id sid tid token lemma pos cord-327363-z30zoogs 1 1 key key JJ cord-327363-z30zoogs 1 2 : : : cord-327363-z30zoogs 1 3 cord-327363-z30zoogs cord-327363-z30zoog NNS cord-327363-z30zoogs 1 4 authors author NNS cord-327363-z30zoogs 1 5 : : : cord-327363-z30zoogs 1 6 Neve Neve NNP cord-327363-z30zoogs 1 7 , , , cord-327363-z30zoogs 1 8 D. D. NNP cord-327363-z30zoogs 1 9 ; ; : cord-327363-z30zoogs 1 10 Patel Patel NNP cord-327363-z30zoogs 1 11 , , , cord-327363-z30zoogs 1 12 H. H. NNP cord-327363-z30zoogs 1 13 ; ; : cord-327363-z30zoogs 1 14 Dhiman Dhiman NNP cord-327363-z30zoogs 1 15 , , , cord-327363-z30zoogs 1 16 H. H. NNP cord-327363-z30zoogs 1 17 S. S. NNP cord-327363-z30zoogs 1 18 title title NN cord-327363-z30zoogs 1 19 : : : cord-327363-z30zoogs 2 1 On on IN cord-327363-z30zoogs 2 2 Modeling Modeling NNP cord-327363-z30zoogs 2 3 of of IN cord-327363-z30zoogs 2 4 COVID-19 covid-19 NN cord-327363-z30zoogs 2 5 for for IN cord-327363-z30zoogs 2 6 the the DT cord-327363-z30zoogs 2 7 Indian Indian NNP cord-327363-z30zoogs 2 8 Subcontinent Subcontinent NNP cord-327363-z30zoogs 2 9 using use VBG cord-327363-z30zoogs 2 10 Polynomial Polynomial NNP cord-327363-z30zoogs 2 11 and and CC cord-327363-z30zoogs 2 12 Supervised Supervised NNP cord-327363-z30zoogs 2 13 Learning Learning NNP cord-327363-z30zoogs 2 14 Regression regression NN cord-327363-z30zoogs 2 15 date date NN cord-327363-z30zoogs 2 16 : : : cord-327363-z30zoogs 2 17 2020 2020 CD cord-327363-z30zoogs 2 18 - - SYM cord-327363-z30zoogs 2 19 10 10 CD cord-327363-z30zoogs 2 20 - - SYM cord-327363-z30zoogs 2 21 16 16 CD cord-327363-z30zoogs 2 22 journal journal NN cord-327363-z30zoogs 2 23 : : : cord-327363-z30zoogs 2 24 nan nan NNP cord-327363-z30zoogs 2 25 DOI DOI NNP cord-327363-z30zoogs 2 26 : : : cord-327363-z30zoogs 2 27 10.1101/2020.10.14.20212563 10.1101/2020.10.14.20212563 CD cord-327363-z30zoogs 3 1 sha sha NNP cord-327363-z30zoogs 3 2 : : : cord-327363-z30zoogs 4 1 ab7ac0ce8f2fb8e812428b7fe637d1c89c5c8146 ab7ac0ce8f2fb8e812428b7fe637d1c89c5c8146 NNP cord-327363-z30zoogs 5 1 doc_id doc_id CD cord-327363-z30zoogs 5 2 : : : cord-327363-z30zoogs 5 3 327363 327363 CD cord-327363-z30zoogs 5 4 cord_uid cord_uid NNS cord-327363-z30zoogs 5 5 : : : cord-327363-z30zoogs 5 6 z30zoogs z30zoogs XX cord-327363-z30zoogs 6 1 COVID-19 COVID-19 NNP cord-327363-z30zoogs 6 2 , , , cord-327363-z30zoogs 6 3 a a DT cord-327363-z30zoogs 6 4 recently recently RB cord-327363-z30zoogs 6 5 declared declare VBN cord-327363-z30zoogs 6 6 pandemic pandemic NN cord-327363-z30zoogs 6 7 by by IN cord-327363-z30zoogs 6 8 WHO who WP cord-327363-z30zoogs 6 9 has have VBZ cord-327363-z30zoogs 6 10 taken take VBN cord-327363-z30zoogs 6 11 the the DT cord-327363-z30zoogs 6 12 world world NN cord-327363-z30zoogs 6 13 by by IN cord-327363-z30zoogs 6 14 storm storm NN cord-327363-z30zoogs 6 15 causing cause VBG cord-327363-z30zoogs 6 16 catastrophic catastrophic JJ cord-327363-z30zoogs 6 17 damage damage NN cord-327363-z30zoogs 6 18 to to IN cord-327363-z30zoogs 6 19 human human JJ cord-327363-z30zoogs 6 20 life life NN cord-327363-z30zoogs 6 21 . . . cord-327363-z30zoogs 7 1 The the DT cord-327363-z30zoogs 7 2 novel novel JJ cord-327363-z30zoogs 7 3 cornonavirus cornonavirus NNP cord-327363-z30zoogs 7 4 disease disease NN cord-327363-z30zoogs 7 5 was be VBD cord-327363-z30zoogs 7 6 first first RB cord-327363-z30zoogs 7 7 incepted incepte VBN cord-327363-z30zoogs 7 8 in in IN cord-327363-z30zoogs 7 9 the the DT cord-327363-z30zoogs 7 10 Wuhan Wuhan NNP cord-327363-z30zoogs 7 11 city city NN cord-327363-z30zoogs 7 12 of of IN cord-327363-z30zoogs 7 13 China China NNP cord-327363-z30zoogs 7 14 on on IN cord-327363-z30zoogs 7 15 31st 31st JJ cord-327363-z30zoogs 7 16 December December NNP cord-327363-z30zoogs 7 17 2019 2019 CD cord-327363-z30zoogs 7 18 . . . cord-327363-z30zoogs 8 1 The the DT cord-327363-z30zoogs 8 2 symptoms symptom NNS cord-327363-z30zoogs 8 3 include include VBP cord-327363-z30zoogs 8 4 fever fever NN cord-327363-z30zoogs 8 5 , , , cord-327363-z30zoogs 8 6 cough cough NN cord-327363-z30zoogs 8 7 , , , cord-327363-z30zoogs 8 8 fatigue fatigue NN cord-327363-z30zoogs 8 9 , , , cord-327363-z30zoogs 8 10 shortness shortness NN cord-327363-z30zoogs 8 11 of of IN cord-327363-z30zoogs 8 12 breath breath NN cord-327363-z30zoogs 8 13 or or CC cord-327363-z30zoogs 8 14 breathing breathing NN cord-327363-z30zoogs 8 15 difficulties difficulty NNS cord-327363-z30zoogs 8 16 , , , cord-327363-z30zoogs 8 17 and and CC cord-327363-z30zoogs 8 18 loss loss NN cord-327363-z30zoogs 8 19 of of IN cord-327363-z30zoogs 8 20 smell smell NN cord-327363-z30zoogs 8 21 and and CC cord-327363-z30zoogs 8 22 taste taste NN cord-327363-z30zoogs 8 23 . . . cord-327363-z30zoogs 9 1 Since since IN cord-327363-z30zoogs 9 2 the the DT cord-327363-z30zoogs 9 3 devastating devastating JJ cord-327363-z30zoogs 9 4 phenomenon phenomenon NN cord-327363-z30zoogs 9 5 is be VBZ cord-327363-z30zoogs 9 6 essentially essentially RB cord-327363-z30zoogs 9 7 a a DT cord-327363-z30zoogs 9 8 time time NN cord-327363-z30zoogs 9 9 - - HYPH cord-327363-z30zoogs 9 10 series series NN cord-327363-z30zoogs 9 11 representation representation NN cord-327363-z30zoogs 9 12 , , , cord-327363-z30zoogs 9 13 accurate accurate JJ cord-327363-z30zoogs 9 14 modeling modeling NN cord-327363-z30zoogs 9 15 may may MD cord-327363-z30zoogs 9 16 benefit benefit VB cord-327363-z30zoogs 9 17 in in IN cord-327363-z30zoogs 9 18 identifying identify VBG cord-327363-z30zoogs 9 19 the the DT cord-327363-z30zoogs 9 20 root root NN cord-327363-z30zoogs 9 21 cause cause NN cord-327363-z30zoogs 9 22 and and CC cord-327363-z30zoogs 9 23 accelerate accelerate VB cord-327363-z30zoogs 9 24 the the DT cord-327363-z30zoogs 9 25 diagnosis diagnosis NN cord-327363-z30zoogs 9 26 . . . cord-327363-z30zoogs 10 1 In in IN cord-327363-z30zoogs 10 2 the the DT cord-327363-z30zoogs 10 3 current current JJ cord-327363-z30zoogs 10 4 analysis analysis NN cord-327363-z30zoogs 10 5 , , , cord-327363-z30zoogs 10 6 COVID-19 COVID-19 NNP cord-327363-z30zoogs 10 7 modeling modeling NN cord-327363-z30zoogs 10 8 is be VBZ cord-327363-z30zoogs 10 9 done do VBN cord-327363-z30zoogs 10 10 for for IN cord-327363-z30zoogs 10 11 the the DT cord-327363-z30zoogs 10 12 Indian Indian NNP cord-327363-z30zoogs 10 13 subcontinent subcontinent NN cord-327363-z30zoogs 10 14 based base VBN cord-327363-z30zoogs 10 15 on on IN cord-327363-z30zoogs 10 16 the the DT cord-327363-z30zoogs 10 17 data datum NNS cord-327363-z30zoogs 10 18 collected collect VBN cord-327363-z30zoogs 10 19 for for IN cord-327363-z30zoogs 10 20 the the DT cord-327363-z30zoogs 10 21 total total JJ cord-327363-z30zoogs 10 22 cases case NNS cord-327363-z30zoogs 10 23 confirmed confirm VBN cord-327363-z30zoogs 10 24 , , , cord-327363-z30zoogs 10 25 daily daily RB cord-327363-z30zoogs 10 26 recovered recover VBN cord-327363-z30zoogs 10 27 , , , cord-327363-z30zoogs 10 28 daily daily JJ cord-327363-z30zoogs 10 29 deaths death NNS cord-327363-z30zoogs 10 30 , , , cord-327363-z30zoogs 10 31 total total JJ cord-327363-z30zoogs 10 32 recovered recovered JJ cord-327363-z30zoogs 10 33 and and CC cord-327363-z30zoogs 10 34 total total JJ cord-327363-z30zoogs 10 35 deaths death NNS cord-327363-z30zoogs 10 36 . . . cord-327363-z30zoogs 11 1 The the DT cord-327363-z30zoogs 11 2 data datum NNS cord-327363-z30zoogs 11 3 is be VBZ cord-327363-z30zoogs 11 4 treated treat VBN cord-327363-z30zoogs 11 5 with with IN cord-327363-z30zoogs 11 6 total total JJ cord-327363-z30zoogs 11 7 confirmed confirm VBN cord-327363-z30zoogs 11 8 cases case NNS cord-327363-z30zoogs 11 9 as as IN cord-327363-z30zoogs 11 10 the the DT cord-327363-z30zoogs 11 11 target target NN cord-327363-z30zoogs 11 12 variable variable NN cord-327363-z30zoogs 11 13 and and CC cord-327363-z30zoogs 11 14 rest rest NN cord-327363-z30zoogs 11 15 as as IN cord-327363-z30zoogs 11 16 feature feature NN cord-327363-z30zoogs 11 17 variables variable NNS cord-327363-z30zoogs 11 18 . . . cord-327363-z30zoogs 12 1 It -PRON- PRP cord-327363-z30zoogs 12 2 is be VBZ cord-327363-z30zoogs 12 3 observed observe VBN cord-327363-z30zoogs 12 4 that that IN cord-327363-z30zoogs 12 5 Support support NN cord-327363-z30zoogs 12 6 vector vector NN cord-327363-z30zoogs 12 7 regressions regression NNS cord-327363-z30zoogs 12 8 yields yield NNS cord-327363-z30zoogs 12 9 accurate accurate JJ cord-327363-z30zoogs 12 10 results result NNS cord-327363-z30zoogs 12 11 followed follow VBN cord-327363-z30zoogs 12 12 by by IN cord-327363-z30zoogs 12 13 Polynomial polynomial JJ cord-327363-z30zoogs 12 14 regression regression NN cord-327363-z30zoogs 12 15 . . . cord-327363-z30zoogs 13 1 Random random JJ cord-327363-z30zoogs 13 2 forest forest NN cord-327363-z30zoogs 13 3 regression regression NN cord-327363-z30zoogs 13 4 results result NNS cord-327363-z30zoogs 13 5 in in IN cord-327363-z30zoogs 13 6 overfitting overfitting NN cord-327363-z30zoogs 13 7 followed follow VBN cord-327363-z30zoogs 13 8 by by IN cord-327363-z30zoogs 13 9 poor poor JJ cord-327363-z30zoogs 13 10 Bayesian bayesian JJ cord-327363-z30zoogs 13 11 regression regression NN cord-327363-z30zoogs 13 12 due due IN cord-327363-z30zoogs 13 13 to to IN cord-327363-z30zoogs 13 14 highly highly RB cord-327363-z30zoogs 13 15 correlated correlate VBN cord-327363-z30zoogs 13 16 feature feature NN cord-327363-z30zoogs 13 17 variables variable NNS cord-327363-z30zoogs 13 18 . . . cord-327363-z30zoogs 14 1 Further further RB cord-327363-z30zoogs 14 2 , , , cord-327363-z30zoogs 14 3 in in IN cord-327363-z30zoogs 14 4 order order NN cord-327363-z30zoogs 14 5 to to TO cord-327363-z30zoogs 14 6 examine examine VB cord-327363-z30zoogs 14 7 the the DT cord-327363-z30zoogs 14 8 effect effect NN cord-327363-z30zoogs 14 9 of of IN cord-327363-z30zoogs 14 10 neighbouring neighbouring JJ cord-327363-z30zoogs 14 11 countries country NNS cord-327363-z30zoogs 14 12 , , , cord-327363-z30zoogs 14 13 Pearson Pearson NNP cord-327363-z30zoogs 14 14 correlation correlation NN cord-327363-z30zoogs 14 15 matrix matrix NN cord-327363-z30zoogs 14 16 is be VBZ cord-327363-z30zoogs 14 17 computed compute VBN cord-327363-z30zoogs 14 18 to to TO cord-327363-z30zoogs 14 19 identify identify VB cord-327363-z30zoogs 14 20 geographic geographic JJ cord-327363-z30zoogs 14 21 cause cause NN cord-327363-z30zoogs 14 22 and and CC cord-327363-z30zoogs 14 23 effect effect NN cord-327363-z30zoogs 14 24 . . . cord-327363-z30zoogs 15 1 On on IN cord-327363-z30zoogs 15 2 31 31 CD cord-327363-z30zoogs 15 3 December December NNP cord-327363-z30zoogs 15 4 2019 2019 CD cord-327363-z30zoogs 15 5 , , , cord-327363-z30zoogs 15 6 in in IN cord-327363-z30zoogs 15 7 Wuhan Wuhan NNP cord-327363-z30zoogs 15 8 City City NNP cord-327363-z30zoogs 15 9 , , , cord-327363-z30zoogs 15 10 Hubei Hubei NNP cord-327363-z30zoogs 15 11 Province Province NNP cord-327363-z30zoogs 15 12 of of IN cord-327363-z30zoogs 15 13 China China NNP cord-327363-z30zoogs 15 14 cases case NNS cord-327363-z30zoogs 15 15 of of IN cord-327363-z30zoogs 15 16 unknown unknown JJ cord-327363-z30zoogs 15 17 virus virus NN cord-327363-z30zoogs 15 18 were be VBD cord-327363-z30zoogs 15 19 detected detect VBN cord-327363-z30zoogs 15 20 . . . cord-327363-z30zoogs 16 1 From from IN cord-327363-z30zoogs 16 2 31 31 CD cord-327363-z30zoogs 16 3 December December NNP cord-327363-z30zoogs 16 4 2019 2019 CD cord-327363-z30zoogs 16 5 through through IN cord-327363-z30zoogs 16 6 10 10 CD cord-327363-z30zoogs 16 7 January January NNP cord-327363-z30zoogs 16 8 2020 2020 CD cord-327363-z30zoogs 16 9 , , , cord-327363-z30zoogs 16 10 a a DT cord-327363-z30zoogs 16 11 total total NN cord-327363-z30zoogs 16 12 of of IN cord-327363-z30zoogs 16 13 44 44 CD cord-327363-z30zoogs 16 14 casepatients casepatient NNS cord-327363-z30zoogs 16 15 of of IN cord-327363-z30zoogs 16 16 unknown unknown JJ cord-327363-z30zoogs 16 17 etiology etiology NN cord-327363-z30zoogs 16 18 were be VBD cord-327363-z30zoogs 16 19 reported report VBN cord-327363-z30zoogs 16 20 to to IN cord-327363-z30zoogs 16 21 WHO WHO NNP cord-327363-z30zoogs 16 22 by by IN cord-327363-z30zoogs 16 23 the the DT cord-327363-z30zoogs 16 24 national national JJ cord-327363-z30zoogs 16 25 authorities authority NNS cord-327363-z30zoogs 16 26 in in IN cord-327363-z30zoogs 16 27 China China NNP cord-327363-z30zoogs 16 28 . . . cord-327363-z30zoogs 17 1 The the DT cord-327363-z30zoogs 17 2 authorities authority NNS cord-327363-z30zoogs 17 3 in in IN cord-327363-z30zoogs 17 4 China China NNP cord-327363-z30zoogs 17 5 identified identify VBD cord-327363-z30zoogs 17 6 a a DT cord-327363-z30zoogs 17 7 new new JJ cord-327363-z30zoogs 17 8 type type NN cord-327363-z30zoogs 17 9 of of IN cord-327363-z30zoogs 17 10 virus virus NN cord-327363-z30zoogs 17 11 called call VBN cord-327363-z30zoogs 17 12 coronavirus coronavirus NN cord-327363-z30zoogs 17 13 , , , cord-327363-z30zoogs 17 14 which which WDT cord-327363-z30zoogs 17 15 was be VBD cord-327363-z30zoogs 17 16 isolated isolate VBN cord-327363-z30zoogs 17 17 on on IN cord-327363-z30zoogs 17 18 7 7 CD cord-327363-z30zoogs 17 19 January January NNP cord-327363-z30zoogs 17 20 2020 2020 CD cord-327363-z30zoogs 17 21 . . . cord-327363-z30zoogs 18 1 On on IN cord-327363-z30zoogs 18 2 11 11 CD cord-327363-z30zoogs 18 3 and and CC cord-327363-z30zoogs 18 4 12 12 CD cord-327363-z30zoogs 18 5 January January NNP cord-327363-z30zoogs 18 6 2020 2020 CD cord-327363-z30zoogs 18 7 , , , cord-327363-z30zoogs 18 8 WHO who WP cord-327363-z30zoogs 18 9 received receive VBD cord-327363-z30zoogs 18 10 detailed detailed JJ cord-327363-z30zoogs 18 11 information information NN cord-327363-z30zoogs 18 12 from from IN cord-327363-z30zoogs 18 13 the the DT cord-327363-z30zoogs 18 14 National National NNP cord-327363-z30zoogs 18 15 Health Health NNP cord-327363-z30zoogs 18 16 Commission Commission NNP cord-327363-z30zoogs 18 17 of of IN cord-327363-z30zoogs 18 18 China China NNP cord-327363-z30zoogs 18 19 that that IN cord-327363-z30zoogs 18 20 the the DT cord-327363-z30zoogs 18 21 outbreak outbreak NN cord-327363-z30zoogs 18 22 of of IN cord-327363-z30zoogs 18 23 virus virus NN cord-327363-z30zoogs 18 24 is be VBZ cord-327363-z30zoogs 18 25 originated originate VBN cord-327363-z30zoogs 18 26 from from IN cord-327363-z30zoogs 18 27 the the DT cord-327363-z30zoogs 18 28 unhygienic unhygienic JJ cord-327363-z30zoogs 18 29 wet wet JJ cord-327363-z30zoogs 18 30 seafood seafood NN cord-327363-z30zoogs 18 31 market market NN cord-327363-z30zoogs 18 32 in in IN cord-327363-z30zoogs 18 33 Wuhan Wuhan NNP cord-327363-z30zoogs 18 34 City City NNP cord-327363-z30zoogs 18 35 . . . cord-327363-z30zoogs 19 1 On on IN cord-327363-z30zoogs 19 2 12 12 CD cord-327363-z30zoogs 19 3 January January NNP cord-327363-z30zoogs 19 4 2020 2020 CD cord-327363-z30zoogs 19 5 , , , cord-327363-z30zoogs 19 6 China China NNP cord-327363-z30zoogs 19 7 shared share VBD cord-327363-z30zoogs 19 8 the the DT cord-327363-z30zoogs 19 9 genetic genetic JJ cord-327363-z30zoogs 19 10 sequence sequence NN cord-327363-z30zoogs 19 11 of of IN cord-327363-z30zoogs 19 12 the the DT cord-327363-z30zoogs 19 13 novel novel JJ cord-327363-z30zoogs 19 14 coronavirus coronavirus NN cord-327363-z30zoogs 19 15 . . . cord-327363-z30zoogs 20 1 [ [ -LRB- cord-327363-z30zoogs 20 2 1 1 LS cord-327363-z30zoogs 20 3 ] ] -RRB- cord-327363-z30zoogs 20 4 COVID-19 COVID-19 NNP cord-327363-z30zoogs 20 5 is be VBZ cord-327363-z30zoogs 20 6 an an DT cord-327363-z30zoogs 20 7 infectious infectious JJ cord-327363-z30zoogs 20 8 disease disease NN cord-327363-z30zoogs 20 9 caused cause VBN cord-327363-z30zoogs 20 10 by by IN cord-327363-z30zoogs 20 11 severe severe JJ cord-327363-z30zoogs 20 12 acute acute JJ cord-327363-z30zoogs 20 13 respiratory respiratory JJ cord-327363-z30zoogs 20 14 syndrome syndrome NN cord-327363-z30zoogs 20 15 coronavirus coronavirus NN cord-327363-z30zoogs 20 16 ( ( -LRB- cord-327363-z30zoogs 20 17 SARS SARS NNP cord-327363-z30zoogs 20 18 - - HYPH cord-327363-z30zoogs 20 19 CoV-2 CoV-2 NNP cord-327363-z30zoogs 20 20 ) ) -RRB- cord-327363-z30zoogs 20 21 . . . cord-327363-z30zoogs 21 1 Common common JJ cord-327363-z30zoogs 21 2 symptoms symptom NNS cord-327363-z30zoogs 21 3 include include VBP cord-327363-z30zoogs 21 4 fever fever NN cord-327363-z30zoogs 21 5 , , , cord-327363-z30zoogs 21 6 cough cough NN cord-327363-z30zoogs 21 7 , , , cord-327363-z30zoogs 21 8 fatigue fatigue NN cord-327363-z30zoogs 21 9 , , , cord-327363-z30zoogs 21 10 shortness shortness NN cord-327363-z30zoogs 21 11 of of IN cord-327363-z30zoogs 21 12 breath breath NN cord-327363-z30zoogs 21 13 or or CC cord-327363-z30zoogs 21 14 breathing breathing NN cord-327363-z30zoogs 21 15 difficulties difficulty NNS cord-327363-z30zoogs 21 16 , , , cord-327363-z30zoogs 21 17 and and CC cord-327363-z30zoogs 21 18 loss loss NN cord-327363-z30zoogs 21 19 of of IN cord-327363-z30zoogs 21 20 smell smell NN cord-327363-z30zoogs 21 21 and and CC cord-327363-z30zoogs 21 22 taste taste NN cord-327363-z30zoogs 21 23 . . . cord-327363-z30zoogs 22 1 [ [ -LRB- cord-327363-z30zoogs 22 2 2 2 LS cord-327363-z30zoogs 22 3 ] ] -RRB- cord-327363-z30zoogs 22 4 While while IN cord-327363-z30zoogs 22 5 most most JJS cord-327363-z30zoogs 22 6 people people NNS cord-327363-z30zoogs 22 7 have have VBP cord-327363-z30zoogs 22 8 mild mild JJ cord-327363-z30zoogs 22 9 symptoms symptom NNS cord-327363-z30zoogs 22 10 , , , cord-327363-z30zoogs 22 11 some some DT cord-327363-z30zoogs 22 12 people people NNS cord-327363-z30zoogs 22 13 develop develop VBP cord-327363-z30zoogs 22 14 acute acute JJ cord-327363-z30zoogs 22 15 respiratory respiratory JJ cord-327363-z30zoogs 22 16 distress distress NN cord-327363-z30zoogs 22 17 syndrome syndrome NN cord-327363-z30zoogs 22 18 ( ( -LRB- cord-327363-z30zoogs 22 19 ARDS ARDS NNP cord-327363-z30zoogs 22 20 ) ) -RRB- cord-327363-z30zoogs 22 21 possibly possibly RB cord-327363-z30zoogs 22 22 precipitated precipitate VBN cord-327363-z30zoogs 22 23 by by IN cord-327363-z30zoogs 22 24 cytokine cytokine NN cord-327363-z30zoogs 22 25 storm storm NN cord-327363-z30zoogs 22 26 , , , cord-327363-z30zoogs 22 27 [ [ -LRB- cord-327363-z30zoogs 22 28 3 3 CD cord-327363-z30zoogs 22 29 ] ] -RRB- cord-327363-z30zoogs 22 30 multi multi JJ cord-327363-z30zoogs 22 31 - - JJ cord-327363-z30zoogs 22 32 organ organ JJ cord-327363-z30zoogs 22 33 failure failure NN cord-327363-z30zoogs 22 34 , , , cord-327363-z30zoogs 22 35 septic septic JJ cord-327363-z30zoogs 22 36 shock shock NN cord-327363-z30zoogs 22 37 , , , cord-327363-z30zoogs 22 38 and and CC cord-327363-z30zoogs 22 39 blood blood NN cord-327363-z30zoogs 22 40 clots clot NNS cord-327363-z30zoogs 22 41 . . . cord-327363-z30zoogs 23 1 The the DT cord-327363-z30zoogs 23 2 incubation incubation NN cord-327363-z30zoogs 23 3 period period NN cord-327363-z30zoogs 23 4 may may MD cord-327363-z30zoogs 23 5 range range VB cord-327363-z30zoogs 23 6 from from IN cord-327363-z30zoogs 23 7 one one CD cord-327363-z30zoogs 23 8 to to TO cord-327363-z30zoogs 23 9 fourteen fourteen CD cord-327363-z30zoogs 23 10 days day NNS cord-327363-z30zoogs 23 11 . . . cord-327363-z30zoogs 24 1 [ [ -LRB- cord-327363-z30zoogs 24 2 4 4 CD cord-327363-z30zoogs 24 3 ] ] -RRB- cord-327363-z30zoogs 25 1 The the DT cord-327363-z30zoogs 25 2 first first JJ cord-327363-z30zoogs 25 3 case case NN cord-327363-z30zoogs 25 4 of of IN cord-327363-z30zoogs 25 5 COVID-19 COVID-19 NNP cord-327363-z30zoogs 25 6 in in IN cord-327363-z30zoogs 25 7 India India NNP cord-327363-z30zoogs 25 8 , , , cord-327363-z30zoogs 25 9 which which WDT cord-327363-z30zoogs 25 10 originated originate VBD cord-327363-z30zoogs 25 11 from from IN cord-327363-z30zoogs 25 12 China China NNP cord-327363-z30zoogs 25 13 , , , cord-327363-z30zoogs 25 14 was be VBD cord-327363-z30zoogs 25 15 reported report VBN cord-327363-z30zoogs 25 16 on on IN cord-327363-z30zoogs 25 17 30 30 CD cord-327363-z30zoogs 25 18 January January NNP cord-327363-z30zoogs 25 19 2020 2020 CD cord-327363-z30zoogs 25 20 . . . cord-327363-z30zoogs 26 1 India India