qz20sq90g5d 17 3 enables enable VERB qz20sq90g5d 17 4 mobile mobile ADJ qz20sq90g5d 17 5 users user NOUN qz20sq90g5d 17 6 to to PART qz20sq90g5d 17 7 run run VERB qz20sq90g5d 17 8 the the DET qz20sq90g5d 17 9 designed design VERB qz20sq90g5d 17 10 tests test NOUN qz20sq90g5d 17 11 without without ADP qz20sq90g5d 17 12 installing instal VERB qz20sq90g5d 17 13 a a DET qz20sq90g5d 17 14 dedicated dedicated ADJ qz20sq90g5d 17 15 application application NOUN qz20sq90g5d 17 16 on on ADP qz20sq90g5d 17 17 the the DET qz20sq90g5d 17 18 client client NOUN qz20sq90g5d 17 19 side side NOUN qz20sq90g5d 17 20 . . PUNCT qz20sq90g5d 18 1 in in ADP qz20sq90g5d 18 2 addition addition NOUN qz20sq90g5d 18 3 to to ADP qz20sq90g5d 18 4 the the DET qz20sq90g5d 18 5 active active ADJ qz20sq90g5d 18 6 approaches approach NOUN qz20sq90g5d 18 7 , , PUNCT qz20sq90g5d 18 8 i i PRON qz20sq90g5d 18 9 also also ADV qz20sq90g5d 18 10 propose propose VERB qz20sq90g5d 18 11 an an DET qz20sq90g5d 18 12 efficient efficient ADJ qz20sq90g5d 18 13 passive passive ADJ qz20sq90g5d 18 14 client client NOUN qz20sq90g5d 18 15 - - PUNCT qz20sq90g5d 18 16 side side NOUN qz20sq90g5d 18 17 traffic traffic NOUN qz20sq90g5d 18 18 characterization characterization NOUN qz20sq90g5d 18 19 method method NOUN qz20sq90g5d 18 20 on on ADP qz20sq90g5d 18 21 wifi wifi NOUN qz20sq90g5d 18 22 networks network NOUN qz20sq90g5d 18 23 . . PUNCT qz20sq90g5d 19 1 by by ADP qz20sq90g5d 19 2 exploiting exploit VERB qz20sq90g5d 19 3 the the DET qz20sq90g5d 19 4 frame frame NOUN qz20sq90g5d 19 5 aggregation aggregation NOUN qz20sq90g5d 19 6 feature feature NOUN qz20sq90g5d 19 7 on on ADP qz20sq90g5d 19 8 wifi wifi NOUN qz20sq90g5d 19 9 , , PUNCT qz20sq90g5d 19 10 the the DET qz20sq90g5d 19 11 method method NOUN qz20sq90g5d 19 12 can can AUX qz20sq90g5d 19 13 piggyback piggyback VERB qz20sq90g5d 19 14 on on ADP qz20sq90g5d 19 15 a a DET qz20sq90g5d 19 16 wifi wifi NOUN qz20sq90g5d 19 17 scan scan ADJ qz20sq90g5d 19 18 operation operation NOUN qz20sq90g5d 19 19 and and CCONJ qz20sq90g5d 19 20 achieve achieve VERB qz20sq90g5d 19 21 accurate accurate ADJ qz20sq90g5d 19 22 traffic traffic NOUN qz20sq90g5d 19 23 characterization characterization NOUN qz20sq90g5d 19 24 with with ADP qz20sq90g5d 19 25 minimal minimal ADJ qz20sq90g5d 19 26 traffic traffic NOUN qz20sq90g5d 19 27 capture capture NOUN qz20sq90g5d 19 28 ( ( PUNCT qz20sq90g5d 19 29 i.e. i.e. X qz20sq90g5d 19 30 , , PUNCT qz20sq90g5d 19 31 control control PROPN qz20sq90g5d 19 32 traffic traffic NOUN qz20sq90g5d 19 33 only only ADV qz20sq90g5d 19 34 ) ) PUNCT qz20sq90g5d 19 35 . . PUNCT qz20sq90g5d 20 1 i i PRON qz20sq90g5d 20 2 conduct conduct VERB qz20sq90g5d 20 3 two two NUM qz20sq90g5d 20 4 case case NOUN qz20sq90g5d 20 5 studies study NOUN qz20sq90g5d 20 6 using use VERB qz20sq90g5d 20 7 the the DET qz20sq90g5d 20 8 passive passive ADJ qz20sq90g5d 20 9 characterization characterization NOUN qz20sq90g5d 20 10 method method NOUN qz20sq90g5d 20 11 : : PUNCT qz20sq90g5d 20 12 a a DET qz20sq90g5d 20 13 real real ADJ qz20sq90g5d 20 14 - - PUNCT qz20sq90g5d 20 15 world world NOUN qz20sq90g5d 20 16 measurement measurement NOUN qz20sq90g5d 20 17 case case NOUN qz20sq90g5d 20 18 and and CCONJ qz20sq90g5d 20 19 an an DET qz20sq90g5d 20 20 application application NOUN qz20sq90g5d 20 21 case case NOUN qz20sq90g5d 20 22 in in ADP qz20sq90g5d 20 23 video video NOUN qz20sq90g5d 20 24 streaming streaming NOUN qz20sq90g5d 20 25 . . PUNCT qz20sq90g5d 21 1 the the DET qz20sq90g5d 21 2 measurement measurement NOUN qz20sq90g5d 21 3 study study NOUN qz20sq90g5d 21 4 reveals reveal VERB qz20sq90g5d 21 5 interesting interesting ADJ qz20sq90g5d 21 6 observations observation NOUN qz20sq90g5d 21 7 under under ADP qz20sq90g5d 21 8 different different ADJ qz20sq90g5d 21 9 network network NOUN qz20sq90g5d 21 10 scenarios scenario NOUN qz20sq90g5d 21 11 . . PUNCT qz20sq90g5d 22 1 the the DET qz20sq90g5d 22 2 application application NOUN qz20sq90g5d 22 3 case case NOUN qz20sq90g5d 22 4 helps help VERB qz20sq90g5d 22 5 improve improve VERB qz20sq90g5d 22 6 stall stall ADJ qz20sq90g5d 22 7 rate rate NOUN qz20sq90g5d 22 8 of of ADP qz20sq90g5d 22 9 video video NOUN qz20sq90g5d 22 10 streaming streaming NOUN qz20sq90g5d 22 11 under under ADP qz20sq90g5d 22 12 wifi wifi NOUN qz20sq90g5d 22 13 . . PUNCT qz20sq90g5d 23 1 overall overall ADV qz20sq90g5d 23 2 , , PUNCT qz20sq90g5d 23 3 all all DET qz20sq90g5d 23 4 the the DET qz20sq90g5d 23 5 proposed propose VERB qz20sq90g5d 23 6 methods method NOUN qz20sq90g5d 23 7 / / SYM qz20sq90g5d 23 8 applications application NOUN qz20sq90g5d 23 9 in in ADP qz20sq90g5d 23 10 this this DET qz20sq90g5d 23 11 dissertation dissertation NOUN qz20sq90g5d 23 12 have have AUX qz20sq90g5d 23 13 been be AUX qz20sq90g5d 23 14 carefully carefully ADV qz20sq90g5d 23 15 evaluated evaluate VERB qz20sq90g5d 23 16 through through ADP qz20sq90g5d 23 17 extensive extensive ADJ qz20sq90g5d 23 18 in in ADP qz20sq90g5d 23 19 - - PUNCT qz20sq90g5d 23 20 lab lab NOUN qz20sq90g5d 23 21 and and CCONJ qz20sq90g5d 23 22 real real ADJ qz20sq90g5d 23 23 - - PUNCT qz20sq90g5d 23 24 world world NOUN qz20sq90g5d 23 25 experiments experiment NOUN qz20sq90g5d 23 26 . . PUNCT