NNP cord-327363-z30zoogs 26 2 currently currently RB cord-327363-z30zoogs 26 3 has have VBZ cord-327363-z30zoogs 26 4 the the DT cord-327363-z30zoogs 26 5 largest large JJS cord-327363-z30zoogs 26 6 number number NN cord-327363-z30zoogs 26 7 of of IN cord-327363-z30zoogs 26 8 confirmed confirm VBN cord-327363-z30zoogs 26 9 cases case NNS cord-327363-z30zoogs 26 10 in in IN cord-327363-z30zoogs 26 11 Asia Asia NNP cord-327363-z30zoogs 26 12 , , , cord-327363-z30zoogs 26 13 [ [ -LRB- cord-327363-z30zoogs 26 14 5 5 CD cord-327363-z30zoogs 26 15 ] ] -RRB- cord-327363-z30zoogs 26 16 and and CC cord-327363-z30zoogs 26 17 has have VBZ cord-327363-z30zoogs 26 18 the the DT cord-327363-z30zoogs 26 19 second second RB cord-327363-z30zoogs 26 20 - - HYPH cord-327363-z30zoogs 26 21 highest high JJS cord-327363-z30zoogs 26 22 number number NN cord-327363-z30zoogs 26 23 of of IN cord-327363-z30zoogs 26 24 confirmed confirm VBN cord-327363-z30zoogs 26 25 cases case NNS cord-327363-z30zoogs 26 26 in in IN cord-327363-z30zoogs 26 27 the the DT cord-327363-z30zoogs 26 28 world world NN cord-327363-z30zoogs 26 29 after after IN cord-327363-z30zoogs 26 30 the the DT cord-327363-z30zoogs 26 31 United United NNP cord-327363-z30zoogs 26 32 States States NNP cord-327363-z30zoogs 26 33 , , , cord-327363-z30zoogs 26 34 [ [ -LRB- cord-327363-z30zoogs 26 35 6 6 CD cord-327363-z30zoogs 26 36 ] ] -RRB- cord-327363-z30zoogs 26 37 [ [ -LRB- cord-327363-z30zoogs 26 38 7 7 CD cord-327363-z30zoogs 26 39 ] ] -RRB- cord-327363-z30zoogs 26 40 with with IN cord-327363-z30zoogs 26 41 the the DT cord-327363-z30zoogs 26 42 number number NN cord-327363-z30zoogs 26 43 of of IN cord-327363-z30zoogs 26 44 total total JJ cord-327363-z30zoogs 26 45 confirmed confirm VBN cord-327363-z30zoogs 26 46 cases case NNS cord-327363-z30zoogs 26 47 breaching breach VBG cord-327363-z30zoogs 26 48 the the DT cord-327363-z30zoogs 26 49 100,000 100,000 CD cord-327363-z30zoogs 26 50 mark mark NN cord-327363-z30zoogs 26 51 on on IN cord-327363-z30zoogs 26 52 19 19 CD cord-327363-z30zoogs 26 53 May May NNP cord-327363-z30zoogs 26 54 , , , cord-327363-z30zoogs 26 55 [ [ -LRB- cord-327363-z30zoogs 26 56 8 8 CD cord-327363-z30zoogs 26 57 ] ] -RRB- cord-327363-z30zoogs 26 58 and and CC cord-327363-z30zoogs 26 59 1,000,000 1,000,000 CD cord-327363-z30zoogs 26 60 confirmed confirm VBN cord-327363-z30zoogs 26 61 cases case NNS cord-327363-z30zoogs 26 62 on on IN cord-327363-z30zoogs 26 63 17 17 CD cord-327363-z30zoogs 26 64 July July NNP cord-327363-z30zoogs 26 65 2020 2020 CD cord-327363-z30zoogs 26 66 . . . cord-327363-z30zoogs 27 1 On on IN cord-327363-z30zoogs 27 2 29 29 CD cord-327363-z30zoogs 27 3 August August NNP cord-327363-z30zoogs 27 4 2020 2020 CD cord-327363-z30zoogs 27 5 , , , cord-327363-z30zoogs 27 6 India India NNP cord-327363-z30zoogs 27 7 recorded record VBD cord-327363-z30zoogs 27 8 the the DT cord-327363-z30zoogs 27 9 global global JJ cord-327363-z30zoogs 27 10 highest high JJS cord-327363-z30zoogs 27 11 single single JJ cord-327363-z30zoogs 27 12 - - HYPH cord-327363-z30zoogs 27 13 day day NN cord-327363-z30zoogs 27 14 spike spike NN cord-327363-z30zoogs 27 15 in in IN cord-327363-z30zoogs 27 16 COVID-19 covid-19 JJ cord-327363-z30zoogs 27 17 cases case NNS cord-327363-z30zoogs 27 18 with with IN cord-327363-z30zoogs 27 19 78,761 78,761 CD cord-327363-z30zoogs 27 20 cases case NNS cord-327363-z30zoogs 27 21 , , , cord-327363-z30zoogs 27 22 surpassing surpass VBG cord-327363-z30zoogs 27 23 the the DT cord-327363-z30zoogs 27 24 previous previous JJ cord-327363-z30zoogs 27 25 record record NN cord-327363-z30zoogs 27 26 of of IN cord-327363-z30zoogs 27 27 77,368 77,368 CD cord-327363-z30zoogs 27 28 cases case NNS cord-327363-z30zoogs 27 29 recorded record VBN cord-327363-z30zoogs 27 30 in in IN cord-327363-z30zoogs 27 31 the the DT cord-327363-z30zoogs 27 32 US US NNP cord-327363-z30zoogs 27 33 on on IN cord-327363-z30zoogs 27 34 17 17 CD cord-327363-z30zoogs 27 35 July July NNP cord-327363-z30zoogs 27 36 2020 2020 CD cord-327363-z30zoogs 27 37 . . . cord-327363-z30zoogs 28 1 [ [ -LRB- cord-327363-z30zoogs 28 2 9 9 CD cord-327363-z30zoogs 28 3 ] ] -RRB- cord-327363-z30zoogs 28 4 India India NNP cord-327363-z30zoogs 28 5 currently currently RB cord-327363-z30zoogs 28 6 holds hold VBZ cord-327363-z30zoogs 28 7 the the DT cord-327363-z30zoogs 28 8 single single JJ cord-327363-z30zoogs 28 9 day day NN cord-327363-z30zoogs 28 10 record record NN cord-327363-z30zoogs 28 11 for for IN cord-327363-z30zoogs 28 12 largest large JJS cord-327363-z30zoogs 28 13 increase increase NN cord-327363-z30zoogs 28 14 in in IN cord-327363-z30zoogs 28 15 cases case NNS cord-327363-z30zoogs 28 16 , , , cord-327363-z30zoogs 28 17 set set VBN cord-327363-z30zoogs 28 18 on on IN cord-327363-z30zoogs 28 19 September September NNP cord-327363-z30zoogs 28 20 17 17 CD cord-327363-z30zoogs 28 21 , , , cord-327363-z30zoogs 28 22 with with IN cord-327363-z30zoogs 28 23 an an DT cord-327363-z30zoogs 28 24 additional additional JJ cord-327363-z30zoogs 28 25 97,894 97,894 CD cord-327363-z30zoogs 28 26 . . . cord-327363-z30zoogs 29 1 [ [ -LRB- cord-327363-z30zoogs 29 2 10 10 CD cord-327363-z30zoogs 29 3 ] ] -RRB- cord-327363-z30zoogs 30 1 The the DT cord-327363-z30zoogs 30 2 World World NNP cord-327363-z30zoogs 30 3 Health Health NNP cord-327363-z30zoogs 30 4 Organization Organization NNP cord-327363-z30zoogs 30 5 declares declare VBZ cord-327363-z30zoogs 30 6 Covid-19 Covid-19 NNP cord-327363-z30zoogs 30 7 a a DT cord-327363-z30zoogs 30 8 pandemic pandemic NN cord-327363-z30zoogs 30 9 , , , cord-327363-z30zoogs 30 10 which which WDT cord-327363-z30zoogs 30 11 is be VBZ cord-327363-z30zoogs 30 12 defined define VBN cord-327363-z30zoogs 30 13 " " `` cord-327363-z30zoogs 30 14 an an DT cord-327363-z30zoogs 30 15 epidemic epidemic NN cord-327363-z30zoogs 30 16 that that WDT cord-327363-z30zoogs 30 17 has have VBZ cord-327363-z30zoogs 30 18 spread spread VBN cord-327363-z30zoogs 30 19 over over IN cord-327363-z30zoogs 30 20 several several JJ cord-327363-z30zoogs 30 21 countries country NNS cord-327363-z30zoogs 30 22 or or CC cord-327363-z30zoogs 30 23 continents continent NNS cord-327363-z30zoogs 30 24 , , , cord-327363-z30zoogs 30 25 and and CC cord-327363-z30zoogs 30 26 most most JJS cord-327363-z30zoogs 30 27 people people NNS cord-327363-z30zoogs 30 28 do do VBP cord-327363-z30zoogs 30 29 not not RB cord-327363-z30zoogs 30 30 have have VB cord-327363-z30zoogs 30 31 immunity immunity NN cord-327363-z30zoogs 30 32 against against IN cord-327363-z30zoogs 30 33 it -PRON- PRP cord-327363-z30zoogs 30 34 " " '' cord-327363-z30zoogs 30 35 . . . cord-327363-z30zoogs 31 1 At at IN cord-327363-z30zoogs 31 2 this this DT cord-327363-z30zoogs 31 3 point point NN cord-327363-z30zoogs 31 4 , , , cord-327363-z30zoogs 31 5 more more JJR cord-327363-z30zoogs 31 6 than than IN cord-327363-z30zoogs 31 7 1,21,000 1,21,000 CD cord-327363-z30zoogs 31 8 people people NNS cord-327363-z30zoogs 31 9 were be VBD cord-327363-z30zoogs 31 10 infected infect VBN cord-327363-z30zoogs 31 11 and and CC cord-327363-z30zoogs 31 12 over over IN cord-327363-z30zoogs 31 13 4,300 4,300 CD cord-327363-z30zoogs 31 14 died die VBD cord-327363-z30zoogs 31 15 globally globally RB cord-327363-z30zoogs 31 16 . . . cord-327363-z30zoogs 32 1 To to TO cord-327363-z30zoogs 32 2 reduce reduce VB cord-327363-z30zoogs 32 3 Corona Corona NNP cord-327363-z30zoogs 32 4 virus virus NN cord-327363-z30zoogs 32 5 cases case NNS cord-327363-z30zoogs 32 6 , , , cord-327363-z30zoogs 32 7 India India NNP cord-327363-z30zoogs 32 8 government government NN cord-327363-z30zoogs 32 9 introduced introduce VBD cord-327363-z30zoogs 32 10 21 21 CD cord-327363-z30zoogs 32 11 days day NNS cord-327363-z30zoogs 32 12 lockdown lockdown NN cord-327363-z30zoogs 32 13 on on IN cord-327363-z30zoogs 32 14 23 23 CD cord-327363-z30zoogs 32 15 March March NNP cord-327363-z30zoogs 32 16 2020 2020 CD cord-327363-z30zoogs 32 17 with with IN cord-327363-z30zoogs 32 18 several several JJ cord-327363-z30zoogs 32 19 special special JJ cord-327363-z30zoogs 32 20 rules rule NNS cord-327363-z30zoogs 32 21 . . . cord-327363-z30zoogs 33 1 The the DT cord-327363-z30zoogs 33 2 lockdown lockdown NN cord-327363-z30zoogs 33 3 was be VBD cord-327363-z30zoogs 33 4 extended extend VBN cord-327363-z30zoogs 33 5 till till IN cord-327363-z30zoogs 33 6 31 31 CD cord-327363-z30zoogs 33 7 May May NNP cord-327363-z30zoogs 33 8 2020 2020 CD cord-327363-z30zoogs 33 9 with with IN cord-327363-z30zoogs 33 10 several several JJ cord-327363-z30zoogs 33 11 changes change NNS cord-327363-z30zoogs 33 12 in in IN cord-327363-z30zoogs 33 13 guidelines guideline NNS cord-327363-z30zoogs 33 14 . . . cord-327363-z30zoogs 34 1 The the DT cord-327363-z30zoogs 34 2 Government Government NNP cord-327363-z30zoogs 34 3 of of IN cord-327363-z30zoogs 34 4 India India NNP cord-327363-z30zoogs 34 5 has have VBZ cord-327363-z30zoogs 34 6 proposed propose VBN cord-327363-z30zoogs 34 7 multiple multiple JJ cord-327363-z30zoogs 34 8 lockdowns lockdown NNS cord-327363-z30zoogs 34 9 to to TO cord-327363-z30zoogs 34 10 curb curb VB cord-327363-z30zoogs 34 11 the the DT cord-327363-z30zoogs 34 12 spread spread NN cord-327363-z30zoogs 34 13 of of IN cord-327363-z30zoogs 34 14 this this DT cord-327363-z30zoogs 34 15 virus virus NN cord-327363-z30zoogs 34 16 . . . cord-327363-z30zoogs 35 1 Due due IN cord-327363-z30zoogs 35 2 to to IN cord-327363-z30zoogs 35 3 these these DT cord-327363-z30zoogs 35 4 lockdowns lockdown NNS cord-327363-z30zoogs 35 5 , , , cord-327363-z30zoogs 35 6 there there EX cord-327363-z30zoogs 35 7 has have VBZ cord-327363-z30zoogs 35 8 been be VBN cord-327363-z30zoogs 35 9 a a DT cord-327363-z30zoogs 35 10 decrease decrease NN cord-327363-z30zoogs 35 11 in in IN cord-327363-z30zoogs 35 12 the the DT cord-327363-z30zoogs 35 13 number number NN cord-327363-z30zoogs 35 14 of of IN cord-327363-z30zoogs 35 15 cases case NNS cord-327363-z30zoogs 35 16 from from IN cord-327363-z30zoogs 35 17 11.8 11.8 CD cord-327363-z30zoogs 35 18 % % NN cord-327363-z30zoogs 35 19 to to IN cord-327363-z30zoogs 35 20 6.3 6.3 CD cord-327363-z30zoogs 35 21 % % NN cord-327363-z30zoogs 35 22 daily daily RB cord-327363-z30zoogs 35 23 . . . cord-327363-z30zoogs 36 1 But but CC cord-327363-z30zoogs 36 2 the the DT cord-327363-z30zoogs 36 3 government government NN cord-327363-z30zoogs 36 4 can can MD cord-327363-z30zoogs 36 5 not not RB cord-327363-z30zoogs 36 6 shut shut VB cord-327363-z30zoogs 36 7 the the DT cord-327363-z30zoogs 36 8 entire entire JJ cord-327363-z30zoogs 36 9 nation nation NN cord-327363-z30zoogs 36 10 forever forever RB cord-327363-z30zoogs 36 11 as as IN cord-327363-z30zoogs 36 12 the the DT cord-327363-z30zoogs 36 13 economy economy NN cord-327363-z30zoogs 36 14 may may MD cord-327363-z30zoogs 36 15 fall fall VB cord-327363-z30zoogs 36 16 drastically drastically RB cord-327363-z30zoogs 36 17 . . . cord-327363-z30zoogs 37 1 Due due IN cord-327363-z30zoogs 37 2 to to IN cord-327363-z30zoogs 37 3 lockdown lockdown NN cord-327363-z30zoogs 37 4 the the DT cord-327363-z30zoogs 37 5 country country NN cord-327363-z30zoogs 37 6 is be VBZ cord-327363-z30zoogs 37 7 facing face VBG cord-327363-z30zoogs 37 8 job job NN cord-327363-z30zoogs 37 9 crisis crisis NN cord-327363-z30zoogs 37 10 and and CC cord-327363-z30zoogs 37 11 unemployment unemployment NN cord-327363-z30zoogs 37 12 . . . cord-327363-z30zoogs 38 1 The the DT cord-327363-z30zoogs 38 2 GDP GDP NNP cord-327363-z30zoogs 38 3 has have VBZ cord-327363-z30zoogs 38 4 also also RB cord-327363-z30zoogs 38 5 decreased decrease VBN cord-327363-z30zoogs 38 6 to to IN cord-327363-z30zoogs 38 7 -23.9 -23.9 CD cord-327363-z30zoogs 38 8 % % NN cord-327363-z30zoogs 38 9 . . . cord-327363-z30zoogs 39 1 The the DT cord-327363-z30zoogs 39 2 Tourism Tourism NNP cord-327363-z30zoogs 39 3 sector sector NN cord-327363-z30zoogs 39 4 had have VBD cord-327363-z30zoogs 39 5 been be VBN cord-327363-z30zoogs 39 6 highly highly RB cord-327363-z30zoogs 39 7 affected affect VBN cord-327363-z30zoogs 39 8 due due IN cord-327363-z30zoogs 39 9 to to IN cord-327363-z30zoogs 39 10 lockdown lockdown NN cord-327363-z30zoogs 39 11 . . . cord-327363-z30zoogs 40 1 Also also RB cord-327363-z30zoogs 40 2 , , , cord-327363-z30zoogs 40 3 Textile textile NN cord-327363-z30zoogs 40 4 industry industry NN cord-327363-z30zoogs 40 5 is be VBZ cord-327363-z30zoogs 40 6 highly highly RB cord-327363-z30zoogs 40 7 affected affect VBN cord-327363-z30zoogs 40 8 . . . cord-327363-z30zoogs 41 1 According accord VBG cord-327363-z30zoogs 41 2 to to IN cord-327363-z30zoogs 41 3 World World NNP cord-327363-z30zoogs 41 4 Trade Trade NNP cord-327363-z30zoogs 41 5 Organization Organization NNP cord-327363-z30zoogs 41 6 ( ( -LRB- cord-327363-z30zoogs 41 7 WTO WTO NNP cord-327363-z30zoogs 41 8 ) ) -RRB- cord-327363-z30zoogs 41 9 and and CC cord-327363-z30zoogs 41 10 Organization Organization NNP cord-327363-z30zoogs 41 11 for for IN cord-327363-z30zoogs 41 12 Economic Economic NNP cord-327363-z30zoogs 41 13 Cooperation Cooperation NNP cord-327363-z30zoogs 41 14 and and CC cord-327363-z30zoogs 41 15 Development Development NNP cord-327363-z30zoogs 41 16 ( ( -LRB- cord-327363-z30zoogs 41 17 OECD OECD NNP cord-327363-z30zoogs 41 18 ) ) -RRB- cord-327363-z30zoogs 41 19 have have VBP cord-327363-z30zoogs 41 20 indicated indicate VBN cord-327363-z30zoogs 41 21 COVID-19 covid-19 CD cord-327363-z30zoogs 41 22 pandemic pandemic NN cord-327363-z30zoogs 41 23 as as IN cord-327363-z30zoogs 41 24 the the DT cord-327363-z30zoogs 41 25 largest large JJS cord-327363-z30zoogs 41 26 threat threat NN cord-327363-z30zoogs 41 27 to to IN cord-327363-z30zoogs 41 28 global global JJ cord-327363-z30zoogs 41 29 economy economy NN cord-327363-z30zoogs 41 30 since since IN cord-327363-z30zoogs 41 31 the the DT cord-327363-z30zoogs 41 32 financial financial JJ cord-327363-z30zoogs 41 33 emergency emergency NN cord-327363-z30zoogs 41 34 of of IN cord-327363-z30zoogs 41 35 2008 2008 CD cord-327363-z30zoogs 41 36 - - SYM cord-327363-z30zoogs 41 37 2009 2009 CD cord-327363-z30zoogs 41 38 . . . cord-327363-z30zoogs 42 1 This this DT cord-327363-z30zoogs 42 2 emergency emergency NN cord-327363-z30zoogs 42 3 has have VBZ cord-327363-z30zoogs 42 4 been be VBN cord-327363-z30zoogs 42 5 the the DT cord-327363-z30zoogs 42 6 largest large JJS cord-327363-z30zoogs 42 7 emergency emergency NN cord-327363-z30zoogs 42 8 till till IN cord-327363-z30zoogs 42 9 date date NN cord-327363-z30zoogs 42 10 . . . cord-327363-z30zoogs 43 1 So so RB cord-327363-z30zoogs 43 2 , , , cord-327363-z30zoogs 43 3 COVID-19 COVID-19 NNP cord-327363-z30zoogs 43 4 has have VBZ cord-327363-z30zoogs 43 5 undoubtedly undoubtedly RB cord-327363-z30zoogs 43 6 put put VBN cord-327363-z30zoogs 43 7 forth forth RP cord-327363-z30zoogs 43 8 a a DT cord-327363-z30zoogs 43 9 remarkably remarkably RB cord-327363-z30zoogs 43 10 adverse adverse JJ cord-327363-z30zoogs 43 11 effect effect NN cord-327363-z30zoogs 43 12 on on IN cord-327363-z30zoogs 43 13 the the DT cord-327363-z30zoogs 43 14 day day NN cord-327363-z30zoogs 43 15 to to IN cord-327363-z30zoogs 43 16 day day NN cord-327363-z30zoogs 43 17 life life NN cord-327363-z30zoogs 43 18 of of IN cord-327363-z30zoogs 43 19 the the DT cord-327363-z30zoogs 43 20 entire entire JJ cord-327363-z30zoogs 43 21 human human JJ cord-327363-z30zoogs 43 22 society society NN cord-327363-z30zoogs 43 23 and and CC cord-327363-z30zoogs 43 24 on on IN cord-327363-z30zoogs 43 25 world world NN cord-327363-z30zoogs 43 26 economy economy NN cord-327363-z30zoogs 43 27 . . . cord-327363-z30zoogs 44 1 Medical medical JJ cord-327363-z30zoogs 44 2 researchers researcher NNS cord-327363-z30zoogs 44 3 throughout throughout IN cord-327363-z30zoogs 44 4 the the DT cord-327363-z30zoogs 44 5 globe globe NN cord-327363-z30zoogs 44 6 are be VBP cord-327363-z30zoogs 44 7 currently currently RB cord-327363-z30zoogs 44 8 involved involve VBN cord-327363-z30zoogs 44 9 to to TO cord-327363-z30zoogs 44 10 discover discover VB cord-327363-z30zoogs 44 11 an an DT cord-327363-z30zoogs 44 12 appropriate appropriate JJ cord-327363-z30zoogs 44 13 vaccine vaccine NN cord-327363-z30zoogs 44 14 and and CC cord-327363-z30zoogs 44 15 medications medication NNS cord-327363-z30zoogs 44 16 for for IN cord-327363-z30zoogs 44 17 the the DT cord-327363-z30zoogs 44 18 disease disease NN cord-327363-z30zoogs 44 19 . . . cord-327363-z30zoogs 45 1 On on IN cord-327363-z30zoogs 45 2 23 23 CD cord-327363-z30zoogs 45 3 March March NNP cord-327363-z30zoogs 45 4 , , , cord-327363-z30zoogs 45 5 the the DT cord-327363-z30zoogs 45 6 National National NNP cord-327363-z30zoogs 45 7 Task Task NNP cord-327363-z30zoogs 45 8 Force Force NNP cord-327363-z30zoogs 45 9 for for IN cord-327363-z30zoogs 45 10 COVID-19 COVID-19 NNP cord-327363-z30zoogs 45 11 constituted constitute VBN cord-327363-z30zoogs 45 12 by by IN cord-327363-z30zoogs 45 13 the the DT cord-327363-z30zoogs 45 14 ICMR ICMR NNP cord-327363-z30zoogs 45 15 recommended recommend VBD cord-327363-z30zoogs 45 16 the the DT cord-327363-z30zoogs 45 17 use use NN cord-327363-z30zoogs 45 18 of of IN cord-327363-z30zoogs 45 19 hydroxychloroquine hydroxychloroquine NN cord-327363-z30zoogs 45 20 for for IN cord-327363-z30zoogs 45 21 the the DT cord-327363-z30zoogs 45 22 treatment treatment NN cord-327363-z30zoogs 45 23 of of IN cord-327363-z30zoogs 45 24 high high JJ cord-327363-z30zoogs 45 25 - - HYPH cord-327363-z30zoogs 45 26 risk risk NN cord-327363-z30zoogs 45 27 cases case NNS cord-327363-z30zoogs 45 28 . . . cord-327363-z30zoogs 46 1 Since since IN cord-327363-z30zoogs 46 2 there there EX cord-327363-z30zoogs 46 3 is be VBZ cord-327363-z30zoogs 46 4 no no DT cord-327363-z30zoogs 46 5 approved approve VBN cord-327363-z30zoogs 46 6 medication medication NN cord-327363-z30zoogs 46 7 till till IN cord-327363-z30zoogs 46 8 now now RB cord-327363-z30zoogs 46 9 for for IN cord-327363-z30zoogs 46 10 killing kill VBG cord-327363-z30zoogs 46 11 the the DT cord-327363-z30zoogs 46 12 virus virus NN cord-327363-z30zoogs 46 13 so so IN cord-327363-z30zoogs 46 14 the the DT cord-327363-z30zoogs 46 15 governments government NNS cord-327363-z30zoogs 46 16 of of IN cord-327363-z30zoogs 46 17 all all DT cord-327363-z30zoogs 46 18 countries country NNS cord-327363-z30zoogs 46 19 are be VBP cord-327363-z30zoogs 46 20 focusing focus VBG cord-327363-z30zoogs 46 21 on on IN cord-327363-z30zoogs 46 22 the the DT cord-327363-z30zoogs 46 23 precautions precaution NNS cord-327363-z30zoogs 46 24 which which WDT cord-327363-z30zoogs 46 25 can can MD cord-327363-z30zoogs 46 26 stop stop VB cord-327363-z30zoogs 46 27 the the DT cord-327363-z30zoogs 46 28 spread spread NN cord-327363-z30zoogs 46 29 . . . cord-327363-z30zoogs 47 1 In in IN cord-327363-z30zoogs 47 2 India India NNP cord-327363-z30zoogs 47 3 Serum Serum NNP cord-327363-z30zoogs 47 4 Institute Institute NNP cord-327363-z30zoogs 47 5 of of IN cord-327363-z30zoogs 47 6 technology technology NN cord-327363-z30zoogs 47 7 is be VBZ cord-327363-z30zoogs 47 8 working work VBG cord-327363-z30zoogs 47 9 on on IN cord-327363-z30zoogs 47 10 clinical clinical JJ cord-327363-z30zoogs 47 11 trial trial NN cord-327363-z30zoogs 47 12 to to TO cord-327363-z30zoogs 47 13 discover discover VB cord-327363-z30zoogs 47 14 corona corona NN cord-327363-z30zoogs 47 15 vaccine vaccine NN cord-327363-z30zoogs 47 16 . . . cord-327363-z30zoogs 48 1 Machine machine NN cord-327363-z30zoogs 48 2 learning learning NN cord-327363-z30zoogs 48 3 ( ( -LRB- cord-327363-z30zoogs 48 4 ML ML NNP cord-327363-z30zoogs 48 5 ) ) -RRB- cord-327363-z30zoogs 48 6 has have VBZ cord-327363-z30zoogs 48 7 proved prove VBN cord-327363-z30zoogs 48 8 itself -PRON- PRP cord-327363-z30zoogs 48 9 as as IN cord-327363-z30zoogs 48 10 a a DT cord-327363-z30zoogs 48 11 prominent prominent JJ cord-327363-z30zoogs 48 12 field field NN cord-327363-z30zoogs 48 13 of of IN cord-327363-z30zoogs 48 14 study study NN cord-327363-z30zoogs 48 15 over over IN cord-327363-z30zoogs 48 16 the the DT cord-327363-z30zoogs 48 17 last last JJ cord-327363-z30zoogs 48 18 decade decade NN cord-327363-z30zoogs 48 19 by by IN cord-327363-z30zoogs 48 20 solving solve VBG cord-327363-z30zoogs 48 21 many many JJ cord-327363-z30zoogs 48 22 very very RB cord-327363-z30zoogs 48 23 complex complex JJ cord-327363-z30zoogs 48 24 and and CC cord-327363-z30zoogs 48 25 sophisticated sophisticated JJ cord-327363-z30zoogs 48 26 real real JJ cord-327363-z30zoogs 48 27 - - HYPH cord-327363-z30zoogs 48 28 world world NN cord-327363-z30zoogs 48 29 problems problem NNS cord-327363-z30zoogs 48 30 . . . cord-327363-z30zoogs 49 1 These these DT cord-327363-z30zoogs 49 2 prediction prediction NN cord-327363-z30zoogs 49 3 systems system NNS cord-327363-z30zoogs 49 4 can can MD cord-327363-z30zoogs 49 5 be be VB cord-327363-z30zoogs 49 6 very very RB cord-327363-z30zoogs 49 7 helpful helpful JJ cord-327363-z30zoogs 49 8 in in IN cord-327363-z30zoogs 49 9 decision decision NN cord-327363-z30zoogs 49 10 making make VBG cord-327363-z30zoogs 49 11 to to TO cord-327363-z30zoogs 49 12 handle handle VB cord-327363-z30zoogs 49 13 the the DT cord-327363-z30zoogs 49 14 present present JJ cord-327363-z30zoogs 49 15 scenario scenario NN cord-327363-z30zoogs 49 16 to to TO cord-327363-z30zoogs 49 17 guide guide VB cord-327363-z30zoogs 49 18 early early JJ cord-327363-z30zoogs 49 19 interventions intervention NNS cord-327363-z30zoogs 49 20 to to TO cord-327363-z30zoogs 49 21 manage manage VB cord-327363-z30zoogs 49 22 these these DT cord-327363-z30zoogs 49 23 diseases disease NNS cord-327363-z30zoogs 49 24 very very RB cord-327363-z30zoogs 49 25 effectively effectively RB cord-327363-z30zoogs 49 26 . . . cord-327363-z30zoogs 50 1 To to TO cord-327363-z30zoogs 50 2 contribute contribute VB cord-327363-z30zoogs 50 3 to to IN cord-327363-z30zoogs 50 4 the the DT cord-327363-z30zoogs 50 5 current current JJ cord-327363-z30zoogs 50 6 human human JJ cord-327363-z30zoogs 50 7 crisis crisis NN cord-327363-z30zoogs 50 8 our -PRON- PRP$ cord-327363-z30zoogs 50 9 attempt attempt NN cord-327363-z30zoogs 50 10 in in IN cord-327363-z30zoogs 50 11 this this DT cord-327363-z30zoogs 50 12 study study NN cord-327363-z30zoogs 50 13 is be VBZ cord-327363-z30zoogs 50 14 to to TO cord-327363-z30zoogs 50 15 analyze analyze VB cord-327363-z30zoogs 50 16 COVID-19 COVID-19 NNP cord-327363-z30zoogs 50 17 spread spread NN cord-327363-z30zoogs 50 18 in in IN cord-327363-z30zoogs 50 19 India India NNP cord-327363-z30zoogs 50 20 . . . cord-327363-z30zoogs 51 1 Hence hence RB cord-327363-z30zoogs 51 2 a a DT cord-327363-z30zoogs 51 3 verified verify VBN cord-327363-z30zoogs 51 4 and and CC cord-327363-z30zoogs 51 5 proved prove VBN cord-327363-z30zoogs 51 6 vaccine vaccine NN cord-327363-z30zoogs 51 7 of of IN cord-327363-z30zoogs 51 8 this this DT cord-327363-z30zoogs 51 9 coronavirus coronavirus NN cord-327363-z30zoogs 51 10 is be VBZ cord-327363-z30zoogs 51 11 not not RB cord-327363-z30zoogs 51 12 found find VBN cord-327363-z30zoogs 51 13 and and CC cord-327363-z30zoogs 51 14 many many JJ cord-327363-z30zoogs 51 15 researches research NNS cord-327363-z30zoogs 51 16 and and CC cord-327363-z30zoogs 51 17 scientific scientific JJ cord-327363-z30zoogs 51 18 experiments experiment NNS cord-327363-z30zoogs 51 19 are be VBP cord-327363-z30zoogs 51 20 undergoing undergo VBG cord-327363-z30zoogs 51 21 and and CC cord-327363-z30zoogs 51 22 some some DT cord-327363-z30zoogs 51 23 vaccines vaccine NNS cord-327363-z30zoogs 51 24 are be VBP cord-327363-z30zoogs 51 25 still still RB cord-327363-z30zoogs 51 26 in in IN cord-327363-z30zoogs 51 27 trial trial NN cord-327363-z30zoogs 51 28 stage stage NN cord-327363-z30zoogs 51 29 so so IN cord-327363-z30zoogs 51 30 to to TO cord-327363-z30zoogs 51 31 utilize utilize VB cord-327363-z30zoogs 51 32 the the DT cord-327363-z30zoogs 51 33 available available JJ cord-327363-z30zoogs 51 34 resources resource NNS cord-327363-z30zoogs 51 35 and and CC cord-327363-z30zoogs 51 36 to to TO cord-327363-z30zoogs 51 37 deal deal VB cord-327363-z30zoogs 51 38 with with IN cord-327363-z30zoogs 51 39 the the DT cord-327363-z30zoogs 51 40 current current JJ cord-327363-z30zoogs 51 41 ongoing ongoing JJ cord-327363-z30zoogs 51 42 pandemic pandemic NN cord-327363-z30zoogs 51 43 , , , cord-327363-z30zoogs 51 44 modelling model VBG cord-327363-z30zoogs 51 45 the the DT cord-327363-z30zoogs 51 46 situation situation NN cord-327363-z30zoogs 51 47 and and CC cord-327363-z30zoogs 51 48 analyzing analyze VBG cord-327363-z30zoogs 51 49 the the DT cord-327363-z30zoogs 51 50 outcome outcome NN cord-327363-z30zoogs 51 51 the the DT cord-327363-z30zoogs 51 52 future future NN cord-327363-z30zoogs 51 53 can can MD cord-327363-z30zoogs 51 54 be be VB cord-327363-z30zoogs 51 55 predicted predict VBN cord-327363-z30zoogs 51 56 . . . cord-327363-z30zoogs 52 1 All all DT cord-327363-z30zoogs 52 2 rights right NNS cord-327363-z30zoogs 52 3 reserved reserve VBN cord-327363-z30zoogs 52 4 . . . cord-327363-z30zoogs 53 1 No no DT cord-327363-z30zoogs 53 2 reuse reuse NN cord-327363-z30zoogs 53 3 allowed allow VBN cord-327363-z30zoogs 53 4 without without IN cord-327363-z30zoogs 53 5 permission permission NN cord-327363-z30zoogs 53 6 . . . cord-327363-z30zoogs 54 1 perpetuity perpetuity NN cord-327363-z30zoogs 54 2 . . . cord-327363-z30zoogs 55 1 preprint preprint NN cord-327363-z30zoogs 55 2 ( ( -LRB- cord-327363-z30zoogs 55 3 which which WDT cord-327363-z30zoogs 55 4 was be VBD cord-327363-z30zoogs 55 5 not not RB cord-327363-z30zoogs 55 6 certified certify VBN cord-327363-z30zoogs 55 7 by by IN cord-327363-z30zoogs 55 8 peer peer NN cord-327363-z30zoogs 55 9 review review NN cord-327363-z30zoogs 55 10 ) ) -RRB- cord-327363-z30zoogs 55 11 is be VBZ cord-327363-z30zoogs 55 12 the the DT cord-327363-z30zoogs 55 13 author author NN cord-327363-z30zoogs 55 14 / / SYM cord-327363-z30zoogs 55 15 funder funder NN cord-327363-z30zoogs 55 16 , , , cord-327363-z30zoogs 55 17 who who WP cord-327363-z30zoogs 55 18 has have VBZ cord-327363-z30zoogs 55 19 granted grant VBN cord-327363-z30zoogs 55 20 medRxiv medRxiv NNS cord-327363-z30zoogs 55 21 a a DT cord-327363-z30zoogs 55 22 license license NN cord-327363-z30zoogs 55 23 to to TO cord-327363-z30zoogs 55 24 display display VB cord-327363-z30zoogs 55 25 the the DT cord-327363-z30zoogs 55 26 preprint preprint NN cord-327363-z30zoogs 55 27 in in IN cord-327363-z30zoogs 55 28 The the DT cord-327363-z30zoogs 55 29 copyright copyright NN cord-327363-z30zoogs 55 30 holder holder NN cord-327363-z30zoogs 55 31 for for IN cord-327363-z30zoogs 55 32 this this DT cord-327363-z30zoogs 55 33 this this DT cord-327363-z30zoogs 55 34 version version NN cord-327363-z30zoogs 55 35 posted post VBD cord-327363-z30zoogs 55 36 October October NNP cord-327363-z30zoogs 55 37 16 16 CD cord-327363-z30zoogs 55 38 , , , cord-327363-z30zoogs 55 39 2020 2020 CD cord-327363-z30zoogs 55 40 . . . cord-327363-z30zoogs 55 41 . . . cord-327363-z30zoogs 56 1 In in IN cord-327363-z30zoogs 56 2 this this DT cord-327363-z30zoogs 56 3 study study NN cord-327363-z30zoogs 56 4 first first RB cord-327363-z30zoogs 56 5 we -PRON- PRP cord-327363-z30zoogs 56 6 studied study VBD cord-327363-z30zoogs 56 7 the the DT cord-327363-z30zoogs 56 8 growth growth NN cord-327363-z30zoogs 56 9 curve curve NN cord-327363-z30zoogs 56 10 of of IN cord-327363-z30zoogs 56 11 the the DT cord-327363-z30zoogs 56 12 current current JJ cord-327363-z30zoogs 56 13 situation situation NN cord-327363-z30zoogs 56 14 . . . cord-327363-z30zoogs 57 1 Then then RB cord-327363-z30zoogs 57 2 different different JJ cord-327363-z30zoogs 57 3 regression regression NN cord-327363-z30zoogs 57 4 models model NNS cord-327363-z30zoogs 57 5 like like IN cord-327363-z30zoogs 57 6 Polynomial Polynomial NNP cord-327363-z30zoogs 57 7 Regression Regression NNP cord-327363-z30zoogs 57 8 , , , cord-327363-z30zoogs 57 9 Forest Forest NNP cord-327363-z30zoogs 57 10 Regression Regression NNP cord-327363-z30zoogs 57 11 , , , cord-327363-z30zoogs 57 12 Support Support NNP cord-327363-z30zoogs 57 13 Vector Vector NNP cord-327363-z30zoogs 57 14 Regression Regression NNP cord-327363-z30zoogs 57 15 , , , cord-327363-z30zoogs 57 16 Naive Naive NNP cord-327363-z30zoogs 57 17 Bayes Bayes NNP cord-327363-z30zoogs 57 18 , , , cord-327363-z30zoogs 57 19 were be VBD cord-327363-z30zoogs 57 20 used use VBN cord-327363-z30zoogs 57 21 to to TO cord-327363-z30zoogs 57 22 predict predict VB cord-327363-z30zoogs 57 23 the the DT cord-327363-z30zoogs 57 24 situation situation NN cord-327363-z30zoogs 57 25 till till IN cord-327363-z30zoogs 57 26 September September NNP cord-327363-z30zoogs 57 27 7 7 CD cord-327363-z30zoogs 57 28 , , , cord-327363-z30zoogs 57 29 2020 2020 CD cord-327363-z30zoogs 57 30 and and CC cord-327363-z30zoogs 57 31 an an DT cord-327363-z30zoogs 57 32 optimal optimal JJ cord-327363-z30zoogs 57 33 model model NN cord-327363-z30zoogs 57 34 was be VBD cord-327363-z30zoogs 57 35 proposed propose VBN cord-327363-z30zoogs 57 36 . . . cord-327363-z30zoogs 58 1 This this DT cord-327363-z30zoogs 58 2 is be VBZ cord-327363-z30zoogs 58 3 especially especially RB cord-327363-z30zoogs 58 4 useful useful JJ cord-327363-z30zoogs 58 5 for for IN cord-327363-z30zoogs 58 6 Government government NN cord-327363-z30zoogs 58 7 and and CC cord-327363-z30zoogs 58 8 health health NN cord-327363-z30zoogs 58 9 workers worker NNS cord-327363-z30zoogs 58 10 to to TO cord-327363-z30zoogs 58 11 analyze analyze VB cord-327363-z30zoogs 58 12 current current JJ cord-327363-z30zoogs 58 13 situation situation NN cord-327363-z30zoogs 58 14 and and CC cord-327363-z30zoogs 58 15 predict predict VB cord-327363-z30zoogs 58 16 the the DT cord-327363-z30zoogs 58 17 situation situation NN cord-327363-z30zoogs 58 18 up up IN cord-327363-z30zoogs 58 19 to to IN cord-327363-z30zoogs 58 20 few few JJ cord-327363-z30zoogs 58 21 weeks week NNS cord-327363-z30zoogs 58 22 . . . cord-327363-z30zoogs 59 1 This this DT cord-327363-z30zoogs 59 2 helps help VBZ cord-327363-z30zoogs 59 3 them -PRON- PRP cord-327363-z30zoogs 59 4 to to TO cord-327363-z30zoogs 59 5 take take VB cord-327363-z30zoogs 59 6 necessary necessary JJ cord-327363-z30zoogs 59 7 precautions precaution NNS cord-327363-z30zoogs 59 8 and and CC cord-327363-z30zoogs 59 9 actions action NNS cord-327363-z30zoogs 59 10 to to TO cord-327363-z30zoogs 59 11 curb curb VB cord-327363-z30zoogs 59 12 the the DT cord-327363-z30zoogs 59 13 spread spread NN cord-327363-z30zoogs 59 14 of of IN cord-327363-z30zoogs 59 15 disease disease NN cord-327363-z30zoogs 59 16 . . . cord-327363-z30zoogs 60 1 We -PRON- PRP cord-327363-z30zoogs 60 2 have have VBP cord-327363-z30zoogs 60 3 divided divide VBN cord-327363-z30zoogs 60 4 data datum NNS cord-327363-z30zoogs 60 5 set set VBN cord-327363-z30zoogs 60 6 into into IN cord-327363-z30zoogs 60 7 4 4 CD cord-327363-z30zoogs 60 8 regions region NNS cord-327363-z30zoogs 60 9 to to TO cord-327363-z30zoogs 60 10 understand understand VB cord-327363-z30zoogs 60 11 which which WDT cord-327363-z30zoogs 60 12 polynomial polynomial JJ cord-327363-z30zoogs 60 13 curve curve NN cord-327363-z30zoogs 60 14 fits fit VBZ cord-327363-z30zoogs 60 15 best good JJS cord-327363-z30zoogs 60 16 . . . cord-327363-z30zoogs 61 1 We -PRON- PRP cord-327363-z30zoogs 61 2 have have VBP cord-327363-z30zoogs 61 3 also also RB cord-327363-z30zoogs 61 4 compared compare VBN cord-327363-z30zoogs 61 5 our -PRON- PRP$ cord-327363-z30zoogs 61 6 results result NNS cord-327363-z30zoogs 61 7 with with IN cord-327363-z30zoogs 61 8 neighboring neighboring NN cord-327363-z30zoogs 61 9 countries country NNS cord-327363-z30zoogs 61 10 like like IN cord-327363-z30zoogs 61 11 Pakistan Pakistan NNP cord-327363-z30zoogs 61 12 , , , cord-327363-z30zoogs 61 13 Sri Sri NNP cord-327363-z30zoogs 61 14 Lanka Lanka NNP cord-327363-z30zoogs 61 15 , , , cord-327363-z30zoogs 61 16 and and CC cord-327363-z30zoogs 61 17 Bangladesh Bangladesh NNP cord-327363-z30zoogs 61 18 for for IN cord-327363-z30zoogs 61 19 better well JJR cord-327363-z30zoogs 61 20 analysis analysis NN cord-327363-z30zoogs 61 21 . . . cord-327363-z30zoogs 62 1 In in IN cord-327363-z30zoogs 62 2 this this DT cord-327363-z30zoogs 62 3 section section NN cord-327363-z30zoogs 62 4 , , , cord-327363-z30zoogs 62 5 several several JJ cord-327363-z30zoogs 62 6 methods method NNS cord-327363-z30zoogs 62 7 based base VBN cord-327363-z30zoogs 62 8 on on IN cord-327363-z30zoogs 62 9 machine machine NN cord-327363-z30zoogs 62 10 learning learning NN cord-327363-z30zoogs 62 11 regression regression NN cord-327363-z30zoogs 62 12 and and CC cord-327363-z30zoogs 62 13 polynomial polynomial JJ cord-327363-z30zoogs 62 14 regression regression NN cord-327363-z30zoogs 62 15 are be VBP cord-327363-z30zoogs 62 16 discussed discuss VBN cord-327363-z30zoogs 62 17 . . . cord-327363-z30zoogs 63 1 The the DT cord-327363-z30zoogs 63 2 analysis analysis NN cord-327363-z30zoogs 63 3 is be VBZ cord-327363-z30zoogs 63 4 carried carry VBN cord-327363-z30zoogs 63 5 out out RP cord-327363-z30zoogs 63 6 for for IN cord-327363-z30zoogs 63 7 pan pan NNP cord-327363-z30zoogs 63 8 India India NNP cord-327363-z30zoogs 63 9 cases case NNS cord-327363-z30zoogs 63 10 where where WRB cord-327363-z30zoogs 63 11 the the DT cord-327363-z30zoogs 63 12 data data NN cord-327363-z30zoogs 63 13 is be VBZ cord-327363-z30zoogs 63 14 acquired acquire VBN cord-327363-z30zoogs 63 15 from from IN cord-327363-z30zoogs 63 16 [ [ -LRB- cord-327363-z30zoogs 63 17 13 13 CD cord-327363-z30zoogs 63 18 ] ] -RRB- cord-327363-z30zoogs 63 19 [ [ -LRB- cord-327363-z30zoogs 63 20 14 14 CD cord-327363-z30zoogs 63 21 ] ] -RRB- cord-327363-z30zoogs 63 22 . . . cord-327363-z30zoogs 64 1 The the DT cord-327363-z30zoogs 64 2 experiments experiment NNS cord-327363-z30zoogs 64 3 for for IN cord-327363-z30zoogs 64 4 regression regression NN cord-327363-z30zoogs 64 5 analysis analysis NN cord-327363-z30zoogs 64 6 are be VBP cord-327363-z30zoogs 64 7 carried carry VBN cord-327363-z30zoogs 64 8 out out RP cord-327363-z30zoogs 64 9 on on IN cord-327363-z30zoogs 64 10 Python Python NNP cord-327363-z30zoogs 64 11 platform platform NN cord-327363-z30zoogs 64 12 . . . cord-327363-z30zoogs 65 1 Regression regression NN cord-327363-z30zoogs 65 2 models model NNS cord-327363-z30zoogs 65 3 are be VBP cord-327363-z30zoogs 65 4 statistical statistical JJ cord-327363-z30zoogs 65 5 sets set NNS cord-327363-z30zoogs 65 6 of of IN cord-327363-z30zoogs 65 7 processes process NNS cord-327363-z30zoogs 65 8 which which WDT cord-327363-z30zoogs 65 9 are be VBP cord-327363-z30zoogs 65 10 used use VBN cord-327363-z30zoogs 65 11 to to TO cord-327363-z30zoogs 65 12 estimate estimate VB cord-327363-z30zoogs 65 13 or or CC cord-327363-z30zoogs 65 14 predict predict VB cord-327363-z30zoogs 65 15 the the DT cord-327363-z30zoogs 65 16 target target NN cord-327363-z30zoogs 65 17 or or CC cord-327363-z30zoogs 65 18 dependent dependent JJ cord-327363-z30zoogs 65 19 variable variable NN cord-327363-z30zoogs 65 20 based base VBN cord-327363-z30zoogs 65 21 on on IN cord-327363-z30zoogs 65 22 dependent dependent JJ cord-327363-z30zoogs 65 23 variables variable NNS cord-327363-z30zoogs 65 24 . . . cord-327363-z30zoogs 66 1 Regression regression NN cord-327363-z30zoogs 66 2 may may MD cord-327363-z30zoogs 66 3 be be VB cord-327363-z30zoogs 66 4 linear linear JJ cord-327363-z30zoogs 66 5 or or CC cord-327363-z30zoogs 66 6 nonlinear nonlinear JJ cord-327363-z30zoogs 66 7 . . . cord-327363-z30zoogs 67 1 A a DT cord-327363-z30zoogs 67 2 model model NN cord-327363-z30zoogs 67 3 is be VBZ cord-327363-z30zoogs 67 4 said say VBN cord-327363-z30zoogs 67 5 to to TO cord-327363-z30zoogs 67 6 be be VB cord-327363-z30zoogs 67 7 linear linear JJ cord-327363-z30zoogs 67 8 when when WRB cord-327363-z30zoogs 67 9 it -PRON- PRP cord-327363-z30zoogs 67 10 is be VBZ cord-327363-z30zoogs 67 11 linear linear JJ cord-327363-z30zoogs 67 12 in in IN cord-327363-z30zoogs 67 13 parameters parameter NNS cord-327363-z30zoogs 67 14 . . . cord-327363-z30zoogs 68 1 For for IN cord-327363-z30zoogs 68 2 example example NN cord-327363-z30zoogs 68 3 , , , cord-327363-z30zoogs 68 4 the the DT cord-327363-z30zoogs 68 5 second second JJ cord-327363-z30zoogs 68 6 - - HYPH cord-327363-z30zoogs 68 7 order order NN cord-327363-z30zoogs 68 8 polynomial polynomial NN cord-327363-z30zoogs 68 9 in in IN cord-327363-z30zoogs 68 10 one one CD cord-327363-z30zoogs 68 11 variable variable NN cord-327363-z30zoogs 68 12 y y NN cord-327363-z30zoogs 68 13 = = SYM cord-327363-z30zoogs 68 14 0 0 CD cord-327363-z30zoogs 68 15 + + SYM cord-327363-z30zoogs 68 16 1 1 CD cord-327363-z30zoogs 68 17 t t NN cord-327363-z30zoogs 68 18 + + SYM cord-327363-z30zoogs 68 19 2 2 CD cord-327363-z30zoogs 68 20 2 2 CD cord-327363-z30zoogs 68 21 + + CC cord-327363-z30zoogs 68 22 ε ε NN cord-327363-z30zoogs 68 23 ( ( -LRB- cord-327363-z30zoogs 68 24 1 1 CD cord-327363-z30zoogs 68 25 ) ) -RRB- cord-327363-z30zoogs 68 26 and and CC cord-327363-z30zoogs 68 27 the the DT cord-327363-z30zoogs 68 28 second second JJ cord-327363-z30zoogs 68 29 - - HYPH cord-327363-z30zoogs 68 30 order order NN cord-327363-z30zoogs 68 31 polynomial polynomial NN cord-327363-z30zoogs 68 32 in in IN cord-327363-z30zoogs 68 33 two two CD cord-327363-z30zoogs 68 34 variables variable NNS cord-327363-z30zoogs 69 1 y y NNP cord-327363-z30zoogs 69 2 = = SYM cord-327363-z30zoogs 69 3 0 0 CD cord-327363-z30zoogs 69 4 + + CD cord-327363-z30zoogs 70 1 1 1 CD cord-327363-z30zoogs 70 2 1 1 CD cord-327363-z30zoogs 70 3 + + SYM cord-327363-z30zoogs 70 4 2 2 CD cord-327363-z30zoogs 70 5 2 2 CD cord-327363-z30zoogs 70 6 + + CD cord-327363-z30zoogs 71 1 11 11 CD cord-327363-z30zoogs 71 2 11 11 CD cord-327363-z30zoogs 71 3 + + CC cord-327363-z30zoogs 72 1 22 22 CD cord-327363-z30zoogs 73 1 22 22 CD cord-327363-z30zoogs 73 2 + + CC cord-327363-z30zoogs 74 1 12 12 CD cord-327363-z30zoogs 74 2 1 1 CD cord-327363-z30zoogs 74 3 2 2 CD cord-327363-z30zoogs 74 4 + + CC cord-327363-z30zoogs 74 5 ε ε NN cord-327363-z30zoogs 74 6 are be VBP cord-327363-z30zoogs 74 7 also also RB cord-327363-z30zoogs 74 8 the the DT cord-327363-z30zoogs 74 9 linear linear JJ cord-327363-z30zoogs 74 10 model model NN cord-327363-z30zoogs 74 11 . . . cord-327363-z30zoogs 75 1 In in IN cord-327363-z30zoogs 75 2 fact fact NN cord-327363-z30zoogs 75 3 , , , cord-327363-z30zoogs 75 4 they -PRON- PRP cord-327363-z30zoogs 75 5 are be VBP cord-327363-z30zoogs 75 6 the the DT cord-327363-z30zoogs 75 7 second second JJ cord-327363-z30zoogs 75 8 - - HYPH cord-327363-z30zoogs 75 9 order order NN cord-327363-z30zoogs 75 10 polynomials polynomial NNS cord-327363-z30zoogs 75 11 in in IN cord-327363-z30zoogs 75 12 one one CD cord-327363-z30zoogs 75 13 and and CC cord-327363-z30zoogs 75 14 two two CD cord-327363-z30zoogs 75 15 variables variable NNS cord-327363-z30zoogs 75 16 , , , cord-327363-z30zoogs 75 17 respectively respectively RB cord-327363-z30zoogs 75 18 [ [ -LRB- cord-327363-z30zoogs 75 19 2 2 CD cord-327363-z30zoogs 75 20 ] ] -RRB- cord-327363-z30zoogs 75 21 . . . cord-327363-z30zoogs 76 1 Polynomial polynomial JJ cord-327363-z30zoogs 76 2 regression regression NN cord-327363-z30zoogs 76 3 is be VBZ cord-327363-z30zoogs 76 4 a a DT cord-327363-z30zoogs 76 5 special special JJ cord-327363-z30zoogs 76 6 type type NN cord-327363-z30zoogs 76 7 of of IN cord-327363-z30zoogs 76 8 regression regression NN cord-327363-z30zoogs 76 9 which which WDT cord-327363-z30zoogs 76 10 works work VBZ cord-327363-z30zoogs 76 11 on on IN cord-327363-z30zoogs 76 12 the the DT cord-327363-z30zoogs 76 13 curvilinear curvilinear JJ cord-327363-z30zoogs 76 14 relationship relationship NN cord-327363-z30zoogs 76 15 between between IN cord-327363-z30zoogs 76 16 the the DT cord-327363-z30zoogs 76 17 dependent dependent JJ cord-327363-z30zoogs 76 18 values value NNS cord-327363-z30zoogs 76 19 and and CC cord-327363-z30zoogs 76 20 independent independent JJ cord-327363-z30zoogs 76 21 values value NNS cord-327363-z30zoogs 76 22 . . . cord-327363-z30zoogs 77 1 For for IN cord-327363-z30zoogs 77 2 COVID COVID NNP cord-327363-z30zoogs 77 3 19 19 CD cord-327363-z30zoogs 77 4 we -PRON- PRP cord-327363-z30zoogs 77 5 have have VBP cord-327363-z30zoogs 77 6 used use VBN cord-327363-z30zoogs 77 7 polynomial polynomial JJ cord-327363-z30zoogs 77 8 regression regression NN cord-327363-z30zoogs 77 9 with with IN cord-327363-z30zoogs 77 10 only only RB cord-327363-z30zoogs 77 11 one one CD cord-327363-z30zoogs 77 12 variable variable NN cord-327363-z30zoogs 77 13 . . . cord-327363-z30zoogs 78 1 Polynomial polynomial JJ cord-327363-z30zoogs 78 2 with with IN cord-327363-z30zoogs 78 3 one one CD cord-327363-z30zoogs 78 4 variable variable JJ cord-327363-z30zoogs 78 5 Equation equation NN cord-327363-z30zoogs 78 6 2 2 CD cord-327363-z30zoogs 78 7 shows show VBZ cord-327363-z30zoogs 78 8 the the DT cord-327363-z30zoogs 78 9 relationship relationship NN cord-327363-z30zoogs 78 10 between between IN cord-327363-z30zoogs 78 11 a a DT cord-327363-z30zoogs 78 12 dependent dependent JJ cord-327363-z30zoogs 78 13 and and CC cord-327363-z30zoogs 78 14 independent independent JJ cord-327363-z30zoogs 78 15 variable variable NN cord-327363-z30zoogs 78 16 in in IN cord-327363-z30zoogs 78 17 polynomial polynomial JJ cord-327363-z30zoogs 78 18 regression regression NN cord-327363-z30zoogs 78 19 . . . cord-327363-z30zoogs 79 1 In in IN cord-327363-z30zoogs 79 2 Equation equation NN cord-327363-z30zoogs 79 3 ( ( -LRB- cord-327363-z30zoogs 79 4 2 2 CD cord-327363-z30zoogs 79 5 ) ) -RRB- cord-327363-z30zoogs 79 6 , , , cord-327363-z30zoogs 79 7 x x NNP cord-327363-z30zoogs 79 8 is be VBZ cord-327363-z30zoogs 79 9 the the DT cord-327363-z30zoogs 79 10 independent independent JJ cord-327363-z30zoogs 79 11 variable variable NN cord-327363-z30zoogs 79 12 and and CC cord-327363-z30zoogs 79 13 0 0 NFP cord-327363-z30zoogs 79 14 is be VBZ cord-327363-z30zoogs 79 15 the the DT cord-327363-z30zoogs 79 16 bias bias NN cord-327363-z30zoogs 79 17 also also RB cord-327363-z30zoogs 79 18 the the DT cord-327363-z30zoogs 79 19 intercept intercept NN cord-327363-z30zoogs 79 20 and and CC cord-327363-z30zoogs 79 21 1 1 CD cord-327363-z30zoogs 79 22 , , , cord-327363-z30zoogs 79 23 2 2 CD cord-327363-z30zoogs 79 24 … … NFP cord-327363-z30zoogs 79 25 . . . cord-327363-z30zoogs 80 1 are be VBP cord-327363-z30zoogs 80 2 the the DT cord-327363-z30zoogs 80 3 weight weight NN cord-327363-z30zoogs 80 4 or or CC cord-327363-z30zoogs 80 5 partial partial JJ cord-327363-z30zoogs 80 6 coefficients coefficient NNS cord-327363-z30zoogs 80 7 assigned assign VBN cord-327363-z30zoogs 80 8 to to IN cord-327363-z30zoogs 80 9 the the DT cord-327363-z30zoogs 80 10 predictors predictor NNS cord-327363-z30zoogs 80 11 and and CC cord-327363-z30zoogs 80 12 n n NN cord-327363-z30zoogs 80 13 is be VBZ cord-327363-z30zoogs 80 14 the the DT cord-327363-z30zoogs 80 15 degree degree NN cord-327363-z30zoogs 80 16 of of IN cord-327363-z30zoogs 80 17 polynomial polynomial NN cord-327363-z30zoogs 80 18 . . . cord-327363-z30zoogs 81 1 The the DT cord-327363-z30zoogs 81 2 polynomial polynomial JJ cord-327363-z30zoogs 81 3 regression regression NN cord-327363-z30zoogs 81 4 used use VBN cord-327363-z30zoogs 81 5 in in IN cord-327363-z30zoogs 81 6 the the DT cord-327363-z30zoogs 81 7 study study NN cord-327363-z30zoogs 81 8 includes include VBZ cord-327363-z30zoogs 81 9 transformation transformation NN cord-327363-z30zoogs 81 10 of of IN cord-327363-z30zoogs 81 11 data datum NNS cord-327363-z30zoogs 81 12 into into IN cord-327363-z30zoogs 81 13 polynomials polynomial NNS cord-327363-z30zoogs 81 14 and and CC cord-327363-z30zoogs 81 15 applying apply VBG cord-327363-z30zoogs 81 16 linear linear JJ cord-327363-z30zoogs 81 17 regression regression NN cord-327363-z30zoogs 81 18 to to TO cord-327363-z30zoogs 81 19 fit fit VB cord-327363-z30zoogs 81 20 the the DT cord-327363-z30zoogs 81 21 parameter parameter NN cord-327363-z30zoogs 81 22 . . . cord-327363-z30zoogs 82 1 A a DT cord-327363-z30zoogs 82 2 polynomial polynomial NN cord-327363-z30zoogs 82 3 All all DT cord-327363-z30zoogs 82 4 rights right NNS cord-327363-z30zoogs 82 5 reserved reserve VBN cord-327363-z30zoogs 82 6 . . . cord-327363-z30zoogs 83 1 No no DT cord-327363-z30zoogs 83 2 reuse reuse NN cord-327363-z30zoogs 83 3 allowed allow VBN cord-327363-z30zoogs 83 4 without without IN cord-327363-z30zoogs 83 5 permission permission NN cord-327363-z30zoogs 83 6 . . . cord-327363-z30zoogs 84 1 perpetuity perpetuity NN cord-327363-z30zoogs 84 2 . . . cord-327363-z30zoogs 85 1 preprint preprint NN cord-327363-z30zoogs 85 2 ( ( -LRB- cord-327363-z30zoogs 85 3 which which WDT cord-327363-z30zoogs 85 4 was be VBD cord-327363-z30zoogs 85 5 not not RB cord-327363-z30zoogs 85 6 certified certify VBN cord-327363-z30zoogs 85 7 by by IN cord-327363-z30zoogs 85 8 peer peer NN cord-327363-z30zoogs 85 9 review review NN cord-327363-z30zoogs 85 10 ) ) -RRB- cord-327363-z30zoogs 85 11 is be VBZ cord-327363-z30zoogs 85 12 the the DT cord-327363-z30zoogs 85 13 author author NN cord-327363-z30zoogs 85 14 / / SYM cord-327363-z30zoogs 85 15 funder funder NN cord-327363-z30zoogs 85 16 , , , cord-327363-z30zoogs 85 17 who who WP cord-327363-z30zoogs 85 18 has have VBZ cord-327363-z30zoogs 85 19 granted grant VBN cord-327363-z30zoogs 85 20 medRxiv medRxiv NNS cord-327363-z30zoogs 85 21 a a DT cord-327363-z30zoogs 85 22 license license NN cord-327363-z30zoogs 85 23 to to TO cord-327363-z30zoogs 85 24 display display VB cord-327363-z30zoogs 85 25 the the DT cord-327363-z30zoogs 85 26 preprint preprint NN cord-327363-z30zoogs 85 27 in in IN cord-327363-z30zoogs 85 28 The the DT cord-327363-z30zoogs 85 29 copyright copyright NN cord-327363-z30zoogs 85 30 holder holder NN cord-327363-z30zoogs 85 31 for for IN cord-327363-z30zoogs 85 32 this this DT cord-327363-z30zoogs 85 33 this this DT cord-327363-z30zoogs 85 34 version version NN cord-327363-z30zoogs 85 35 posted post VBD cord-327363-z30zoogs 85 36 October October NNP cord-327363-z30zoogs 85 37 16 16 CD cord-327363-z30zoogs 85 38 , , , cord-327363-z30zoogs 85 39 2020 2020 CD cord-327363-z30zoogs 85 40 . . . cord-327363-z30zoogs 85 41 . . . cord-327363-z30zoogs 86 1 regression regression NN cord-327363-z30zoogs 86 2 with with IN cord-327363-z30zoogs 86 3 degree degree NN cord-327363-z30zoogs 86 4 equal equal JJ cord-327363-z30zoogs 86 5 to to IN cord-327363-z30zoogs 86 6 1 1 CD cord-327363-z30zoogs 86 7 is be VBZ cord-327363-z30zoogs 86 8 a a DT cord-327363-z30zoogs 86 9 linear linear JJ cord-327363-z30zoogs 86 10 regression regression NN cord-327363-z30zoogs 86 11 . . . cord-327363-z30zoogs 87 1 Choosing choose VBG cord-327363-z30zoogs 87 2 the the DT cord-327363-z30zoogs 87 3 value value NN cord-327363-z30zoogs 87 4 of of IN cord-327363-z30zoogs 87 5 a a DT cord-327363-z30zoogs 87 6 degree degree NN cord-327363-z30zoogs 87 7 is be VBZ cord-327363-z30zoogs 87 8 a a DT cord-327363-z30zoogs 87 9 challenging challenging JJ cord-327363-z30zoogs 87 10 task task NN cord-327363-z30zoogs 87 11 . . . cord-327363-z30zoogs 88 1 If if IN cord-327363-z30zoogs 88 2 the the DT cord-327363-z30zoogs 88 3 degree degree NN cord-327363-z30zoogs 88 4 of of IN cord-327363-z30zoogs 88 5 polynomial polynomial NN cord-327363-z30zoogs 88 6 is be VBZ cord-327363-z30zoogs 88 7 less less JJR cord-327363-z30zoogs 88 8 , , , cord-327363-z30zoogs 88 9 it -PRON- PRP cord-327363-z30zoogs 88 10 will will MD cord-327363-z30zoogs 88 11 not not RB cord-327363-z30zoogs 88 12 be be VB cord-327363-z30zoogs 88 13 able able JJ cord-327363-z30zoogs 88 14 to to TO cord-327363-z30zoogs 88 15 fit fit VB cord-327363-z30zoogs 88 16 the the DT cord-327363-z30zoogs 88 17 model model NN cord-327363-z30zoogs 88 18 properly properly RB cord-327363-z30zoogs 88 19 and and CC cord-327363-z30zoogs 88 20 if if IN cord-327363-z30zoogs 88 21 the the DT cord-327363-z30zoogs 88 22 value value NN cord-327363-z30zoogs 88 23 of of IN cord-327363-z30zoogs 88 24 degree degree NN cord-327363-z30zoogs 88 25 of of IN cord-327363-z30zoogs 88 26 polynomial polynomial NN cord-327363-z30zoogs 88 27 is be VBZ cord-327363-z30zoogs 88 28 greater great JJR cord-327363-z30zoogs 88 29 than than IN cord-327363-z30zoogs 88 30 actual actual JJ cord-327363-z30zoogs 88 31 , , , cord-327363-z30zoogs 88 32 it -PRON- PRP cord-327363-z30zoogs 88 33 will will MD cord-327363-z30zoogs 88 34 overfit overfit VB cord-327363-z30zoogs 88 35 the the DT cord-327363-z30zoogs 88 36 training training NN cord-327363-z30zoogs 88 37 data datum NNS cord-327363-z30zoogs 88 38 . . . cord-327363-z30zoogs 89 1 The the DT cord-327363-z30zoogs 89 2 mean mean JJ cord-327363-z30zoogs 89 3 squared squared JJ cord-327363-z30zoogs 89 4 error error NN cord-327363-z30zoogs 89 5 ( ( -LRB- cord-327363-z30zoogs 89 6 MSE MSE NNP cord-327363-z30zoogs 89 7 ) ) -RRB- cord-327363-z30zoogs 89 8 is be VBZ cord-327363-z30zoogs 89 9 an an DT cord-327363-z30zoogs 89 10 unbiased unbiased JJ cord-327363-z30zoogs 89 11 estimator estimator NN cord-327363-z30zoogs 89 12 of of IN cord-327363-z30zoogs 89 13 the the DT cord-327363-z30zoogs 89 14 variance variance NN cord-327363-z30zoogs 89 15 σ σ NN cord-327363-z30zoogs 89 16 of of IN cord-327363-z30zoogs 89 17 the the DT cord-327363-z30zoogs 89 18 random random JJ cord-327363-z30zoogs 89 19 error error NN cord-327363-z30zoogs 89 20 term term NN cord-327363-z30zoogs 89 21 and and CC cord-327363-z30zoogs 89 22 is be VBZ cord-327363-z30zoogs 89 23 defined define VBN cord-327363-z30zoogs 89 24 in in IN cord-327363-z30zoogs 89 25 equation equation NN cord-327363-z30zoogs 89 26 where where WRB cord-327363-z30zoogs 89 27 are be VBP cord-327363-z30zoogs 89 28 observed observe VBN cord-327363-z30zoogs 89 29 values value NNS cord-327363-z30zoogs 89 30 and and CC cord-327363-z30zoogs 89 31 ̂are ̂are VBG cord-327363-z30zoogs 89 32 the the DT cord-327363-z30zoogs 89 33 fitted fit VBN cord-327363-z30zoogs 89 34 values value NNS cord-327363-z30zoogs 89 35 of of IN cord-327363-z30zoogs 89 36 the the DT cord-327363-z30zoogs 89 37 dependent dependent JJ cord-327363-z30zoogs 89 38 variable variable NN cord-327363-z30zoogs 89 39 Y Y NNP cord-327363-z30zoogs 89 40 for for IN cord-327363-z30zoogs 89 41 the the DT cord-327363-z30zoogs 89 42 ith ith NNP cord-327363-z30zoogs 89 43 case case NN cord-327363-z30zoogs 89 44 . . . cord-327363-z30zoogs 90 1 Since since IN cord-327363-z30zoogs 90 2 the the DT cord-327363-z30zoogs 90 3 mean mean NN cord-327363-z30zoogs 90 4 squared squared JJ cord-327363-z30zoogs 90 5 error error NN cord-327363-z30zoogs 90 6 is be VBZ cord-327363-z30zoogs 90 7 the the DT cord-327363-z30zoogs 90 8 average average JJ cord-327363-z30zoogs 90 9 squared squared JJ cord-327363-z30zoogs 90 10 error error NN cord-327363-z30zoogs 90 11 , , , cord-327363-z30zoogs 90 12 where where WRB cord-327363-z30zoogs 90 13 averaging averaging NN cord-327363-z30zoogs 90 14 is be VBZ cord-327363-z30zoogs 90 15 done do VBN cord-327363-z30zoogs 90 16 by by IN cord-327363-z30zoogs 90 17 dividing divide VBG cord-327363-z30zoogs 90 18 by by IN cord-327363-z30zoogs 90 19 the the DT cord-327363-z30zoogs 90 20 degrees degree NNS cord-327363-z30zoogs 90 21 of of IN cord-327363-z30zoogs 90 22 freedom freedom NN cord-327363-z30zoogs 90 23 , , , cord-327363-z30zoogs 90 24 MSE MSE NNP cord-327363-z30zoogs 90 25 is be VBZ cord-327363-z30zoogs 90 26 a a DT cord-327363-z30zoogs 90 27 measure measure NN cord-327363-z30zoogs 90 28 of of IN cord-327363-z30zoogs 90 29 how how WRB cord-327363-z30zoogs 90 30 well well RB cord-327363-z30zoogs 90 31 the the DT cord-327363-z30zoogs 90 32 regression regression NN cord-327363-z30zoogs 90 33 fits fit VBZ cord-327363-z30zoogs 90 34 the the DT cord-327363-z30zoogs 90 35 data datum NNS cord-327363-z30zoogs 90 36 . . . cord-327363-z30zoogs 91 1 The the DT cord-327363-z30zoogs 91 2 square square JJ cord-327363-z30zoogs 91 3 root root NN cord-327363-z30zoogs 91 4 of of IN cord-327363-z30zoogs 91 5 MSE MSE NNP cord-327363-z30zoogs 91 6 is be VBZ cord-327363-z30zoogs 91 7 an an DT cord-327363-z30zoogs 91 8 estimator estimator NN cord-327363-z30zoogs 91 9 of of IN cord-327363-z30zoogs 91 10 the the DT cord-327363-z30zoogs 91 11 standard standard JJ cord-327363-z30zoogs 91 12 deviation deviation NN cord-327363-z30zoogs 91 13 σ σ NN cord-327363-z30zoogs 91 14 of of IN cord-327363-z30zoogs 91 15 the the DT cord-327363-z30zoogs 91 16 random random JJ cord-327363-z30zoogs 91 17 error error NN cord-327363-z30zoogs 91 18 term term NN cord-327363-z30zoogs 91 19 . . . cord-327363-z30zoogs 92 1 The the DT cord-327363-z30zoogs 92 2 root root NN cord-327363-z30zoogs 92 3 mean mean NN cord-327363-z30zoogs 92 4 squared squared JJ cord-327363-z30zoogs 92 5 error error NN cord-327363-z30zoogs 92 6 RMSE= rmse= CC cord-327363-z30zoogs 92 7 √ √ NNP cord-327363-z30zoogs 92 8 is be VBZ cord-327363-z30zoogs 92 9 not not RB cord-327363-z30zoogs 92 10 an an DT cord-327363-z30zoogs 92 11 unbiased unbiased JJ cord-327363-z30zoogs 92 12 estimator estimator NN cord-327363-z30zoogs 92 13 of of IN cord-327363-z30zoogs 92 14 σ σ NNP cord-327363-z30zoogs 92 15 , , , cord-327363-z30zoogs 92 16 but but CC cord-327363-z30zoogs 92 17 it -PRON- PRP cord-327363-z30zoogs 92 18 is be VBZ cord-327363-z30zoogs 92 19 still still RB cord-327363-z30zoogs 92 20 a a DT cord-327363-z30zoogs 92 21 good good JJ cord-327363-z30zoogs 92 22 estimator estimator NN cord-327363-z30zoogs 92 23 . . . cord-327363-z30zoogs 93 1 MSE MSE NNP cord-327363-z30zoogs 93 2 and and CC cord-327363-z30zoogs 93 3 RMSE RMSE NNP cord-327363-z30zoogs 93 4 are be VBP cord-327363-z30zoogs 93 5 measures measure NNS cord-327363-z30zoogs 93 6 of of IN cord-327363-z30zoogs 93 7 the the DT cord-327363-z30zoogs 93 8 size size NN cord-327363-z30zoogs 93 9 of of IN cord-327363-z30zoogs 93 10 the the DT cord-327363-z30zoogs 93 11 errors error NNS cord-327363-z30zoogs 93 12 in in IN cord-327363-z30zoogs 93 13 regression regression NN cord-327363-z30zoogs 93 14 and and CC cord-327363-z30zoogs 93 15 do do VBP cord-327363-z30zoogs 93 16 not not RB cord-327363-z30zoogs 93 17 give give VB cord-327363-z30zoogs 93 18 a a DT cord-327363-z30zoogs 93 19 indication indication NN cord-327363-z30zoogs 93 20 about about IN cord-327363-z30zoogs 93 21 the the DT cord-327363-z30zoogs 93 22 explained explain VBN cord-327363-z30zoogs 93 23 component component NN cord-327363-z30zoogs 93 24 of of IN cord-327363-z30zoogs 93 25 the the DT cord-327363-z30zoogs 93 26 regression regression NN cord-327363-z30zoogs 93 27 fit fit NN cord-327363-z30zoogs 93 28 . . . cord-327363-z30zoogs 94 1 Random random JJ cord-327363-z30zoogs 94 2 forest forest NN cord-327363-z30zoogs 94 3 is be VBZ cord-327363-z30zoogs 94 4 an an DT cord-327363-z30zoogs 94 5 ensemble ensemble JJ cord-327363-z30zoogs 94 6 method method NN cord-327363-z30zoogs 94 7 that that WDT cord-327363-z30zoogs 94 8 generates generate VBZ cord-327363-z30zoogs 94 9 something something NN cord-327363-z30zoogs 94 10 akin akin JJ cord-327363-z30zoogs 94 11 to to IN cord-327363-z30zoogs 94 12 a a DT cord-327363-z30zoogs 94 13 forest forest NN cord-327363-z30zoogs 94 14 of of IN cord-327363-z30zoogs 94 15 trees tree NNS cord-327363-z30zoogs 94 16 from from IN cord-327363-z30zoogs 94 17 a a DT cord-327363-z30zoogs 94 18 given give VBN cord-327363-z30zoogs 94 19 training training NN cord-327363-z30zoogs 94 20 sample sample NN cord-327363-z30zoogs 94 21 . . . cord-327363-z30zoogs 95 1 Ensemble ensemble NN cord-327363-z30zoogs 95 2 - - HYPH cord-327363-z30zoogs 95 3 based base VBN cord-327363-z30zoogs 95 4 models model NNS cord-327363-z30zoogs 95 5 are be VBP cord-327363-z30zoogs 95 6 far far RB cord-327363-z30zoogs 95 7 more more RBR cord-327363-z30zoogs 95 8 accurate accurate JJ cord-327363-z30zoogs 95 9 than than IN cord-327363-z30zoogs 95 10 a a DT cord-327363-z30zoogs 95 11 single single JJ cord-327363-z30zoogs 95 12 method method NN cord-327363-z30zoogs 95 13 owing owe VBG cord-327363-z30zoogs 95 14 to to IN cord-327363-z30zoogs 95 15 advantages advantage NNS cord-327363-z30zoogs 95 16 like like IN cord-327363-z30zoogs 95 17 capturing capture VBG cord-327363-z30zoogs 95 18 linearity linearity NN cord-327363-z30zoogs 95 19 and and CC cord-327363-z30zoogs 95 20 nonlinearity nonlinearity NN cord-327363-z30zoogs 95 21 of of IN cord-327363-z30zoogs 95 22 time time NN cord-327363-z30zoogs 95 23 series series NN cord-327363-z30zoogs 95 24 obtained obtain VBN cord-327363-z30zoogs 95 25 from from IN cord-327363-z30zoogs 95 26 individual individual JJ cord-327363-z30zoogs 95 27 methods method NNS cord-327363-z30zoogs 95 28 [ [ -LRB- cord-327363-z30zoogs 95 29 11 11 CD cord-327363-z30zoogs 95 30 ] ] -RRB- cord-327363-z30zoogs 95 31 . . . cord-327363-z30zoogs 96 1 A a DT cord-327363-z30zoogs 96 2 random random JJ cord-327363-z30zoogs 96 3 forest forest NN cord-327363-z30zoogs 96 4 begins begin VBZ cord-327363-z30zoogs 96 5 with with IN cord-327363-z30zoogs 96 6 splitting split VBG cord-327363-z30zoogs 96 7 the the DT cord-327363-z30zoogs 96 8 input input NN cord-327363-z30zoogs 96 9 features feature VBZ cord-327363-z30zoogs 96 10 into into IN cord-327363-z30zoogs 96 11 a a DT cord-327363-z30zoogs 96 12 group group NN cord-327363-z30zoogs 96 13 of of IN cord-327363-z30zoogs 96 14 subsets subset NNS cord-327363-z30zoogs 96 15 that that WDT cord-327363-z30zoogs 96 16 essentially essentially RB cord-327363-z30zoogs 96 17 form form VBP cord-327363-z30zoogs 96 18 a a DT cord-327363-z30zoogs 96 19 tree tree NN cord-327363-z30zoogs 96 20 . . . cord-327363-z30zoogs 97 1 A a DT cord-327363-z30zoogs 97 2 particular particular JJ cord-327363-z30zoogs 97 3 tree tree NN cord-327363-z30zoogs 97 4 is be VBZ cord-327363-z30zoogs 97 5 characterized characterize VBN cord-327363-z30zoogs 97 6 by by IN cord-327363-z30zoogs 97 7 a a DT cord-327363-z30zoogs 97 8 node node NN cord-327363-z30zoogs 97 9 that that WDT cord-327363-z30zoogs 97 10 leads lead VBZ cord-327363-z30zoogs 97 11 to to IN cord-327363-z30zoogs 97 12 a a DT cord-327363-z30zoogs 97 13 number number NN cord-327363-z30zoogs 97 14 of of IN cord-327363-z30zoogs 97 15 branches branch NNS cord-327363-z30zoogs 97 16 , , , cord-327363-z30zoogs 97 17 as as IN cord-327363-z30zoogs 97 18 depicted depict VBN cord-327363-z30zoogs 97 19 in in IN cord-327363-z30zoogs 97 20 Figure figure NN cord-327363-z30zoogs 97 21 . . . cord-327363-z30zoogs 98 1 1 1 LS cord-327363-z30zoogs 99 1 All all DT cord-327363-z30zoogs 99 2 rights right NNS cord-327363-z30zoogs 99 3 reserved reserve VBN cord-327363-z30zoogs 99 4 . . . cord-327363-z30zoogs 100 1 No no DT cord-327363-z30zoogs 100 2 reuse reuse NN cord-327363-z30zoogs 100 3 allowed allow VBN cord-327363-z30zoogs 100 4 without without IN cord-327363-z30zoogs 100 5 permission permission NN cord-327363-z30zoogs 100 6 . . . cord-327363-z30zoogs 101 1 perpetuity perpetuity NN cord-327363-z30zoogs 101 2 . . . cord-327363-z30zoogs 102 1 preprint preprint NN cord-327363-z30zoogs 102 2 ( ( -LRB- cord-327363-z30zoogs 102 3 which which WDT cord-327363-z30zoogs 102 4 was be VBD cord-327363-z30zoogs 102 5 not not RB cord-327363-z30zoogs 102 6 certified certify VBN cord-327363-z30zoogs 102 7 by by IN cord-327363-z30zoogs 102 8 peer peer NN cord-327363-z30zoogs 102 9 review review NN cord-327363-z30zoogs 102 10 ) ) -RRB- cord-327363-z30zoogs 102 11 is be VBZ cord-327363-z30zoogs 102 12 the the DT cord-327363-z30zoogs 102 13 author author NN cord-327363-z30zoogs 102 14 / / SYM cord-327363-z30zoogs 102 15 funder funder NN cord-327363-z30zoogs 102 16 , , , cord-327363-z30zoogs 102 17 who who WP cord-327363-z30zoogs 102 18 has have VBZ cord-327363-z30zoogs 102 19 granted grant VBN cord-327363-z30zoogs 102 20 medRxiv medRxiv NNS cord-327363-z30zoogs 102 21 a a DT cord-327363-z30zoogs 102 22 license license NN cord-327363-z30zoogs 102 23 to to TO cord-327363-z30zoogs 102 24 display display VB cord-327363-z30zoogs 102 25 the the DT cord-327363-z30zoogs 102 26 preprint preprint NN cord-327363-z30zoogs 102 27 in in IN cord-327363-z30zoogs 102 28 The the DT cord-327363-z30zoogs 102 29 copyright copyright NN cord-327363-z30zoogs 102 30 holder holder NN cord-327363-z30zoogs 102 31 for for IN cord-327363-z30zoogs 102 32 this this DT cord-327363-z30zoogs 102 33 this this DT cord-327363-z30zoogs 102 34 version version NN cord-327363-z30zoogs 102 35 posted post VBD cord-327363-z30zoogs 102 36 October October NNP cord-327363-z30zoogs 102 37 16 16 CD cord-327363-z30zoogs 102 38 , , , cord-327363-z30zoogs 102 39 2020 2020 CD cord-327363-z30zoogs 102 40 . . . cord-327363-z30zoogs 102 41 . . . cord-327363-z30zoogs 103 1 In in IN cord-327363-z30zoogs 103 2 random random JJ cord-327363-z30zoogs 103 3 forest forest NN cord-327363-z30zoogs 103 4 regression regression NN cord-327363-z30zoogs 103 5 , , , cord-327363-z30zoogs 103 6 the the DT cord-327363-z30zoogs 103 7 number number NN cord-327363-z30zoogs 103 8 of of IN cord-327363-z30zoogs 103 9 trees tree NNS cord-327363-z30zoogs 103 10 and and CC cord-327363-z30zoogs 103 11 the the DT cord-327363-z30zoogs 103 12 number number NN cord-327363-z30zoogs 103 13 of of IN cord-327363-z30zoogs 103 14 random random JJ cord-327363-z30zoogs 103 15 features feature NNS cord-327363-z30zoogs 103 16 in in IN cord-327363-z30zoogs 103 17 each each DT cord-327363-z30zoogs 103 18 tree tree NN cord-327363-z30zoogs 103 19 decomposition decomposition NN cord-327363-z30zoogs 103 20 are be VBP cord-327363-z30zoogs 103 21 the the DT cord-327363-z30zoogs 103 22 parameters parameter NNS cord-327363-z30zoogs 103 23 that that WDT cord-327363-z30zoogs 103 24 decide decide VBP cord-327363-z30zoogs 103 25 the the DT cord-327363-z30zoogs 103 26 performance performance NN cord-327363-z30zoogs 103 27 of of IN cord-327363-z30zoogs 103 28 regression regression NN cord-327363-z30zoogs 103 29 . . . cord-327363-z30zoogs 104 1 At at IN cord-327363-z30zoogs 104 2 each each DT cord-327363-z30zoogs 104 3 decision decision NN cord-327363-z30zoogs 104 4 tree tree NN cord-327363-z30zoogs 104 5 , , , cord-327363-z30zoogs 104 6 a a DT cord-327363-z30zoogs 104 7 fitting fitting JJ cord-327363-z30zoogs 104 8 function function NN cord-327363-z30zoogs 104 9 is be VBZ cord-327363-z30zoogs 104 10 created create VBN cord-327363-z30zoogs 104 11 , , , cord-327363-z30zoogs 104 12 which which WDT cord-327363-z30zoogs 104 13 acts act VBZ cord-327363-z30zoogs 104 14 on on IN cord-327363-z30zoogs 104 15 the the DT cord-327363-z30zoogs 104 16 random random JJ cord-327363-z30zoogs 104 17 features feature NNS cord-327363-z30zoogs 104 18 selected select VBN cord-327363-z30zoogs 104 19 . . . cord-327363-z30zoogs 105 1 Finally finally RB cord-327363-z30zoogs 105 2 , , , cord-327363-z30zoogs 105 3 at at IN cord-327363-z30zoogs 105 4 the the DT cord-327363-z30zoogs 105 5 end end NN cord-327363-z30zoogs 105 6 of of IN cord-327363-z30zoogs 105 7 the the DT cord-327363-z30zoogs 105 8 training training NN cord-327363-z30zoogs 105 9 process process NN cord-327363-z30zoogs 105 10 a a DT cord-327363-z30zoogs 105 11 random random JJ cord-327363-z30zoogs 105 12 forest forest NN cord-327363-z30zoogs 105 13 model model NN cord-327363-z30zoogs 105 14 is be VBZ cord-327363-z30zoogs 105 15 created create VBN cord-327363-z30zoogs 105 16 . . . cord-327363-z30zoogs 106 1 It -PRON- PRP cord-327363-z30zoogs 106 2 is be VBZ cord-327363-z30zoogs 106 3 worth worth JJ cord-327363-z30zoogs 106 4 noting note VBG cord-327363-z30zoogs 106 5 that that IN cord-327363-z30zoogs 106 6 during during IN cord-327363-z30zoogs 106 7 the the DT cord-327363-z30zoogs 106 8 training training NN cord-327363-z30zoogs 106 9 process process NN cord-327363-z30zoogs 106 10 , , , cord-327363-z30zoogs 106 11 each each DT cord-327363-z30zoogs 106 12 tree tree NN cord-327363-z30zoogs 106 13 is be VBZ cord-327363-z30zoogs 106 14 created create VBN cord-327363-z30zoogs 106 15 from from IN cord-327363-z30zoogs 106 16 randomly randomly RB cord-327363-z30zoogs 106 17 selected select VBN cord-327363-z30zoogs 106 18 input input NN cord-327363-z30zoogs 106 19 vectors vector NNS cord-327363-z30zoogs 106 20 and and CC cord-327363-z30zoogs 106 21 thus thus RB cord-327363-z30zoogs 106 22 is be VBZ cord-327363-z30zoogs 106 23 called call VBN cord-327363-z30zoogs 106 24 a a DT cord-327363-z30zoogs 106 25 " " `` cord-327363-z30zoogs 106 26 random random JJ cord-327363-z30zoogs 106 27 " " '' cord-327363-z30zoogs 106 28 forest forest NN cord-327363-z30zoogs 106 29 . . . cord-327363-z30zoogs 107 1 Mathematically mathematically RB cord-327363-z30zoogs 107 2 , , , cord-327363-z30zoogs 107 3 the the DT cord-327363-z30zoogs 107 4 estimated estimate VBN cord-327363-z30zoogs 107 5 output output NN cord-327363-z30zoogs 107 6 of of IN cord-327363-z30zoogs 107 7 a a DT cord-327363-z30zoogs 107 8 random random JJ cord-327363-z30zoogs 107 9 forest forest NN cord-327363-z30zoogs 107 10 regression regression NN cord-327363-z30zoogs 107 11 is be VBZ cord-327363-z30zoogs 107 12 given give VBN cord-327363-z30zoogs 107 13 as as IN cord-327363-z30zoogs 107 14 Where where WRB cord-327363-z30zoogs 107 15 ( ( -LRB- cord-327363-z30zoogs 107 16 , , , cord-327363-z30zoogs 107 17 ) ) -RRB- cord-327363-z30zoogs 107 18 is be VBZ cord-327363-z30zoogs 107 19 the the DT cord-327363-z30zoogs 107 20 representative representative JJ cord-327363-z30zoogs 107 21 tree tree NN cord-327363-z30zoogs 107 22 at at IN cord-327363-z30zoogs 107 23 the the DT cord-327363-z30zoogs 107 24 end end NN cord-327363-z30zoogs 107 25 of of IN cord-327363-z30zoogs 107 26 training training NN cord-327363-z30zoogs 107 27 process process NN cord-327363-z30zoogs 107 28 , , , cord-327363-z30zoogs 107 29 X X NNP cord-327363-z30zoogs 107 30 is be VBZ cord-327363-z30zoogs 107 31 the the DT cord-327363-z30zoogs 107 32 set set NN cord-327363-z30zoogs 107 33 of of IN cord-327363-z30zoogs 107 34 input input NN cord-327363-z30zoogs 107 35 feature feature NN cord-327363-z30zoogs 107 36 vectors vector NNS cord-327363-z30zoogs 107 37 , , , cord-327363-z30zoogs 107 38 T T NNP cord-327363-z30zoogs 107 39 is be VBZ cord-327363-z30zoogs 107 40 the the DT cord-327363-z30zoogs 107 41 collective collective JJ cord-327363-z30zoogs 107 42 set set NN cord-327363-z30zoogs 107 43 representing represent VBG cord-327363-z30zoogs 107 44 an an DT cord-327363-z30zoogs 107 45 input input NN cord-327363-z30zoogs 107 46 - - HYPH cord-327363-z30zoogs 107 47 output output NN cord-327363-z30zoogs 107 48 pair pair NN cord-327363-z30zoogs 107 49 The the DT cord-327363-z30zoogs 107 50 predicted predict VBN cord-327363-z30zoogs 107 51 output output NN cord-327363-z30zoogs 107 52 is be VBZ cord-327363-z30zoogs 107 53 averaged average VBN cord-327363-z30zoogs 107 54 over over IN cord-327363-z30zoogs 107 55 k k NN cord-327363-z30zoogs 107 56 decision decision NN cord-327363-z30zoogs 107 57 trees tree NNS cord-327363-z30zoogs 107 58 . . . cord-327363-z30zoogs 108 1 Decision decision NN cord-327363-z30zoogs 108 2 trees tree NNS cord-327363-z30zoogs 108 3 are be VBP cord-327363-z30zoogs 108 4 sensitive sensitive JJ cord-327363-z30zoogs 108 5 to to IN cord-327363-z30zoogs 108 6 the the DT cord-327363-z30zoogs 108 7 data datum NNS cord-327363-z30zoogs 108 8 on on IN cord-327363-z30zoogs 108 9 which which WDT cord-327363-z30zoogs 108 10 they -PRON- PRP cord-327363-z30zoogs 108 11 are be VBP cord-327363-z30zoogs 108 12 trained train VBN cord-327363-z30zoogs 108 13 . . . cord-327363-z30zoogs 109 1 Changing change VBG cord-327363-z30zoogs 109 2 the the DT cord-327363-z30zoogs 109 3 training training NN cord-327363-z30zoogs 109 4 data datum NNS cord-327363-z30zoogs 109 5 can can MD cord-327363-z30zoogs 109 6 change change VB cord-327363-z30zoogs 109 7 the the DT cord-327363-z30zoogs 109 8 predictions prediction NNS cord-327363-z30zoogs 109 9 . . . cord-327363-z30zoogs 110 1 Meanwhile meanwhile RB cord-327363-z30zoogs 110 2 a a DT cord-327363-z30zoogs 110 3 common common JJ cord-327363-z30zoogs 110 4 problem problem NN cord-327363-z30zoogs 110 5 of of IN cord-327363-z30zoogs 110 6 overfitting overfitting NN cord-327363-z30zoogs 110 7 persists persist VBZ cord-327363-z30zoogs 110 8 in in IN cord-327363-z30zoogs 110 9 machine machine NN cord-327363-z30zoogs 110 10 learning learning NN cord-327363-z30zoogs 110 11 regression regression NN cord-327363-z30zoogs 110 12 models model NNS cord-327363-z30zoogs 110 13 when when WRB cord-327363-z30zoogs 110 14 a a DT cord-327363-z30zoogs 110 15 well well RB cord-327363-z30zoogs 110 16 - - HYPH cord-327363-z30zoogs 110 17 trained train VBN cord-327363-z30zoogs 110 18 model model NN cord-327363-z30zoogs 110 19 captures capture VBZ cord-327363-z30zoogs 110 20 the the DT cord-327363-z30zoogs 110 21 noise noise NN cord-327363-z30zoogs 110 22 component component NN cord-327363-z30zoogs 110 23 as as RB cord-327363-z30zoogs 110 24 well well RB cord-327363-z30zoogs 110 25 . . . cord-327363-z30zoogs 111 1 To to TO cord-327363-z30zoogs 111 2 reduce reduce VB cord-327363-z30zoogs 111 3 the the DT cord-327363-z30zoogs 111 4 complexities complexity NNS cord-327363-z30zoogs 111 5 posed pose VBN cord-327363-z30zoogs 111 6 by by IN cord-327363-z30zoogs 111 7 overfitting overfitting NN cord-327363-z30zoogs 111 8 , , , cord-327363-z30zoogs 111 9 a a DT cord-327363-z30zoogs 111 10 random random JJ cord-327363-z30zoogs 111 11 forest forest NN cord-327363-z30zoogs 111 12 makes make VBZ cord-327363-z30zoogs 111 13 a a DT cord-327363-z30zoogs 111 14 compromise compromise NN cord-327363-z30zoogs 111 15 between between IN cord-327363-z30zoogs 111 16 flexible flexible JJ cord-327363-z30zoogs 111 17 and and CC cord-327363-z30zoogs 111 18 inflexible inflexible JJ cord-327363-z30zoogs 111 19 models model NNS cord-327363-z30zoogs 111 20 . . . cord-327363-z30zoogs 112 1 In in IN cord-327363-z30zoogs 112 2 the the DT cord-327363-z30zoogs 112 3 training training NN cord-327363-z30zoogs 112 4 phase phase NN cord-327363-z30zoogs 112 5 , , , cord-327363-z30zoogs 112 6 each each DT cord-327363-z30zoogs 112 7 regression regression NN cord-327363-z30zoogs 112 8 tree tree NN cord-327363-z30zoogs 112 9 repeatedly repeatedly RB cord-327363-z30zoogs 112 10 draws draw VBZ cord-327363-z30zoogs 112 11 a a DT cord-327363-z30zoogs 112 12 sample sample NN cord-327363-z30zoogs 112 13 from from IN cord-327363-z30zoogs 112 14 the the DT cord-327363-z30zoogs 112 15 feature feature NN cord-327363-z30zoogs 112 16 set set VBN cord-327363-z30zoogs 112 17 . . . cord-327363-z30zoogs 113 1 This this DT cord-327363-z30zoogs 113 2 ensures ensure VBZ cord-327363-z30zoogs 113 3 that that IN cord-327363-z30zoogs 113 4 even even RB cord-327363-z30zoogs 113 5 though though IN cord-327363-z30zoogs 113 6 the the DT cord-327363-z30zoogs 113 7 tree tree NN cord-327363-z30zoogs 113 8 may may MD cord-327363-z30zoogs 113 9 possess possess VB cord-327363-z30zoogs 113 10 a a DT cord-327363-z30zoogs 113 11 high high JJ cord-327363-z30zoogs 113 12 variance variance NN cord-327363-z30zoogs 113 13 , , , cord-327363-z30zoogs 113 14 the the DT cord-327363-z30zoogs 113 15 overall overall JJ cord-327363-z30zoogs 113 16 variance variance NN cord-327363-z30zoogs 113 17 of of IN cord-327363-z30zoogs 113 18 the the DT cord-327363-z30zoogs 113 19 forest forest NN cord-327363-z30zoogs 113 20 may may MD cord-327363-z30zoogs 113 21 be be VB cord-327363-z30zoogs 113 22 low low JJ cord-327363-z30zoogs 113 23 . . . cord-327363-z30zoogs 114 1 A a DT cord-327363-z30zoogs 114 2 random random JJ cord-327363-z30zoogs 114 3 forest forest NN cord-327363-z30zoogs 114 4 works work NNS cord-327363-z30zoogs 114 5 on on IN cord-327363-z30zoogs 114 6 the the DT cord-327363-z30zoogs 114 7 principle principle NN cord-327363-z30zoogs 114 8 of of IN cord-327363-z30zoogs 114 9 bagging bagging NN cord-327363-z30zoogs 114 10 , , , cord-327363-z30zoogs 114 11 which which WDT cord-327363-z30zoogs 114 12 combines combine VBZ cord-327363-z30zoogs 114 13 the the DT cord-327363-z30zoogs 114 14 predictions prediction NNS cord-327363-z30zoogs 114 15 from from IN cord-327363-z30zoogs 114 16 different different JJ cord-327363-z30zoogs 114 17 tree tree NN cord-327363-z30zoogs 114 18 models model NNS cord-327363-z30zoogs 114 19 to to TO cord-327363-z30zoogs 114 20 give give VB cord-327363-z30zoogs 114 21 an an DT cord-327363-z30zoogs 114 22 overall overall JJ cord-327363-z30zoogs 114 23 insight insight NN cord-327363-z30zoogs 114 24 to to IN cord-327363-z30zoogs 114 25 the the DT cord-327363-z30zoogs 114 26 data datum NNS cord-327363-z30zoogs 114 27 under under IN cord-327363-z30zoogs 114 28 training training NN cord-327363-z30zoogs 114 29 . . . cord-327363-z30zoogs 115 1 This this DT cord-327363-z30zoogs 115 2 also also RB cord-327363-z30zoogs 115 3 helps help VBZ cord-327363-z30zoogs 115 4 to to TO cord-327363-z30zoogs 115 5 reduce reduce VB cord-327363-z30zoogs 115 6 the the DT cord-327363-z30zoogs 115 7 potential potential JJ cord-327363-z30zoogs 115 8 overfitting overfitting NN cord-327363-z30zoogs 115 9 caused cause VBN cord-327363-z30zoogs 115 10 by by IN cord-327363-z30zoogs 115 11 supervised supervise VBN cord-327363-z30zoogs 115 12 machine machine NN cord-327363-z30zoogs 115 13 learning learning NN cord-327363-z30zoogs 115 14 models model NNS cord-327363-z30zoogs 115 15 . . . cord-327363-z30zoogs 116 1 The the DT cord-327363-z30zoogs 116 2 main main JJ cord-327363-z30zoogs 116 3 objective objective NN cord-327363-z30zoogs 116 4 of of IN cord-327363-z30zoogs 116 5 SVM SVM NNP cord-327363-z30zoogs 116 6 is be VBZ cord-327363-z30zoogs 116 7 to to TO cord-327363-z30zoogs 116 8 find find VB cord-327363-z30zoogs 116 9 the the DT cord-327363-z30zoogs 116 10 optimal optimal JJ cord-327363-z30zoogs 116 11 hyperplane hyperplane NN cord-327363-z30zoogs 116 12 which which WDT cord-327363-z30zoogs 116 13 linearly linearly RB cord-327363-z30zoogs 116 14 separates separate VBZ cord-327363-z30zoogs 116 15 the the DT cord-327363-z30zoogs 116 16 data data NN cord-327363-z30zoogs 116 17 points point NNS cord-327363-z30zoogs 116 18 in in IN cord-327363-z30zoogs 116 19 two two CD cord-327363-z30zoogs 116 20 component component NN cord-327363-z30zoogs 116 21 by by IN cord-327363-z30zoogs 116 22 maximizing maximize VBG cord-327363-z30zoogs 116 23 the the DT cord-327363-z30zoogs 116 24 margin margin NN cord-327363-z30zoogs 116 25 [ [ -LRB- cord-327363-z30zoogs 116 26 12 12 CD cord-327363-z30zoogs 116 27 ] ] -RRB- cord-327363-z30zoogs 116 28 . . . cord-327363-z30zoogs 117 1 Consider consider VB cord-327363-z30zoogs 117 2 a a DT cord-327363-z30zoogs 117 3 set set NN cord-327363-z30zoogs 117 4 of of IN cord-327363-z30zoogs 117 5 data datum NNS cord-327363-z30zoogs 117 6 ( ( -LRB- cord-327363-z30zoogs 117 7 1 1 CD cord-327363-z30zoogs 117 8 , , , cord-327363-z30zoogs 117 9 1 1 CD cord-327363-z30zoogs 117 10 ) ) -RRB- cord-327363-z30zoogs 117 11 , , , cord-327363-z30zoogs 117 12 ( ( -LRB- cord-327363-z30zoogs 117 13 2 2 CD cord-327363-z30zoogs 117 14 , , , cord-327363-z30zoogs 117 15 2 2 CD cord-327363-z30zoogs 117 16 ) ) -RRB- cord-327363-z30zoogs 117 17 … … NFP cord-327363-z30zoogs 117 18 ( ( -LRB- cord-327363-z30zoogs 117 19 , , , cord-327363-z30zoogs 117 20 ) ) -RRB- cord-327363-z30zoogs 118 1 ⊂ ⊂ NN cord-327363-z30zoogs 118 2 X x NN cord-327363-z30zoogs 118 3 x x NN cord-327363-z30zoogs 118 4 R r NN cord-327363-z30zoogs 118 5 , , , cord-327363-z30zoogs 118 6 where where WRB cord-327363-z30zoogs 118 7 X x NN cord-327363-z30zoogs 118 8 denotes denote VBZ cord-327363-z30zoogs 118 9 the the DT cord-327363-z30zoogs 118 10 input input NN cord-327363-z30zoogs 118 11 feature feature NN cord-327363-z30zoogs 118 12 space space NN cord-327363-z30zoogs 118 13 of of IN cord-327363-z30zoogs 118 14 dimension dimension NN cord-327363-z30zoogs 118 15 . . . cord-327363-z30zoogs 119 1 Let let VB cord-327363-z30zoogs 119 2 Y y NN cord-327363-z30zoogs 119 3 = = NN cord-327363-z30zoogs 119 4 ( ( -LRB- cord-327363-z30zoogs 119 5 1 1 CD cord-327363-z30zoogs 119 6 , , , cord-327363-z30zoogs 119 7 2 2 CD cord-327363-z30zoogs 119 8 … … NFP cord-327363-z30zoogs 119 9 . . . cord-327363-z30zoogs 119 10 ) ) -RRB- cord-327363-z30zoogs 120 1 denote denote VB cord-327363-z30zoogs 120 2 the the DT cord-327363-z30zoogs 120 3 set set NN cord-327363-z30zoogs 120 4 representing represent VBG cord-327363-z30zoogs 120 5 the the DT cord-327363-z30zoogs 120 6 training training NN cord-327363-z30zoogs 120 7 output output NN cord-327363-z30zoogs 120 8 or or CC cord-327363-z30zoogs 120 9 response response NN cord-327363-z30zoogs 120 10 , , , cord-327363-z30zoogs 120 11 where where WRB cord-327363-z30zoogs 120 12 i i PRP cord-327363-z30zoogs 120 13 = = SYM cord-327363-z30zoogs 120 14 1 1 CD cord-327363-z30zoogs 120 15 , , , cord-327363-z30zoogs 120 16 2 2 CD cord-327363-z30zoogs 120 17 , , , cord-327363-z30zoogs 120 18 ... ... NFP cord-327363-z30zoogs 120 19 , , , cord-327363-z30zoogs 120 20 n n NN cord-327363-z30zoogs 120 21 and and CC cord-327363-z30zoogs 120 22 ∈ ∈ NN cord-327363-z30zoogs 121 1 R. R. NNP cord-327363-z30zoogs 121 2 This this DT cord-327363-z30zoogs 121 3 type type NN cord-327363-z30zoogs 121 4 of of IN cord-327363-z30zoogs 121 5 SVR SVR NNP cord-327363-z30zoogs 121 6 uses use VBZ cord-327363-z30zoogs 121 7 an an DT cord-327363-z30zoogs 121 8 ε ε XX cord-327363-z30zoogs 121 9 - - HYPH cord-327363-z30zoogs 121 10 insensitive insensitive JJ cord-327363-z30zoogs 121 11 loss loss NN cord-327363-z30zoogs 121 12 function function NN cord-327363-z30zoogs 121 13 that that WDT cord-327363-z30zoogs 121 14 intuitively intuitively RB cord-327363-z30zoogs 121 15 accounts account VBZ cord-327363-z30zoogs 121 16 for for IN cord-327363-z30zoogs 121 17 sparsity sparsity NN cord-327363-z30zoogs 121 18 similar similar JJ cord-327363-z30zoogs 121 19 to to IN cord-327363-z30zoogs 121 20 SVR SVR NNP cord-327363-z30zoogs 121 21 by by IN cord-327363-z30zoogs 121 22 ignoring ignore VBG cord-327363-z30zoogs 121 23 errors error NNS cord-327363-z30zoogs 121 24 less less JJR cord-327363-z30zoogs 121 25 than than IN cord-327363-z30zoogs 121 26 ε ε NNP cord-327363-z30zoogs 121 27 . . . cord-327363-z30zoogs 122 1 ε ε NNP cord-327363-z30zoogs 122 2 - - HYPH cord-327363-z30zoogs 122 3 SVR SVR NNP cord-327363-z30zoogs 122 4 aims aim VBZ cord-327363-z30zoogs 122 5 to to TO cord-327363-z30zoogs 122 6 find find VB cord-327363-z30zoogs 122 7 the the DT cord-327363-z30zoogs 122 8 linear linear JJ cord-327363-z30zoogs 122 9 regressor regressor NN cord-327363-z30zoogs 122 10 For for IN cord-327363-z30zoogs 122 11 prediction prediction NN cord-327363-z30zoogs 122 12 , , , cord-327363-z30zoogs 122 13 where where WRB cord-327363-z30zoogs 122 14 x x NN cord-327363-z30zoogs 122 15 ∈ ∈ NN cord-327363-z30zoogs 122 16 X x NN cord-327363-z30zoogs 122 17 is be VBZ cord-327363-z30zoogs 122 18 the the DT cord-327363-z30zoogs 122 19 input input NN cord-327363-z30zoogs 122 20 set set NN cord-327363-z30zoogs 122 21 containing contain VBG cord-327363-z30zoogs 122 22 all all PDT cord-327363-z30zoogs 122 23 the the DT cord-327363-z30zoogs 122 24 features feature NNS cord-327363-z30zoogs 122 25 , , , cord-327363-z30zoogs 122 26 w w NNP cord-327363-z30zoogs 122 27 is be VBZ cord-327363-z30zoogs 122 28 the the DT cord-327363-z30zoogs 122 29 weight weight NN cord-327363-z30zoogs 122 30 coefficient coefficient NN cord-327363-z30zoogs 122 31 related relate VBN cord-327363-z30zoogs 122 32 to to IN cord-327363-z30zoogs 122 33 each each DT cord-327363-z30zoogs 122 34 input input NN cord-327363-z30zoogs 122 35 xi xi NNP cord-327363-z30zoogs 122 36 , , , cord-327363-z30zoogs 122 37 and and CC cord-327363-z30zoogs 122 38 b b LS cord-327363-z30zoogs 122 39 is be VBZ cord-327363-z30zoogs 122 40 the the DT cord-327363-z30zoogs 122 41 bias bias NN cord-327363-z30zoogs 122 42 term term NN cord-327363-z30zoogs 122 43 . . . cord-327363-z30zoogs 123 1 The the DT cord-327363-z30zoogs 123 2 objective objective NN cord-327363-z30zoogs 123 3 is be VBZ cord-327363-z30zoogs 123 4 to to TO cord-327363-z30zoogs 123 5 find find VB cord-327363-z30zoogs 123 6 f f NNP cord-327363-z30zoogs 123 7 ( ( -LRB- cord-327363-z30zoogs 123 8 x x LS cord-327363-z30zoogs 123 9 ) ) -RRB- cord-327363-z30zoogs 123 10 with with IN cord-327363-z30zoogs 123 11 maximum maximum JJ cord-327363-z30zoogs 123 12 deviation deviation NN cord-327363-z30zoogs 123 13 ε ε NN cord-327363-z30zoogs 123 14 from from IN cord-327363-z30zoogs 123 15 the the DT cord-327363-z30zoogs 123 16 respective respective JJ cord-327363-z30zoogs 123 17 feature feature NN cord-327363-z30zoogs 123 18 sets set NNS cord-327363-z30zoogs 123 19 while while IN cord-327363-z30zoogs 123 20 being be VBG cord-327363-z30zoogs 123 21 as as RB cord-327363-z30zoogs 123 22 flat flat JJ cord-327363-z30zoogs 123 23 as as IN cord-327363-z30zoogs 123 24 possible possible JJ cord-327363-z30zoogs 123 25 . . . cord-327363-z30zoogs 124 1 In in IN cord-327363-z30zoogs 124 2 case case NN cord-327363-z30zoogs 124 3 of of IN cord-327363-z30zoogs 124 4 COVID COVID NNP cord-327363-z30zoogs 124 5 -19 -19 NN cord-327363-z30zoogs 124 6 features feature NNS cord-327363-z30zoogs 124 7 sets set NNS cord-327363-z30zoogs 124 8 might may MD cord-327363-z30zoogs 124 9 not not RB cord-327363-z30zoogs 124 10 be be VB cord-327363-z30zoogs 124 11 able able JJ cord-327363-z30zoogs 124 12 to to TO cord-327363-z30zoogs 124 13 linearly linearly RB cord-327363-z30zoogs 124 14 separable separable JJ cord-327363-z30zoogs 124 15 . . . cord-327363-z30zoogs 125 1 To to TO cord-327363-z30zoogs 125 2 handle handle VB cord-327363-z30zoogs 125 3 such such JJ cord-327363-z30zoogs 125 4 nonlinearities nonlinearitie NNS cord-327363-z30zoogs 125 5 in in IN cord-327363-z30zoogs 125 6 the the DT cord-327363-z30zoogs 125 7 feature feature NN cord-327363-z30zoogs 125 8 sets set NNS cord-327363-z30zoogs 125 9 , , , cord-327363-z30zoogs 125 10 the the DT cord-327363-z30zoogs 125 11 so so RB cord-327363-z30zoogs 125 12 called call VBN cord-327363-z30zoogs 125 13 kernel kernel NN cord-327363-z30zoogs 125 14 functions function NNS cord-327363-z30zoogs 125 15 are be VBP cord-327363-z30zoogs 125 16 used use VBN cord-327363-z30zoogs 125 17 to to TO cord-327363-z30zoogs 125 18 transform transform VB cord-327363-z30zoogs 125 19 data datum NNS cord-327363-z30zoogs 125 20 to to IN cord-327363-z30zoogs 125 21 a a DT cord-327363-z30zoogs 125 22 higher high JJR cord-327363-z30zoogs 125 23 - - HYPH cord-327363-z30zoogs 125 24 dimensional dimensional JJ cord-327363-z30zoogs 125 25 space space NN cord-327363-z30zoogs 125 26 ( ( -LRB- cord-327363-z30zoogs 125 27 " " `` cord-327363-z30zoogs 125 28 kernel kernel NN cord-327363-z30zoogs 125 29 trick trick NN cord-327363-z30zoogs 125 30 " " '' cord-327363-z30zoogs 125 31 ) ) -RRB- cord-327363-z30zoogs 125 32 . . . cord-327363-z30zoogs 126 1 After after IN cord-327363-z30zoogs 126 2 transformation transformation NN cord-327363-z30zoogs 126 3 via via IN cord-327363-z30zoogs 126 4 a a DT cord-327363-z30zoogs 126 5 suitable suitable JJ cord-327363-z30zoogs 126 6 mapping mapping NN cord-327363-z30zoogs 126 7 function function NN cord-327363-z30zoogs 126 8 φ φ NN cord-327363-z30zoogs 126 9 : : : cord-327363-z30zoogs 126 10 Rn Rn NNP cord-327363-z30zoogs 126 11 → → NNP cord-327363-z30zoogs 126 12 Z Z NNP cord-327363-z30zoogs 126 13 , , , cord-327363-z30zoogs 126 14 the the DT cord-327363-z30zoogs 126 15 data datum NNS cord-327363-z30zoogs 126 16 become become VBP cord-327363-z30zoogs 126 17 linearly linearly RB cord-327363-z30zoogs 126 18 separable separable JJ cord-327363-z30zoogs 126 19 in in IN cord-327363-z30zoogs 126 20 the the DT cord-327363-z30zoogs 126 21 target target NN cord-327363-z30zoogs 126 22 space space NN cord-327363-z30zoogs 126 23 ( ( -LRB- cord-327363-z30zoogs 126 24 high high JJ cord-327363-z30zoogs 126 25 - - HYPH cord-327363-z30zoogs 126 26 dimensional dimensional JJ cord-327363-z30zoogs 126 27 space space NN cord-327363-z30zoogs 126 28 ) ) -RRB- cord-327363-z30zoogs 126 29 , , , cord-327363-z30zoogs 126 30 that that RB cord-327363-z30zoogs 126 31 is is RB cord-327363-z30zoogs 126 32 , , , cord-327363-z30zoogs 126 33 Z. Z. NNP cord-327363-z30zoogs 126 34 The the DT cord-327363-z30zoogs 126 35 inner inner JJ cord-327363-z30zoogs 126 36 product product NN cord-327363-z30zoogs 126 37 < < XX cord-327363-z30zoogs 126 38 , , , cord-327363-z30zoogs 126 39 φ(x φ(x NN cord-327363-z30zoogs 126 40 ) ) -RRB- cord-327363-z30zoogs 126 41 > > XX cord-327363-z30zoogs 127 1 in in IN cord-327363-z30zoogs 127 2 the the DT cord-327363-z30zoogs 127 3 target target NN cord-327363-z30zoogs 127 4 space space NN cord-327363-z30zoogs 127 5 can can MD cord-327363-z30zoogs 127 6 be be VB cord-327363-z30zoogs 127 7 represented represent VBN cord-327363-z30zoogs 127 8 by by IN cord-327363-z30zoogs 127 9 perpetuity perpetuity NN cord-327363-z30zoogs 127 10 . . . cord-327363-z30zoogs 128 1 preprint preprint NN cord-327363-z30zoogs 128 2 ( ( -LRB- cord-327363-z30zoogs 128 3 which which WDT cord-327363-z30zoogs 128 4 was be VBD cord-327363-z30zoogs 128 5 not not RB cord-327363-z30zoogs 128 6 certified certify VBN cord-327363-z30zoogs 128 7 by by IN cord-327363-z30zoogs 128 8 peer peer NN cord-327363-z30zoogs 128 9 review review NN cord-327363-z30zoogs 128 10 ) ) -RRB- cord-327363-z30zoogs 128 11 is be VBZ cord-327363-z30zoogs 128 12 the the DT cord-327363-z30zoogs 128 13 author author NN cord-327363-z30zoogs 128 14 / / SYM cord-327363-z30zoogs 128 15 funder funder NN cord-327363-z30zoogs 128 16 , , , cord-327363-z30zoogs 128 17 who who WP cord-327363-z30zoogs 128 18 has have VBZ cord-327363-z30zoogs 128 19 granted grant VBN cord-327363-z30zoogs 128 20 medRxiv medRxiv NNS cord-327363-z30zoogs 128 21 a a DT cord-327363-z30zoogs 128 22 license license NN cord-327363-z30zoogs 128 23 to to TO cord-327363-z30zoogs 128 24 display display VB cord-327363-z30zoogs 128 25 the the DT cord-327363-z30zoogs 128 26 preprint preprint NN cord-327363-z30zoogs 128 27 in in IN cord-327363-z30zoogs 128 28 The the DT cord-327363-z30zoogs 128 29 copyright copyright NN cord-327363-z30zoogs 128 30 holder holder NN cord-327363-z30zoogs 128 31 for for IN cord-327363-z30zoogs 128 32 this this DT cord-327363-z30zoogs 128 33 this this DT cord-327363-z30zoogs 128 34 version version NN cord-327363-z30zoogs 128 35 posted post VBD cord-327363-z30zoogs 128 36 October October NNP cord-327363-z30zoogs 128 37 16 16 CD cord-327363-z30zoogs 128 38 , , , cord-327363-z30zoogs 128 39 2020 2020 CD cord-327363-z30zoogs 128 40 . . . cord-327363-z30zoogs 128 41 . . . cord-327363-z30zoogs 129 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 129 2 doi doi NN cord-327363-z30zoogs 129 3 : : : cord-327363-z30zoogs 130 1 medRxiv medRxiv NNP cord-327363-z30zoogs 130 2 preprint preprint NN cord-327363-z30zoogs 130 3 where where WRB cord-327363-z30zoogs 130 4 α α NN cord-327363-z30zoogs 130 5 and and CC cord-327363-z30zoogs 130 6 * * NFP cord-327363-z30zoogs 130 7 represent represent VBP cord-327363-z30zoogs 130 8 the the DT cord-327363-z30zoogs 130 9 positive positive JJ cord-327363-z30zoogs 130 10 and and CC cord-327363-z30zoogs 130 11 negative negative JJ cord-327363-z30zoogs 130 12 Lagrange Lagrange NNP cord-327363-z30zoogs 130 13 multipliers multiplier NNS cord-327363-z30zoogs 130 14 such such JJ cord-327363-z30zoogs 130 15 that that DT cord-327363-z30zoogs 130 16 * * NFP cord-327363-z30zoogs 130 17 = = SYM cord-327363-z30zoogs 130 18 0 0 NFP cord-327363-z30zoogs 130 19 , , , cord-327363-z30zoogs 130 20 i i PRP cord-327363-z30zoogs 130 21 = = SYM cord-327363-z30zoogs 130 22 1 1 CD cord-327363-z30zoogs 130 23 , , , cord-327363-z30zoogs 130 24 2 2 CD cord-327363-z30zoogs 130 25 , , , cord-327363-z30zoogs 130 26 ... ... NFP cord-327363-z30zoogs 130 27 , , , cord-327363-z30zoogs 131 1 n. n. NNP cord-327363-z30zoogs 132 1 The the DT cord-327363-z30zoogs 132 2 regressor regressor NN cord-327363-z30zoogs 132 3 f f NN cord-327363-z30zoogs 132 4 ( ( -LRB- cord-327363-z30zoogs 132 5 x x NN cord-327363-z30zoogs 132 6 ) ) -RRB- cord-327363-z30zoogs 132 7 can can MD cord-327363-z30zoogs 132 8 be be VB cord-327363-z30zoogs 132 9 written write VBN cord-327363-z30zoogs 132 10 as as IN cord-327363-z30zoogs 132 11 The the DT cord-327363-z30zoogs 132 12 complexity complexity NN cord-327363-z30zoogs 132 13 of of IN cord-327363-z30zoogs 132 14 this this DT cord-327363-z30zoogs 132 15 regressor regressor NN cord-327363-z30zoogs 132 16 is be VBZ cord-327363-z30zoogs 132 17 independent independent JJ cord-327363-z30zoogs 132 18 of of IN cord-327363-z30zoogs 132 19 the the DT cord-327363-z30zoogs 132 20 dimensionality dimensionality NN cord-327363-z30zoogs 132 21 of of IN cord-327363-z30zoogs 132 22 the the DT cord-327363-z30zoogs 132 23 feature feature NN cord-327363-z30zoogs 132 24 set set VBN cord-327363-z30zoogs 132 25 and and CC cord-327363-z30zoogs 132 26 only only RB cord-327363-z30zoogs 132 27 depends depend VBZ cord-327363-z30zoogs 132 28 on on IN cord-327363-z30zoogs 132 29 the the DT cord-327363-z30zoogs 132 30 number number NN cord-327363-z30zoogs 132 31 of of IN cord-327363-z30zoogs 132 32 support support NN cord-327363-z30zoogs 132 33 vectors vector NNS cord-327363-z30zoogs 132 34 , , , cord-327363-z30zoogs 132 35 which which WDT cord-327363-z30zoogs 132 36 are be VBP cord-327363-z30zoogs 132 37 nothing nothing NN cord-327363-z30zoogs 132 38 but but IN cord-327363-z30zoogs 132 39 the the DT cord-327363-z30zoogs 132 40 data data NN cord-327363-z30zoogs 132 41 points point NNS cord-327363-z30zoogs 132 42 that that WDT cord-327363-z30zoogs 132 43 separate separate VBP cord-327363-z30zoogs 132 44 the the DT cord-327363-z30zoogs 132 45 feature feature NN cord-327363-z30zoogs 132 46 sets set NNS cord-327363-z30zoogs 132 47 from from IN cord-327363-z30zoogs 132 48 each each DT cord-327363-z30zoogs 132 49 other other JJ cord-327363-z30zoogs 132 50 . . . cord-327363-z30zoogs 133 1 However however RB cord-327363-z30zoogs 133 2 , , , cord-327363-z30zoogs 133 3 the the DT cord-327363-z30zoogs 133 4 performance performance NN cord-327363-z30zoogs 133 5 of of IN cord-327363-z30zoogs 133 6 the the DT cord-327363-z30zoogs 133 7 SVR SVR NNP cord-327363-z30zoogs 133 8 also also RB cord-327363-z30zoogs 133 9 depends depend VBZ cord-327363-z30zoogs 133 10 on on IN cord-327363-z30zoogs 133 11 the the DT cord-327363-z30zoogs 133 12 choice choice NN cord-327363-z30zoogs 133 13 of of IN cord-327363-z30zoogs 133 14 a a DT cord-327363-z30zoogs 133 15 kernel kernel NN cord-327363-z30zoogs 133 16 function function NN cord-327363-z30zoogs 133 17 and and CC cord-327363-z30zoogs 133 18 helps help VBZ cord-327363-z30zoogs 133 19 in in IN cord-327363-z30zoogs 133 20 reducing reduce VBG cord-327363-z30zoogs 133 21 the the DT cord-327363-z30zoogs 133 22 computation computation NN cord-327363-z30zoogs 133 23 time time NN cord-327363-z30zoogs 133 24 of of IN cord-327363-z30zoogs 133 25 the the DT cord-327363-z30zoogs 133 26 regression regression NN cord-327363-z30zoogs 133 27 . . . cord-327363-z30zoogs 134 1 Naive naive JJ cord-327363-z30zoogs 134 2 Bayes Bayes NNP cord-327363-z30zoogs 134 3 assigns assign VBZ cord-327363-z30zoogs 134 4 a a DT cord-327363-z30zoogs 134 5 probability probability NN cord-327363-z30zoogs 134 6 to to IN cord-327363-z30zoogs 134 7 every every DT cord-327363-z30zoogs 134 8 possible possible JJ cord-327363-z30zoogs 134 9 value value NN cord-327363-z30zoogs 134 10 in in IN cord-327363-z30zoogs 134 11 the the DT cord-327363-z30zoogs 134 12 target target NN cord-327363-z30zoogs 134 13 range range NN cord-327363-z30zoogs 134 14 . . . cord-327363-z30zoogs 135 1 The the DT cord-327363-z30zoogs 135 2 resulting result VBG cord-327363-z30zoogs 135 3 distribution distribution NN cord-327363-z30zoogs 135 4 is be VBZ cord-327363-z30zoogs 135 5 then then RB cord-327363-z30zoogs 135 6 condensed condense VBN cord-327363-z30zoogs 135 7 into into IN cord-327363-z30zoogs 135 8 a a DT cord-327363-z30zoogs 135 9 single single JJ cord-327363-z30zoogs 135 10 prediction prediction NN cord-327363-z30zoogs 135 11 . . . cord-327363-z30zoogs 136 1 In in IN cord-327363-z30zoogs 136 2 categorical categorical JJ cord-327363-z30zoogs 136 3 problems problem NNS cord-327363-z30zoogs 136 4 , , , cord-327363-z30zoogs 136 5 the the DT cord-327363-z30zoogs 136 6 optimal optimal JJ cord-327363-z30zoogs 136 7 prediction prediction NN cord-327363-z30zoogs 136 8 under under IN cord-327363-z30zoogs 136 9 zero zero CD cord-327363-z30zoogs 136 10 - - HYPH cord-327363-z30zoogs 136 11 one one CD cord-327363-z30zoogs 136 12 loss loss NN cord-327363-z30zoogs 136 13 is be VBZ cord-327363-z30zoogs 136 14 the the DT cord-327363-z30zoogs 136 15 most most RBS cord-327363-z30zoogs 136 16 likely likely JJ cord-327363-z30zoogs 136 17 value value NN cord-327363-z30zoogs 136 18 - - , cord-327363-z30zoogs 136 19 the the DT cord-327363-z30zoogs 136 20 mode mode NN cord-327363-z30zoogs 136 21 of of IN cord-327363-z30zoogs 136 22 the the DT cord-327363-z30zoogs 136 23 underlying underlying JJ cord-327363-z30zoogs 136 24 distribution distribution NN cord-327363-z30zoogs 136 25 . . . cord-327363-z30zoogs 137 1 However however RB cord-327363-z30zoogs 137 2 , , , cord-327363-z30zoogs 137 3 in in IN cord-327363-z30zoogs 137 4 numeric numeric JJ cord-327363-z30zoogs 137 5 problems problem NNS cord-327363-z30zoogs 137 6 the the DT cord-327363-z30zoogs 137 7 optimal optimal JJ cord-327363-z30zoogs 137 8 prediction prediction NN cord-327363-z30zoogs 137 9 is be VBZ cord-327363-z30zoogs 137 10 either either CC cord-327363-z30zoogs 137 11 the the DT cord-327363-z30zoogs 137 12 mean mean NN cord-327363-z30zoogs 137 13 or or CC cord-327363-z30zoogs 137 14 the the DT cord-327363-z30zoogs 137 15 median median NN cord-327363-z30zoogs 137 16 , , , cord-327363-z30zoogs 137 17 depending depend VBG cord-327363-z30zoogs 137 18 on on IN cord-327363-z30zoogs 137 19 the the DT cord-327363-z30zoogs 137 20 loss loss NN cord-327363-z30zoogs 137 21 function function NN cord-327363-z30zoogs 137 22 . . . cord-327363-z30zoogs 138 1 These these DT cord-327363-z30zoogs 138 2 two two CD cord-327363-z30zoogs 138 3 statistics statistic NNS cord-327363-z30zoogs 138 4 are be VBP cord-327363-z30zoogs 138 5 far far RB cord-327363-z30zoogs 138 6 more more RBR cord-327363-z30zoogs 138 7 sensitive sensitive JJ cord-327363-z30zoogs 138 8 to to IN cord-327363-z30zoogs 138 9 the the DT cord-327363-z30zoogs 138 10 underlying underlying JJ cord-327363-z30zoogs 138 11 distribution distribution NN cord-327363-z30zoogs 138 12 than than IN cord-327363-z30zoogs 138 13 the the DT cord-327363-z30zoogs 138 14 most most RBS cord-327363-z30zoogs 138 15 likely likely JJ cord-327363-z30zoogs 138 16 value value NN cord-327363-z30zoogs 138 17 : : : cord-327363-z30zoogs 138 18 they -PRON- PRP cord-327363-z30zoogs 138 19 almost almost RB cord-327363-z30zoogs 138 20 always always RB cord-327363-z30zoogs 138 21 change change VBP cord-327363-z30zoogs 138 22 when when WRB cord-327363-z30zoogs 138 23 the the DT cord-327363-z30zoogs 138 24 underlying underlie VBG cord-327363-z30zoogs 138 25 distribution distribution NN cord-327363-z30zoogs 138 26 changes change NNS cord-327363-z30zoogs 138 27 , , , cord-327363-z30zoogs 138 28 even even RB cord-327363-z30zoogs 138 29 by by IN cord-327363-z30zoogs 138 30 a a DT cord-327363-z30zoogs 138 31 small small JJ cord-327363-z30zoogs 138 32 amount amount NN cord-327363-z30zoogs 138 33 . . . cord-327363-z30zoogs 139 1 Therefore therefore RB cord-327363-z30zoogs 139 2 , , , cord-327363-z30zoogs 139 3 when when WRB cord-327363-z30zoogs 139 4 used use VBN cord-327363-z30zoogs 139 5 for for IN cord-327363-z30zoogs 139 6 numeric numeric JJ cord-327363-z30zoogs 139 7 prediction prediction NN cord-327363-z30zoogs 139 8 , , , cord-327363-z30zoogs 139 9 naive naive JJ cord-327363-z30zoogs 139 10 Bayes Bayes NNP cord-327363-z30zoogs 139 11 is be VBZ cord-327363-z30zoogs 139 12 more more RBR cord-327363-z30zoogs 139 13 sensitive sensitive JJ cord-327363-z30zoogs 139 14 to to IN cord-327363-z30zoogs 139 15 inaccurate inaccurate JJ cord-327363-z30zoogs 139 16 probability probability NN cord-327363-z30zoogs 139 17 estimates estimate NNS cord-327363-z30zoogs 139 18 than than IN cord-327363-z30zoogs 139 19 when when WRB cord-327363-z30zoogs 139 20 it -PRON- PRP cord-327363-z30zoogs 139 21 is be VBZ cord-327363-z30zoogs 139 22 used use VBN cord-327363-z30zoogs 139 23 for for IN cord-327363-z30zoogs 139 24 classification classification NN cord-327363-z30zoogs 139 25 Consider consider VB cord-327363-z30zoogs 139 26 the the DT cord-327363-z30zoogs 139 27 problem problem NN cord-327363-z30zoogs 139 28 of of IN cord-327363-z30zoogs 139 29 predicting predict VBG cord-327363-z30zoogs 139 30 a a DT cord-327363-z30zoogs 139 31 numeric numeric JJ cord-327363-z30zoogs 139 32 target target NN cord-327363-z30zoogs 139 33 value value NN cord-327363-z30zoogs 139 34 Y Y NNP cord-327363-z30zoogs 139 35 , , , cord-327363-z30zoogs 139 36 given give VBN cord-327363-z30zoogs 139 37 an an DT cord-327363-z30zoogs 139 38 example example NN cord-327363-z30zoogs 139 39 E. E. NNP cord-327363-z30zoogs 139 40 E E NNP cord-327363-z30zoogs 139 41 consists consist VBZ cord-327363-z30zoogs 139 42 of of IN cord-327363-z30zoogs 139 43 m m NNP cord-327363-z30zoogs 139 44 attributes attribute VBZ cord-327363-z30zoogs 139 45 X1 X1 NNP cord-327363-z30zoogs 139 46 , , , cord-327363-z30zoogs 139 47 X2 X2 NNP cord-327363-z30zoogs 139 48 , , , cord-327363-z30zoogs 139 49 . . . cord-327363-z30zoogs 139 50 . . . cord-327363-z30zoogs 139 51 . . . cord-327363-z30zoogs 140 1 , , , cord-327363-z30zoogs 140 2 Xm Xm NNP cord-327363-z30zoogs 140 3 . . . cord-327363-z30zoogs 141 1 Each each DT cord-327363-z30zoogs 141 2 attribute attribute NN cord-327363-z30zoogs 141 3 is be VBZ cord-327363-z30zoogs 141 4 either either DT cord-327363-z30zoogs 141 5 numeric numeric JJ cord-327363-z30zoogs 141 6 , , , cord-327363-z30zoogs 141 7 in in IN cord-327363-z30zoogs 141 8 which which WDT cord-327363-z30zoogs 141 9 case case NN cord-327363-z30zoogs 141 10 it -PRON- PRP cord-327363-z30zoogs 141 11 is be VBZ cord-327363-z30zoogs 141 12 treated treat VBN cord-327363-z30zoogs 141 13 as as IN cord-327363-z30zoogs 141 14 a a DT cord-327363-z30zoogs 141 15 real real JJ cord-327363-z30zoogs 141 16 number number NN cord-327363-z30zoogs 141 17 , , , cord-327363-z30zoogs 141 18 or or CC cord-327363-z30zoogs 141 19 nominal nominal JJ cord-327363-z30zoogs 141 20 , , , cord-327363-z30zoogs 141 21 in in IN cord-327363-z30zoogs 141 22 which which WDT cord-327363-z30zoogs 141 23 case case NN cord-327363-z30zoogs 141 24 it -PRON- PRP cord-327363-z30zoogs 141 25 is be VBZ cord-327363-z30zoogs 141 26 a a DT cord-327363-z30zoogs 141 27 set set NN cord-327363-z30zoogs 141 28 of of IN cord-327363-z30zoogs 141 29 unordered unordered JJ cord-327363-z30zoogs 141 30 values value NNS cord-327363-z30zoogs 141 31 . . . cord-327363-z30zoogs 142 1 If if IN cord-327363-z30zoogs 142 2 the the DT cord-327363-z30zoogs 142 3 probability probability NN cord-327363-z30zoogs 142 4 density density NN cord-327363-z30zoogs 142 5 function function NN cord-327363-z30zoogs 142 6 p(Y p(Y NNP cord-327363-z30zoogs 142 7 |E |e CD cord-327363-z30zoogs 142 8 ) ) -RRB- cord-327363-z30zoogs 142 9 of of IN cord-327363-z30zoogs 142 10 the the DT cord-327363-z30zoogs 142 11 target target NN cord-327363-z30zoogs 142 12 value value NN cord-327363-z30zoogs 142 13 were be VBD cord-327363-z30zoogs 142 14 known know VBN cord-327363-z30zoogs 142 15 for for IN cord-327363-z30zoogs 142 16 all all DT cord-327363-z30zoogs 142 17 possible possible JJ cord-327363-z30zoogs 142 18 examples example NNS cord-327363-z30zoogs 142 19 E e NN cord-327363-z30zoogs 142 20 , , , cord-327363-z30zoogs 142 21 we -PRON- PRP cord-327363-z30zoogs 142 22 could could MD cord-327363-z30zoogs 142 23 choose choose VB cord-327363-z30zoogs 142 24 Y Y NNP cord-327363-z30zoogs 142 25 to to TO cord-327363-z30zoogs 142 26 minimize minimize VB cord-327363-z30zoogs 142 27 the the DT cord-327363-z30zoogs 142 28 expected expect VBN cord-327363-z30zoogs 142 29 prediction prediction NN cord-327363-z30zoogs 142 30 error error NN cord-327363-z30zoogs 142 31 . . . cord-327363-z30zoogs 143 1 However however RB cord-327363-z30zoogs 143 2 , , , cord-327363-z30zoogs 143 3 p(Y p(Y NNP cord-327363-z30zoogs 143 4 |E |e CD cord-327363-z30zoogs 143 5 ) ) -RRB- cord-327363-z30zoogs 143 6 is be VBZ cord-327363-z30zoogs 143 7 usually usually RB cord-327363-z30zoogs 143 8 not not RB cord-327363-z30zoogs 143 9 known know VBN cord-327363-z30zoogs 143 10 , , , cord-327363-z30zoogs 143 11 and and CC cord-327363-z30zoogs 143 12 has have VBZ cord-327363-z30zoogs 143 13 to to TO cord-327363-z30zoogs 143 14 be be VB cord-327363-z30zoogs 143 15 estimated estimate VBN cord-327363-z30zoogs 143 16 from from IN cord-327363-z30zoogs 143 17 data datum NNS cord-327363-z30zoogs 143 18 . . . cord-327363-z30zoogs 144 1 Naive naive JJ cord-327363-z30zoogs 144 2 Bayes Bayes NNP cord-327363-z30zoogs 144 3 achieves achieve VBZ cord-327363-z30zoogs 144 4 this this DT cord-327363-z30zoogs 144 5 by by IN cord-327363-z30zoogs 144 6 applying apply VBG cord-327363-z30zoogs 144 7 All all DT cord-327363-z30zoogs 144 8 rights right NNS cord-327363-z30zoogs 144 9 reserved reserve VBN cord-327363-z30zoogs 144 10 . . . cord-327363-z30zoogs 145 1 No no DT cord-327363-z30zoogs 145 2 reuse reuse NN cord-327363-z30zoogs 145 3 allowed allow VBN cord-327363-z30zoogs 145 4 without without IN cord-327363-z30zoogs 145 5 permission permission NN cord-327363-z30zoogs 145 6 . . . cord-327363-z30zoogs 146 1 perpetuity perpetuity NN cord-327363-z30zoogs 146 2 . . . cord-327363-z30zoogs 147 1 preprint preprint NN cord-327363-z30zoogs 147 2 ( ( -LRB- cord-327363-z30zoogs 147 3 which which WDT cord-327363-z30zoogs 147 4 was be VBD cord-327363-z30zoogs 147 5 not not RB cord-327363-z30zoogs 147 6 certified certify VBN cord-327363-z30zoogs 147 7 by by IN cord-327363-z30zoogs 147 8 peer peer NN cord-327363-z30zoogs 147 9 review review NN cord-327363-z30zoogs 147 10 ) ) -RRB- cord-327363-z30zoogs 147 11 is be VBZ cord-327363-z30zoogs 147 12 the the DT cord-327363-z30zoogs 147 13 author author NN cord-327363-z30zoogs 147 14 / / SYM cord-327363-z30zoogs 147 15 funder funder NN cord-327363-z30zoogs 147 16 , , , cord-327363-z30zoogs 147 17 who who WP cord-327363-z30zoogs 147 18 has have VBZ cord-327363-z30zoogs 147 19 granted grant VBN cord-327363-z30zoogs 147 20 medRxiv medRxiv NNS cord-327363-z30zoogs 147 21 a a DT cord-327363-z30zoogs 147 22 license license NN cord-327363-z30zoogs 147 23 to to TO cord-327363-z30zoogs 147 24 display display VB cord-327363-z30zoogs 147 25 the the DT cord-327363-z30zoogs 147 26 preprint preprint NN cord-327363-z30zoogs 147 27 in in IN cord-327363-z30zoogs 147 28 The the DT cord-327363-z30zoogs 147 29 copyright copyright NN cord-327363-z30zoogs 147 30 holder holder NN cord-327363-z30zoogs 147 31 for for IN cord-327363-z30zoogs 147 32 this this DT cord-327363-z30zoogs 147 33 this this DT cord-327363-z30zoogs 147 34 version version NN cord-327363-z30zoogs 147 35 posted post VBD cord-327363-z30zoogs 147 36 October October NNP cord-327363-z30zoogs 147 37 16 16 CD cord-327363-z30zoogs 147 38 , , , cord-327363-z30zoogs 147 39 2020 2020 CD cord-327363-z30zoogs 147 40 . . . cord-327363-z30zoogs 147 41 . . . cord-327363-z30zoogs 148 1 Bayes Bayes NNP cord-327363-z30zoogs 148 2 theorem theorem NN cord-327363-z30zoogs 148 3 and and CC cord-327363-z30zoogs 148 4 assuming assume VBG cord-327363-z30zoogs 148 5 independence independence NN cord-327363-z30zoogs 148 6 of of IN cord-327363-z30zoogs 148 7 the the DT cord-327363-z30zoogs 148 8 attributes attribute NNS cord-327363-z30zoogs 148 9 X1 X1 NNP cord-327363-z30zoogs 148 10 , , , cord-327363-z30zoogs 148 11 X2 X2 NNP cord-327363-z30zoogs 148 12 , , , cord-327363-z30zoogs 148 13 . . . cord-327363-z30zoogs 148 14 . . . cord-327363-z30zoogs 148 15 . . . cord-327363-z30zoogs 149 1 , , , cord-327363-z30zoogs 149 2 Xm Xm NNP cord-327363-z30zoogs 149 3 given give VBD cord-327363-z30zoogs 149 4 the the DT cord-327363-z30zoogs 149 5 target target NN cord-327363-z30zoogs 149 6 value value NN cord-327363-z30zoogs 149 7 Y Y NNP cord-327363-z30zoogs 149 8 . . . cord-327363-z30zoogs 150 1 Bayes Bayes NNP cord-327363-z30zoogs 150 2 ' ' POS cord-327363-z30zoogs 150 3 theorem theorem NN cord-327363-z30zoogs 150 4 states state VBZ cord-327363-z30zoogs 150 5 that that IN cord-327363-z30zoogs 150 6 where where WRB cord-327363-z30zoogs 150 7 the the DT cord-327363-z30zoogs 150 8 likelihood likelihood NN cord-327363-z30zoogs 150 9 p(E|Y p(E|Y NNP cord-327363-z30zoogs 150 10 ) ) -RRB- cord-327363-z30zoogs 150 11 is be VBZ cord-327363-z30zoogs 150 12 the the DT cord-327363-z30zoogs 150 13 probability probability NN cord-327363-z30zoogs 150 14 density density NN cord-327363-z30zoogs 150 15 function function NN cord-327363-z30zoogs 150 16 ( ( -LRB- cord-327363-z30zoogs 150 17 pdf pdf NN cord-327363-z30zoogs 150 18 ) ) -RRB- cord-327363-z30zoogs 150 19 of of IN cord-327363-z30zoogs 150 20 the the DT cord-327363-z30zoogs 150 21 example example NN cord-327363-z30zoogs 150 22 E e NN cord-327363-z30zoogs 150 23 for for IN cord-327363-z30zoogs 150 24 a a DT cord-327363-z30zoogs 150 25 given give VBN cord-327363-z30zoogs 150 26 target target NN cord-327363-z30zoogs 150 27 value value NN cord-327363-z30zoogs 150 28 Y Y NNP cord-327363-z30zoogs 150 29 , , , cord-327363-z30zoogs 150 30 and and CC cord-327363-z30zoogs 150 31 the the DT cord-327363-z30zoogs 150 32 prior prior JJ cord-327363-z30zoogs 150 33 p(Y p(y NN cord-327363-z30zoogs 150 34 ) ) -RRB- cord-327363-z30zoogs 151 1 is be VBZ cord-327363-z30zoogs 151 2 the the DT cord-327363-z30zoogs 151 3 pdf pdf NN cord-327363-z30zoogs 151 4 of of IN cord-327363-z30zoogs 151 5 the the DT cord-327363-z30zoogs 151 6 target target NN cord-327363-z30zoogs 151 7 value value NN cord-327363-z30zoogs 151 8 before before IN cord-327363-z30zoogs 151 9 any any DT cord-327363-z30zoogs 151 10 examples example NNS cord-327363-z30zoogs 151 11 have have VBP cord-327363-z30zoogs 151 12 been be VBN cord-327363-z30zoogs 151 13 seen see VBN cord-327363-z30zoogs 151 14 . . . cord-327363-z30zoogs 152 1 Naive naive JJ cord-327363-z30zoogs 152 2 Bayes Bayes NNP cord-327363-z30zoogs 152 3 makes make VBZ cord-327363-z30zoogs 152 4 the the DT cord-327363-z30zoogs 152 5 key key JJ cord-327363-z30zoogs 152 6 assumption assumption NN cord-327363-z30zoogs 152 7 that that IN cord-327363-z30zoogs 152 8 the the DT cord-327363-z30zoogs 152 9 attributes attribute NNS cord-327363-z30zoogs 152 10 are be VBP cord-327363-z30zoogs 152 11 independent independent JJ cord-327363-z30zoogs 152 12 given give VBN cord-327363-z30zoogs 152 13 the the DT cord-327363-z30zoogs 152 14 target target NN cord-327363-z30zoogs 152 15 value value NN cord-327363-z30zoogs 152 16 , , , cord-327363-z30zoogs 152 17 and and CC cord-327363-z30zoogs 152 18 so so RB cord-327363-z30zoogs 152 19 Equation equation NN cord-327363-z30zoogs 152 20 1 1 CD cord-327363-z30zoogs 152 21 can can MD cord-327363-z30zoogs 152 22 be be VB cord-327363-z30zoogs 152 23 written write VBN cord-327363-z30zoogs 152 24 Instead instead RB cord-327363-z30zoogs 152 25 of of IN cord-327363-z30zoogs 152 26 estimating estimate VBG cord-327363-z30zoogs 152 27 the the DT cord-327363-z30zoogs 152 28 pdf pdf NNP cord-327363-z30zoogs 152 29 p(E|Y p(E|Y NNP cord-327363-z30zoogs 152 30 ) ) -RRB- cord-327363-z30zoogs 152 31 , , , cord-327363-z30zoogs 152 32 the the DT cord-327363-z30zoogs 152 33 individual individual JJ cord-327363-z30zoogs 152 34 pdfs pdf NNS cord-327363-z30zoogs 152 35 p(Xi p(Xi NNP cord-327363-z30zoogs 152 36 |Y |y CD cord-327363-z30zoogs 152 37 ) ) -RRB- cord-327363-z30zoogs 152 38 can can MD cord-327363-z30zoogs 152 39 now now RB cord-327363-z30zoogs 152 40 be be VB cord-327363-z30zoogs 152 41 estimated estimate VBN cord-327363-z30zoogs 152 42 separately separately RB cord-327363-z30zoogs 152 43 . . . cord-327363-z30zoogs 153 1 This this DT cord-327363-z30zoogs 153 2 dimensionality dimensionality NN cord-327363-z30zoogs 153 3 reduction reduction NN cord-327363-z30zoogs 153 4 makes make VBZ cord-327363-z30zoogs 153 5 the the DT cord-327363-z30zoogs 153 6 learning learning NN cord-327363-z30zoogs 153 7 problem problem NN cord-327363-z30zoogs 153 8 much much RB cord-327363-z30zoogs 153 9 easier easy JJR cord-327363-z30zoogs 153 10 . . . cord-327363-z30zoogs 154 1 Because because IN cord-327363-z30zoogs 154 2 the the DT cord-327363-z30zoogs 154 3 amount amount NN cord-327363-z30zoogs 154 4 of of IN cord-327363-z30zoogs 154 5 data datum NNS cord-327363-z30zoogs 154 6 needed need VBN cord-327363-z30zoogs 154 7 to to TO cord-327363-z30zoogs 154 8 obtain obtain VB cord-327363-z30zoogs 154 9 an an DT cord-327363-z30zoogs 154 10 accurate accurate JJ cord-327363-z30zoogs 154 11 estimate estimate NN cord-327363-z30zoogs 154 12 increases increase VBZ cord-327363-z30zoogs 154 13 with with IN cord-327363-z30zoogs 154 14 the the DT cord-327363-z30zoogs 154 15 dimensionality dimensionality NN cord-327363-z30zoogs 154 16 of of IN cord-327363-z30zoogs 154 17 the the DT cord-327363-z30zoogs 154 18 problem problem NN cord-327363-z30zoogs 154 19 , , , cord-327363-z30zoogs 154 20 p(Xi p(Xi NNP cord-327363-z30zoogs 154 21 |Y |y CD cord-327363-z30zoogs 154 22 ) ) -RRB- cord-327363-z30zoogs 154 23 can can MD cord-327363-z30zoogs 154 24 be be VB cord-327363-z30zoogs 154 25 estimated estimate VBN cord-327363-z30zoogs 154 26 more more RBR cord-327363-z30zoogs 154 27 reliably reliably RB cord-327363-z30zoogs 154 28 than than IN cord-327363-z30zoogs 154 29 p(E|Y p(E|Y NNP cord-327363-z30zoogs 154 30 ) ) -RRB- cord-327363-z30zoogs 154 31 . . . cord-327363-z30zoogs 155 1 We -PRON- PRP cord-327363-z30zoogs 155 2 have have VBP cord-327363-z30zoogs 155 3 analyzed analyze VBN cord-327363-z30zoogs 155 4 the the DT cord-327363-z30zoogs 155 5 data datum NNS cord-327363-z30zoogs 155 6 from from IN cord-327363-z30zoogs 155 7 January January NNP cord-327363-z30zoogs 155 8 30 30 CD cord-327363-z30zoogs 155 9 , , , cord-327363-z30zoogs 155 10 2020 2020 CD cord-327363-z30zoogs 155 11 to to IN cord-327363-z30zoogs 155 12 September September NNP cord-327363-z30zoogs 155 13 7 7 CD cord-327363-z30zoogs 155 14 , , , cord-327363-z30zoogs 155 15 2020 2020 CD cord-327363-z30zoogs 155 16 . . . cord-327363-z30zoogs 156 1 Figure figure NN cord-327363-z30zoogs 156 2 3 3 CD cord-327363-z30zoogs 156 3 and and CC cord-327363-z30zoogs 156 4 4 4 CD cord-327363-z30zoogs 156 5 illustrate illustrate VBP cord-327363-z30zoogs 156 6 that that IN cord-327363-z30zoogs 156 7 new new JJ cord-327363-z30zoogs 156 8 cases case NNS cord-327363-z30zoogs 156 9 of of IN cord-327363-z30zoogs 156 10 COVID-19 covid-19 CD cord-327363-z30zoogs 156 11 , , , cord-327363-z30zoogs 157 1 the the DT cord-327363-z30zoogs 157 2 rate rate NN cord-327363-z30zoogs 157 3 of of IN cord-327363-z30zoogs 157 4 Total Total NNP cord-327363-z30zoogs 157 5 Confirmed confirm VBN cord-327363-z30zoogs 157 6 Cases Cases NNPS cord-327363-z30zoogs 157 7 and and CC cord-327363-z30zoogs 157 8 Recovered recover VBN cord-327363-z30zoogs 157 9 was be VBD cord-327363-z30zoogs 157 10 increasing increase VBG cord-327363-z30zoogs 157 11 at at IN cord-327363-z30zoogs 157 12 a a DT cord-327363-z30zoogs 157 13 slow slow JJ cord-327363-z30zoogs 157 14 pace pace NN cord-327363-z30zoogs 157 15 but but CC cord-327363-z30zoogs 157 16 after after IN cord-327363-z30zoogs 157 17 April April NNP cord-327363-z30zoogs 157 18 31 31 CD cord-327363-z30zoogs 157 19 , , , cord-327363-z30zoogs 157 20 2020 2020 CD cord-327363-z30zoogs 157 21 there there EX cord-327363-z30zoogs 157 22 was be VBD cord-327363-z30zoogs 157 23 an an DT cord-327363-z30zoogs 157 24 exponential exponential JJ cord-327363-z30zoogs 157 25 growth growth NN cord-327363-z30zoogs 157 26 in in IN cord-327363-z30zoogs 157 27 both both DT cord-327363-z30zoogs 157 28 Total Total NNP cord-327363-z30zoogs 157 29 Confirmed confirm VBN cord-327363-z30zoogs 157 30 Cases Cases NNPS cord-327363-z30zoogs 157 31 and and CC cord-327363-z30zoogs 157 32 Recovered recover VBN cord-327363-z30zoogs 157 33 Cases case NNS cord-327363-z30zoogs 157 34 . . . cord-327363-z30zoogs 158 1 As as IN cord-327363-z30zoogs 158 2 number number NN cord-327363-z30zoogs 158 3 of of IN cord-327363-z30zoogs 158 4 deaths death NNS cord-327363-z30zoogs 158 5 increases increase VBZ cord-327363-z30zoogs 158 6 up up IN cord-327363-z30zoogs 158 7 to to IN cord-327363-z30zoogs 158 8 72,232 72,232 CD cord-327363-z30zoogs 158 9 . . . cord-327363-z30zoogs 159 1 However however RB cord-327363-z30zoogs 159 2 confirmed confirm VBN cord-327363-z30zoogs 159 3 cases case NNS cord-327363-z30zoogs 159 4 rise rise VBP cord-327363-z30zoogs 159 5 increases increase NNS cord-327363-z30zoogs 159 6 4,277,597 4,277,597 CD cord-327363-z30zoogs 159 7 while while IN cord-327363-z30zoogs 159 8 recovered recover VBN cord-327363-z30zoogs 159 9 cases case NNS cord-327363-z30zoogs 159 10 rise rise VBP cord-327363-z30zoogs 159 11 3,321,413 3,321,413 CD cord-327363-z30zoogs 159 12 till till IN cord-327363-z30zoogs 159 13 September September NNP cord-327363-z30zoogs 159 14 7 7 CD cord-327363-z30zoogs 159 15 , , , cord-327363-z30zoogs 159 16 2020 2020 CD cord-327363-z30zoogs 159 17 . . . cord-327363-z30zoogs 160 1 Figure figure NN cord-327363-z30zoogs 160 2 3 3 CD cord-327363-z30zoogs 160 3 showcase showcase JJ cord-327363-z30zoogs 160 4 statistical statistical JJ cord-327363-z30zoogs 160 5 analysis analysis NN cord-327363-z30zoogs 160 6 of of IN cord-327363-z30zoogs 160 7 all all DT cord-327363-z30zoogs 160 8 variables variable NNS cord-327363-z30zoogs 160 9 of of IN cord-327363-z30zoogs 160 10 COVID-19 COVID-19 NNP cord-327363-z30zoogs 160 11 . . . cord-327363-z30zoogs 161 1 From from IN cord-327363-z30zoogs 161 2 Figure Figure NNP cord-327363-z30zoogs 161 3 4 4 CD cord-327363-z30zoogs 161 4 , , , cord-327363-z30zoogs 161 5 we -PRON- PRP cord-327363-z30zoogs 161 6 can can MD cord-327363-z30zoogs 161 7 see see VB cord-327363-z30zoogs 161 8 that that IN cord-327363-z30zoogs 161 9 daily daily RB cord-327363-z30zoogs 161 10 confirmed confirm VBN cord-327363-z30zoogs 161 11 cases case NNS cord-327363-z30zoogs 161 12 , , , cord-327363-z30zoogs 161 13 total total JJ cord-327363-z30zoogs 161 14 confirmed confirm VBN cord-327363-z30zoogs 161 15 cases case NNS cord-327363-z30zoogs 161 16 , , , cord-327363-z30zoogs 161 17 daily daily RB cord-327363-z30zoogs 161 18 recovered recover VBN cord-327363-z30zoogs 161 19 , , , cord-327363-z30zoogs 161 20 total total JJ cord-327363-z30zoogs 161 21 recovered recover VBN cord-327363-z30zoogs 161 22 , , , cord-327363-z30zoogs 161 23 daily daily JJ cord-327363-z30zoogs 161 24 death death NN cord-327363-z30zoogs 161 25 and and CC cord-327363-z30zoogs 161 26 total total JJ cord-327363-z30zoogs 161 27 death death NN cord-327363-z30zoogs 161 28 are be VBP cord-327363-z30zoogs 161 29 highly highly RB cord-327363-z30zoogs 161 30 dependent dependent JJ cord-327363-z30zoogs 161 31 on on IN cord-327363-z30zoogs 161 32 each each DT cord-327363-z30zoogs 161 33 other other JJ cord-327363-z30zoogs 161 34 . . . cord-327363-z30zoogs 162 1 All all DT cord-327363-z30zoogs 162 2 rights right NNS cord-327363-z30zoogs 162 3 reserved reserve VBN cord-327363-z30zoogs 162 4 . . . cord-327363-z30zoogs 163 1 No no DT cord-327363-z30zoogs 163 2 reuse reuse NN cord-327363-z30zoogs 163 3 allowed allow VBN cord-327363-z30zoogs 163 4 without without IN cord-327363-z30zoogs 163 5 permission permission NN cord-327363-z30zoogs 163 6 . . . cord-327363-z30zoogs 164 1 perpetuity perpetuity NN cord-327363-z30zoogs 164 2 . . . cord-327363-z30zoogs 165 1 preprint preprint NN cord-327363-z30zoogs 165 2 ( ( -LRB- cord-327363-z30zoogs 165 3 which which WDT cord-327363-z30zoogs 165 4 was be VBD cord-327363-z30zoogs 165 5 not not RB cord-327363-z30zoogs 165 6 certified certify VBN cord-327363-z30zoogs 165 7 by by IN cord-327363-z30zoogs 165 8 peer peer NN cord-327363-z30zoogs 165 9 review review NN cord-327363-z30zoogs 165 10 ) ) -RRB- cord-327363-z30zoogs 165 11 is be VBZ cord-327363-z30zoogs 165 12 the the DT cord-327363-z30zoogs 165 13 author author NN cord-327363-z30zoogs 165 14 / / SYM cord-327363-z30zoogs 165 15 funder funder NN cord-327363-z30zoogs 165 16 , , , cord-327363-z30zoogs 165 17 who who WP cord-327363-z30zoogs 165 18 has have VBZ cord-327363-z30zoogs 165 19 granted grant VBN cord-327363-z30zoogs 165 20 medRxiv medRxiv NNS cord-327363-z30zoogs 165 21 a a DT cord-327363-z30zoogs 165 22 license license NN cord-327363-z30zoogs 165 23 to to TO cord-327363-z30zoogs 165 24 display display VB cord-327363-z30zoogs 165 25 the the DT cord-327363-z30zoogs 165 26 preprint preprint NN cord-327363-z30zoogs 165 27 in in IN cord-327363-z30zoogs 165 28 The the DT cord-327363-z30zoogs 165 29 copyright copyright NN cord-327363-z30zoogs 165 30 holder holder NN cord-327363-z30zoogs 165 31 for for IN cord-327363-z30zoogs 165 32 this this DT cord-327363-z30zoogs 165 33 this this DT cord-327363-z30zoogs 165 34 version version NN cord-327363-z30zoogs 165 35 posted post VBD cord-327363-z30zoogs 165 36 October October NNP cord-327363-z30zoogs 165 37 16 16 CD cord-327363-z30zoogs 165 38 , , , cord-327363-z30zoogs 165 39 2020 2020 CD cord-327363-z30zoogs 165 40 . . . cord-327363-z30zoogs 165 41 . . . cord-327363-z30zoogs 166 1 perpetuity perpetuity NN cord-327363-z30zoogs 166 2 . . . cord-327363-z30zoogs 167 1 preprint preprint NN cord-327363-z30zoogs 167 2 ( ( -LRB- cord-327363-z30zoogs 167 3 which which WDT cord-327363-z30zoogs 167 4 was be VBD cord-327363-z30zoogs 167 5 not not RB cord-327363-z30zoogs 167 6 certified certify VBN cord-327363-z30zoogs 167 7 by by IN cord-327363-z30zoogs 167 8 peer peer NN cord-327363-z30zoogs 167 9 review review NN cord-327363-z30zoogs 167 10 ) ) -RRB- cord-327363-z30zoogs 167 11 is be VBZ cord-327363-z30zoogs 167 12 the the DT cord-327363-z30zoogs 167 13 author author NN cord-327363-z30zoogs 167 14 / / SYM cord-327363-z30zoogs 167 15 funder funder NN cord-327363-z30zoogs 167 16 , , , cord-327363-z30zoogs 167 17 who who WP cord-327363-z30zoogs 167 18 has have VBZ cord-327363-z30zoogs 167 19 granted grant VBN cord-327363-z30zoogs 167 20 medRxiv medRxiv NNS cord-327363-z30zoogs 167 21 a a DT cord-327363-z30zoogs 167 22 license license NN cord-327363-z30zoogs 167 23 to to TO cord-327363-z30zoogs 167 24 display display VB cord-327363-z30zoogs 167 25 the the DT cord-327363-z30zoogs 167 26 preprint preprint NN cord-327363-z30zoogs 167 27 in in IN cord-327363-z30zoogs 167 28 The the DT cord-327363-z30zoogs 167 29 copyright copyright NN cord-327363-z30zoogs 167 30 holder holder NN cord-327363-z30zoogs 167 31 for for IN cord-327363-z30zoogs 167 32 this this DT cord-327363-z30zoogs 167 33 this this DT cord-327363-z30zoogs 167 34 version version NN cord-327363-z30zoogs 167 35 posted post VBD cord-327363-z30zoogs 167 36 October October NNP cord-327363-z30zoogs 167 37 16 16 CD cord-327363-z30zoogs 167 38 , , , cord-327363-z30zoogs 167 39 2020 2020 CD cord-327363-z30zoogs 167 40 . . . cord-327363-z30zoogs 167 41 . . . cord-327363-z30zoogs 168 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 168 2 doi doi NN cord-327363-z30zoogs 168 3 : : : cord-327363-z30zoogs 169 1 medRxiv medRxiv NNP cord-327363-z30zoogs 169 2 preprint preprint NNP cord-327363-z30zoogs 169 3 _SP cord-327363-z30zoogs 170 1 We -PRON- PRP cord-327363-z30zoogs 170 2 applied apply VBD cord-327363-z30zoogs 170 3 polynomial polynomial JJ cord-327363-z30zoogs 170 4 regression regression NN cord-327363-z30zoogs 170 5 to to TO cord-327363-z30zoogs 170 6 find find VB cord-327363-z30zoogs 170 7 relationship relationship NN cord-327363-z30zoogs 170 8 between between IN cord-327363-z30zoogs 170 9 total total NN cord-327363-z30zoogs 170 10 confirmed confirm VBN cord-327363-z30zoogs 170 11 cases case NNS cord-327363-z30zoogs 170 12 verses verses IN cord-327363-z30zoogs 170 13 number number NN cord-327363-z30zoogs 170 14 of of IN cord-327363-z30zoogs 170 15 days day NNS cord-327363-z30zoogs 170 16 . . . cord-327363-z30zoogs 171 1 For for IN cord-327363-z30zoogs 171 2 linear linear JJ cord-327363-z30zoogs 171 3 , , , cord-327363-z30zoogs 171 4 cubic cubic JJ cord-327363-z30zoogs 171 5 , , , cord-327363-z30zoogs 171 6 quadratic quadratic JJ cord-327363-z30zoogs 171 7 and and CC cord-327363-z30zoogs 171 8 quartic quartic JJ cord-327363-z30zoogs 171 9 accuracy accuracy NN cord-327363-z30zoogs 171 10 was be VBD cord-327363-z30zoogs 171 11 65.54 65.54 CD cord-327363-z30zoogs 171 12 % % NN cord-327363-z30zoogs 171 13 , , , cord-327363-z30zoogs 171 14 94.85 94.85 CD cord-327363-z30zoogs 171 15 % % NN cord-327363-z30zoogs 171 16 , , , cord-327363-z30zoogs 171 17 99.7 99.7 CD cord-327363-z30zoogs 171 18 % % NN cord-327363-z30zoogs 171 19 and and CC cord-327363-z30zoogs 171 20 99.9 99.9 CD cord-327363-z30zoogs 171 21 % % NN cord-327363-z30zoogs 171 22 respectively respectively RB cord-327363-z30zoogs 171 23 . . . cord-327363-z30zoogs 172 1 As as IN cord-327363-z30zoogs 172 2 earlier early RBR cord-327363-z30zoogs 172 3 discussed discuss VBN cord-327363-z30zoogs 172 4 regarding regard VBG cord-327363-z30zoogs 172 5 overfitting overfitting NN cord-327363-z30zoogs 172 6 in in IN cord-327363-z30zoogs 172 7 polynomial polynomial JJ cord-327363-z30zoogs 172 8 regression regression NN cord-327363-z30zoogs 172 9 and and CC cord-327363-z30zoogs 172 10 degree degree NN cord-327363-z30zoogs 172 11 3 3 CD cord-327363-z30zoogs 172 12 was be VBD cord-327363-z30zoogs 172 13 observed observe VBN cord-327363-z30zoogs 172 14 as as IN cord-327363-z30zoogs 172 15 the the DT cord-327363-z30zoogs 172 16 best good JJS cord-327363-z30zoogs 172 17 fit fit JJ cord-327363-z30zoogs 172 18 polynomial polynomial NN cord-327363-z30zoogs 172 19 which which WDT cord-327363-z30zoogs 172 20 otherwise otherwise RB cord-327363-z30zoogs 172 21 would would MD cord-327363-z30zoogs 172 22 not not RB cord-327363-z30zoogs 172 23 be be VB cord-327363-z30zoogs 172 24 observed observe VBN cord-327363-z30zoogs 172 25 with with IN cord-327363-z30zoogs 172 26 degree degree NN cord-327363-z30zoogs 172 27 4 4 CD cord-327363-z30zoogs 172 28 due due IN cord-327363-z30zoogs 172 29 to to IN cord-327363-z30zoogs 172 30 overfitting overfitting NN cord-327363-z30zoogs 172 31 . . . cord-327363-z30zoogs 173 1 All all DT cord-327363-z30zoogs 173 2 rights right NNS cord-327363-z30zoogs 173 3 reserved reserve VBN cord-327363-z30zoogs 173 4 . . . cord-327363-z30zoogs 174 1 No no DT cord-327363-z30zoogs 174 2 reuse reuse NN cord-327363-z30zoogs 174 3 allowed allow VBN cord-327363-z30zoogs 174 4 without without IN cord-327363-z30zoogs 174 5 permission permission NN cord-327363-z30zoogs 174 6 . . . cord-327363-z30zoogs 175 1 perpetuity perpetuity NN cord-327363-z30zoogs 175 2 . . . cord-327363-z30zoogs 176 1 preprint preprint NN cord-327363-z30zoogs 176 2 ( ( -LRB- cord-327363-z30zoogs 176 3 which which WDT cord-327363-z30zoogs 176 4 was be VBD cord-327363-z30zoogs 176 5 not not RB cord-327363-z30zoogs 176 6 certified certify VBN cord-327363-z30zoogs 176 7 by by IN cord-327363-z30zoogs 176 8 peer peer NN cord-327363-z30zoogs 176 9 review review NN cord-327363-z30zoogs 176 10 ) ) -RRB- cord-327363-z30zoogs 176 11 is be VBZ cord-327363-z30zoogs 176 12 the the DT cord-327363-z30zoogs 176 13 author author NN cord-327363-z30zoogs 176 14 / / SYM cord-327363-z30zoogs 176 15 funder funder NN cord-327363-z30zoogs 176 16 , , , cord-327363-z30zoogs 176 17 who who WP cord-327363-z30zoogs 176 18 has have VBZ cord-327363-z30zoogs 176 19 granted grant VBN cord-327363-z30zoogs 176 20 medRxiv medRxiv NNS cord-327363-z30zoogs 176 21 a a DT cord-327363-z30zoogs 176 22 license license NN cord-327363-z30zoogs 176 23 to to TO cord-327363-z30zoogs 176 24 display display VB cord-327363-z30zoogs 176 25 the the DT cord-327363-z30zoogs 176 26 preprint preprint NN cord-327363-z30zoogs 176 27 in in IN cord-327363-z30zoogs 176 28 The the DT cord-327363-z30zoogs 176 29 copyright copyright NN cord-327363-z30zoogs 176 30 holder holder NN cord-327363-z30zoogs 176 31 for for IN cord-327363-z30zoogs 176 32 this this DT cord-327363-z30zoogs 176 33 this this DT cord-327363-z30zoogs 176 34 version version NN cord-327363-z30zoogs 176 35 posted post VBD cord-327363-z30zoogs 176 36 October October NNP cord-327363-z30zoogs 176 37 16 16 CD cord-327363-z30zoogs 176 38 , , , cord-327363-z30zoogs 176 39 2020 2020 CD cord-327363-z30zoogs 176 40 . . . cord-327363-z30zoogs 176 41 . . . cord-327363-z30zoogs 177 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 177 2 doi doi NN cord-327363-z30zoogs 177 3 : : : cord-327363-z30zoogs 178 1 medRxiv medRxiv NNP cord-327363-z30zoogs 178 2 preprint preprint NNP cord-327363-z30zoogs 178 3 _SP cord-327363-z30zoogs 179 1 Here here RB cord-327363-z30zoogs 179 2 we -PRON- PRP cord-327363-z30zoogs 179 3 applied apply VBD cord-327363-z30zoogs 179 4 Naive Naive NNP cord-327363-z30zoogs 179 5 Bayes Bayes NNP cord-327363-z30zoogs 179 6 Regression Regression NNP cord-327363-z30zoogs 179 7 between between IN cord-327363-z30zoogs 179 8 total total NN cord-327363-z30zoogs 179 9 confirmed confirm VBN cord-327363-z30zoogs 179 10 cases case NNS cord-327363-z30zoogs 179 11 and and CC cord-327363-z30zoogs 179 12 number number NN cord-327363-z30zoogs 179 13 of of IN cord-327363-z30zoogs 179 14 days day NNS cord-327363-z30zoogs 179 15 . . . cord-327363-z30zoogs 180 1 We -PRON- PRP cord-327363-z30zoogs 180 2 get get VBP cord-327363-z30zoogs 180 3 accuracy accuracy NN cord-327363-z30zoogs 180 4 around around IN cord-327363-z30zoogs 180 5 15.56 15.56 CD cord-327363-z30zoogs 180 6 % % NN cord-327363-z30zoogs 180 7 . . . cord-327363-z30zoogs 181 1 From from IN cord-327363-z30zoogs 181 2 Figure figure NN cord-327363-z30zoogs 181 3 9 9 CD cord-327363-z30zoogs 181 4 we -PRON- PRP cord-327363-z30zoogs 181 5 can can MD cord-327363-z30zoogs 181 6 see see VB cord-327363-z30zoogs 181 7 that that DT cord-327363-z30zoogs 181 8 naïve naïve JJ cord-327363-z30zoogs 181 9 bayes bayes NNP cord-327363-z30zoogs 181 10 regression regression NN cord-327363-z30zoogs 181 11 failed fail VBD cord-327363-z30zoogs 181 12 to to TO cord-327363-z30zoogs 181 13 fit fit VB cord-327363-z30zoogs 181 14 the the DT cord-327363-z30zoogs 181 15 graph graph NN cord-327363-z30zoogs 181 16 and and CC cord-327363-z30zoogs 181 17 does do VBZ cord-327363-z30zoogs 181 18 not not RB cord-327363-z30zoogs 181 19 show show VB cord-327363-z30zoogs 181 20 linear linear JJ cord-327363-z30zoogs 181 21 relationship relationship NN cord-327363-z30zoogs 181 22 . . . cord-327363-z30zoogs 182 1 perpetuity perpetuity NN cord-327363-z30zoogs 182 2 . . . cord-327363-z30zoogs 183 1 preprint preprint NN cord-327363-z30zoogs 183 2 ( ( -LRB- cord-327363-z30zoogs 183 3 which which WDT cord-327363-z30zoogs 183 4 was be VBD cord-327363-z30zoogs 183 5 not not RB cord-327363-z30zoogs 183 6 certified certify VBN cord-327363-z30zoogs 183 7 by by IN cord-327363-z30zoogs 183 8 peer peer NN cord-327363-z30zoogs 183 9 review review NN cord-327363-z30zoogs 183 10 ) ) -RRB- cord-327363-z30zoogs 183 11 is be VBZ cord-327363-z30zoogs 183 12 the the DT cord-327363-z30zoogs 183 13 author author NN cord-327363-z30zoogs 183 14 / / SYM cord-327363-z30zoogs 183 15 funder funder NN cord-327363-z30zoogs 183 16 , , , cord-327363-z30zoogs 183 17 who who WP cord-327363-z30zoogs 183 18 has have VBZ cord-327363-z30zoogs 183 19 granted grant VBN cord-327363-z30zoogs 183 20 medRxiv medRxiv NNS cord-327363-z30zoogs 183 21 a a DT cord-327363-z30zoogs 183 22 license license NN cord-327363-z30zoogs 183 23 to to TO cord-327363-z30zoogs 183 24 display display VB cord-327363-z30zoogs 183 25 the the DT cord-327363-z30zoogs 183 26 preprint preprint NN cord-327363-z30zoogs 183 27 in in IN cord-327363-z30zoogs 183 28 The the DT cord-327363-z30zoogs 183 29 copyright copyright NN cord-327363-z30zoogs 183 30 holder holder NN cord-327363-z30zoogs 183 31 for for IN cord-327363-z30zoogs 183 32 this this DT cord-327363-z30zoogs 183 33 this this DT cord-327363-z30zoogs 183 34 version version NN cord-327363-z30zoogs 183 35 posted post VBD cord-327363-z30zoogs 183 36 October October NNP cord-327363-z30zoogs 183 37 16 16 CD cord-327363-z30zoogs 183 38 , , , cord-327363-z30zoogs 183 39 2020 2020 CD cord-327363-z30zoogs 183 40 . . . cord-327363-z30zoogs 183 41 . . . cord-327363-z30zoogs 184 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 184 2 doi doi NN cord-327363-z30zoogs 184 3 : : : cord-327363-z30zoogs 185 1 medRxiv medRxiv NNP cord-327363-z30zoogs 185 2 preprint preprint NNP cord-327363-z30zoogs 186 1 In in IN cord-327363-z30zoogs 186 2 Figure Figure NNP cord-327363-z30zoogs 186 3 10 10 CD cord-327363-z30zoogs 186 4 , , , cord-327363-z30zoogs 186 5 we -PRON- PRP cord-327363-z30zoogs 186 6 have have VBP cord-327363-z30zoogs 186 7 applied apply VBN cord-327363-z30zoogs 186 8 Random Random NNP cord-327363-z30zoogs 186 9 Forest Forest NNP cord-327363-z30zoogs 186 10 Regression Regression NNP cord-327363-z30zoogs 186 11 between between IN cord-327363-z30zoogs 186 12 total total NN cord-327363-z30zoogs 186 13 confirmed confirm VBN cord-327363-z30zoogs 186 14 cases case NNS cord-327363-z30zoogs 186 15 and and CC cord-327363-z30zoogs 186 16 number number NN cord-327363-z30zoogs 186 17 of of IN cord-327363-z30zoogs 186 18 days day NNS cord-327363-z30zoogs 186 19 . . . cord-327363-z30zoogs 187 1 Random Random NNP cord-327363-z30zoogs 187 2 Forest Forest NNP cord-327363-z30zoogs 187 3 has have VBZ cord-327363-z30zoogs 187 4 successfully successfully RB cord-327363-z30zoogs 187 5 fit fit VBN cord-327363-z30zoogs 187 6 the the DT cord-327363-z30zoogs 187 7 growth growth NN cord-327363-z30zoogs 187 8 curve curve NN cord-327363-z30zoogs 187 9 with with IN cord-327363-z30zoogs 187 10 99.99 99.99 CD cord-327363-z30zoogs 187 11 % % NN cord-327363-z30zoogs 187 12 accuracy accuracy NN cord-327363-z30zoogs 187 13 . . . cord-327363-z30zoogs 188 1 But but CC cord-327363-z30zoogs 188 2 when when WRB cord-327363-z30zoogs 188 3 we -PRON- PRP cord-327363-z30zoogs 188 4 predict predict VBP cord-327363-z30zoogs 188 5 further further JJ cord-327363-z30zoogs 188 6 value value NN cord-327363-z30zoogs 188 7 for for IN cord-327363-z30zoogs 188 8 day day NN cord-327363-z30zoogs 188 9 250,275 250,275 CD cord-327363-z30zoogs 188 10 and and CC cord-327363-z30zoogs 188 11 300 300 CD cord-327363-z30zoogs 188 12 , , , cord-327363-z30zoogs 188 13 we -PRON- PRP cord-327363-z30zoogs 188 14 are be VBP cord-327363-z30zoogs 188 15 getting get VBG cord-327363-z30zoogs 188 16 4221741.4 4221741.4 CD cord-327363-z30zoogs 188 17 for for IN cord-327363-z30zoogs 188 18 all all DT cord-327363-z30zoogs 188 19 . . . cord-327363-z30zoogs 189 1 Technically technically RB cord-327363-z30zoogs 189 2 as as IN cord-327363-z30zoogs 189 3 number number NN cord-327363-z30zoogs 189 4 of of IN cord-327363-z30zoogs 189 5 days day NNS cord-327363-z30zoogs 189 6 increases increase NNS cord-327363-z30zoogs 189 7 total total NN cord-327363-z30zoogs 189 8 confirmed confirm VBN cord-327363-z30zoogs 189 9 cases case NNS cord-327363-z30zoogs 189 10 can can MD cord-327363-z30zoogs 189 11 not not RB cord-327363-z30zoogs 189 12 be be VB cord-327363-z30zoogs 189 13 constant constant JJ cord-327363-z30zoogs 189 14 so so IN cord-327363-z30zoogs 189 15 we -PRON- PRP cord-327363-z30zoogs 189 16 can can MD cord-327363-z30zoogs 189 17 observe observe VB cord-327363-z30zoogs 189 18 data datum NNS cord-327363-z30zoogs 189 19 overfitting overfitting NN cord-327363-z30zoogs 189 20 . . . cord-327363-z30zoogs 190 1 We -PRON- PRP cord-327363-z30zoogs 190 2 apply apply VBP cord-327363-z30zoogs 190 3 machine machine NN cord-327363-z30zoogs 190 4 learning learning NN cord-327363-z30zoogs 190 5 models model NNS cord-327363-z30zoogs 190 6 to to TO cord-327363-z30zoogs 190 7 data datum NNS cord-327363-z30zoogs 190 8 set set VBN cord-327363-z30zoogs 190 9 for for IN cord-327363-z30zoogs 190 10 predicting predict VBG cord-327363-z30zoogs 190 11 future future JJ cord-327363-z30zoogs 190 12 values value NNS cord-327363-z30zoogs 190 13 . . . cord-327363-z30zoogs 191 1 Random random JJ cord-327363-z30zoogs 191 2 forest forest NN cord-327363-z30zoogs 191 3 failed fail VBD cord-327363-z30zoogs 191 4 for for IN cord-327363-z30zoogs 191 5 future future JJ cord-327363-z30zoogs 191 6 predictions prediction NNS cord-327363-z30zoogs 191 7 due due JJ cord-327363-z30zoogs 191 8 to to IN cord-327363-z30zoogs 191 9 overfitting overfitting NN cord-327363-z30zoogs 191 10 . . . cord-327363-z30zoogs 192 1 In in IN cord-327363-z30zoogs 192 2 Figure figure NN cord-327363-z30zoogs 192 3 11 11 CD cord-327363-z30zoogs 192 4 , , , cord-327363-z30zoogs 192 5 we -PRON- PRP cord-327363-z30zoogs 192 6 converted convert VBD cord-327363-z30zoogs 192 7 number number NN cord-327363-z30zoogs 192 8 of of IN cord-327363-z30zoogs 192 9 days day NNS cord-327363-z30zoogs 192 10 and and CC cord-327363-z30zoogs 192 11 total total JJ cord-327363-z30zoogs 192 12 confirmed confirm VBN cord-327363-z30zoogs 192 13 cases case NNS cord-327363-z30zoogs 192 14 in in IN cord-327363-z30zoogs 192 15 standard standard JJ cord-327363-z30zoogs 192 16 scalar scalar JJ cord-327363-z30zoogs 192 17 form form NN cord-327363-z30zoogs 192 18 for for IN cord-327363-z30zoogs 192 19 performing perform VBG cord-327363-z30zoogs 192 20 better well JJR cord-327363-z30zoogs 192 21 support support NN cord-327363-z30zoogs 192 22 vector vector NN cord-327363-z30zoogs 192 23 regression regression NN cord-327363-z30zoogs 192 24 . . . cord-327363-z30zoogs 193 1 By by IN cord-327363-z30zoogs 193 2 applying apply VBG cord-327363-z30zoogs 193 3 Radial radial JJ cord-327363-z30zoogs 193 4 basis basis NN cord-327363-z30zoogs 193 5 function function NN cord-327363-z30zoogs 193 6 ( ( -LRB- cord-327363-z30zoogs 193 7 rbf rbf NNP cord-327363-z30zoogs 193 8 ) ) -RRB- cord-327363-z30zoogs 193 9 kernel kernel NN cord-327363-z30zoogs 193 10 we -PRON- PRP cord-327363-z30zoogs 193 11 got get VBD cord-327363-z30zoogs 193 12 an an DT cord-327363-z30zoogs 193 13 accuracy accuracy NN cord-327363-z30zoogs 193 14 of of IN cord-327363-z30zoogs 193 15 99.43 99.43 CD cord-327363-z30zoogs 193 16 % % NN cord-327363-z30zoogs 193 17 . . . cord-327363-z30zoogs 194 1 Figure figure NN cord-327363-z30zoogs 194 2 11 11 CD cord-327363-z30zoogs 194 3 : : : cord-327363-z30zoogs 195 1 Support support NN cord-327363-z30zoogs 195 2 Vector vector NN cord-327363-z30zoogs 195 3 Regression regression NN cord-327363-z30zoogs 196 1 All all DT cord-327363-z30zoogs 196 2 rights right NNS cord-327363-z30zoogs 196 3 reserved reserve VBN cord-327363-z30zoogs 196 4 . . . cord-327363-z30zoogs 197 1 No no DT cord-327363-z30zoogs 197 2 reuse reuse NN cord-327363-z30zoogs 197 3 allowed allow VBN cord-327363-z30zoogs 197 4 without without IN cord-327363-z30zoogs 197 5 permission permission NN cord-327363-z30zoogs 197 6 . . . cord-327363-z30zoogs 198 1 perpetuity perpetuity NN cord-327363-z30zoogs 198 2 . . . cord-327363-z30zoogs 199 1 preprint preprint NN cord-327363-z30zoogs 199 2 ( ( -LRB- cord-327363-z30zoogs 199 3 which which WDT cord-327363-z30zoogs 199 4 was be VBD cord-327363-z30zoogs 199 5 not not RB cord-327363-z30zoogs 199 6 certified certify VBN cord-327363-z30zoogs 199 7 by by IN cord-327363-z30zoogs 199 8 peer peer NN cord-327363-z30zoogs 199 9 review review NN cord-327363-z30zoogs 199 10 ) ) -RRB- cord-327363-z30zoogs 199 11 is be VBZ cord-327363-z30zoogs 199 12 the the DT cord-327363-z30zoogs 199 13 author author NN cord-327363-z30zoogs 199 14 / / SYM cord-327363-z30zoogs 199 15 funder funder NN cord-327363-z30zoogs 199 16 , , , cord-327363-z30zoogs 199 17 who who WP cord-327363-z30zoogs 199 18 has have VBZ cord-327363-z30zoogs 199 19 granted grant VBN cord-327363-z30zoogs 199 20 medRxiv medRxiv NNS cord-327363-z30zoogs 199 21 a a DT cord-327363-z30zoogs 199 22 license license NN cord-327363-z30zoogs 199 23 to to TO cord-327363-z30zoogs 199 24 display display VB cord-327363-z30zoogs 199 25 the the DT cord-327363-z30zoogs 199 26 preprint preprint NN cord-327363-z30zoogs 199 27 in in IN cord-327363-z30zoogs 199 28 The the DT cord-327363-z30zoogs 199 29 copyright copyright NN cord-327363-z30zoogs 199 30 holder holder NN cord-327363-z30zoogs 199 31 for for IN cord-327363-z30zoogs 199 32 this this DT cord-327363-z30zoogs 199 33 this this DT cord-327363-z30zoogs 199 34 version version NN cord-327363-z30zoogs 199 35 posted post VBD cord-327363-z30zoogs 199 36 October October NNP cord-327363-z30zoogs 199 37 16 16 CD cord-327363-z30zoogs 199 38 , , , cord-327363-z30zoogs 199 39 2020 2020 CD cord-327363-z30zoogs 199 40 . . . cord-327363-z30zoogs 199 41 . . . cord-327363-z30zoogs 199 42 _SP cord-327363-z30zoogs 200 1 For for IN cord-327363-z30zoogs 200 2 better well JJR cord-327363-z30zoogs 200 3 understanding understanding NN cord-327363-z30zoogs 200 4 among among IN cord-327363-z30zoogs 200 5 total total JJ cord-327363-z30zoogs 200 6 confirmed confirm VBN cord-327363-z30zoogs 200 7 cases case NNS cord-327363-z30zoogs 200 8 and and CC cord-327363-z30zoogs 200 9 number number NN cord-327363-z30zoogs 200 10 of of IN cord-327363-z30zoogs 200 11 days day NNS cord-327363-z30zoogs 200 12 we -PRON- PRP cord-327363-z30zoogs 200 13 divided divide VBD cord-327363-z30zoogs 200 14 total total JJ cord-327363-z30zoogs 200 15 number number NN cord-327363-z30zoogs 200 16 of of IN cord-327363-z30zoogs 200 17 days day NNS cord-327363-z30zoogs 200 18 in in IN cord-327363-z30zoogs 200 19 4 4 CD cord-327363-z30zoogs 200 20 regions region NNS cord-327363-z30zoogs 200 21 . . . cord-327363-z30zoogs 201 1 First first JJ cord-327363-z30zoogs 201 2 region region NN cord-327363-z30zoogs 201 3 ranges range VBZ cord-327363-z30zoogs 201 4 from from IN cord-327363-z30zoogs 201 5 30 30 CD cord-327363-z30zoogs 201 6 January January NNP cord-327363-z30zoogs 201 7 2020 2020 CD cord-327363-z30zoogs 201 8 to to IN cord-327363-z30zoogs 201 9 24 24 CD cord-327363-z30zoogs 201 10 March March NNP cord-327363-z30zoogs 201 11 2020 2020 CD cord-327363-z30zoogs 201 12 . . . cord-327363-z30zoogs 202 1 Second second JJ cord-327363-z30zoogs 202 2 region region NN cord-327363-z30zoogs 202 3 ranges range VBZ cord-327363-z30zoogs 202 4 from from IN cord-327363-z30zoogs 202 5 25 25 CD cord-327363-z30zoogs 202 6 March March NNP cord-327363-z30zoogs 202 7 2020 2020 CD cord-327363-z30zoogs 202 8 to to IN cord-327363-z30zoogs 202 9 18 18 CD cord-327363-z30zoogs 202 10 May May NNP cord-327363-z30zoogs 202 11 2020 2020 CD cord-327363-z30zoogs 202 12 . . . cord-327363-z30zoogs 203 1 Third third JJ cord-327363-z30zoogs 203 2 region region NN cord-327363-z30zoogs 203 3 ranges range VBZ cord-327363-z30zoogs 203 4 from from IN cord-327363-z30zoogs 203 5 19 19 CD cord-327363-z30zoogs 203 6 May May NNP cord-327363-z30zoogs 203 7 to to IN cord-327363-z30zoogs 203 8 12 12 CD cord-327363-z30zoogs 203 9 July July NNP cord-327363-z30zoogs 203 10 . . . cord-327363-z30zoogs 204 1 Fourth fourth JJ cord-327363-z30zoogs 204 2 region region NN cord-327363-z30zoogs 204 3 ranges range VBZ cord-327363-z30zoogs 204 4 from from IN cord-327363-z30zoogs 204 5 13 13 CD cord-327363-z30zoogs 204 6 July July NNP cord-327363-z30zoogs 204 7 2020 2020 CD cord-327363-z30zoogs 204 8 to to IN cord-327363-z30zoogs 204 9 7 7 CD cord-327363-z30zoogs 204 10 September September NNP cord-327363-z30zoogs 204 11 2020 2020 CD cord-327363-z30zoogs 204 12 . . . cord-327363-z30zoogs 205 1 For for IN cord-327363-z30zoogs 205 2 Figure figure NN cord-327363-z30zoogs 205 3 12 12 CD cord-327363-z30zoogs 205 4 , , , cord-327363-z30zoogs 205 5 the the DT cord-327363-z30zoogs 205 6 regression regression NN cord-327363-z30zoogs 205 7 analysis analysis NN cord-327363-z30zoogs 205 8 of of IN cord-327363-z30zoogs 205 9 each each DT cord-327363-z30zoogs 205 10 region region NN cord-327363-z30zoogs 205 11 is be VBZ cord-327363-z30zoogs 205 12 illustrated illustrate VBN cord-327363-z30zoogs 205 13 in in IN cord-327363-z30zoogs 205 14 subsequent subsequent JJ cord-327363-z30zoogs 205 15 figures figure NNS cord-327363-z30zoogs 205 16 . . . cord-327363-z30zoogs 206 1 First first JJ cord-327363-z30zoogs 206 2 region region NN cord-327363-z30zoogs 206 3 consists consist VBZ cord-327363-z30zoogs 206 4 of of IN cord-327363-z30zoogs 206 5 55 55 CD cord-327363-z30zoogs 206 6 samples sample NNS cord-327363-z30zoogs 206 7 from from IN cord-327363-z30zoogs 206 8 30 30 CD cord-327363-z30zoogs 206 9 January January NNP cord-327363-z30zoogs 206 10 2020 2020 CD cord-327363-z30zoogs 206 11 to to IN cord-327363-z30zoogs 206 12 24 24 CD cord-327363-z30zoogs 206 13 March March NNP cord-327363-z30zoogs 206 14 2020 2020 CD cord-327363-z30zoogs 206 15 . . . cord-327363-z30zoogs 207 1 In in IN cord-327363-z30zoogs 207 2 beginning begin VBG cord-327363-z30zoogs 207 3 cases case NNS cord-327363-z30zoogs 207 4 increases increase VBZ cord-327363-z30zoogs 207 5 exponentially exponentially RB cord-327363-z30zoogs 207 6 of of IN cord-327363-z30zoogs 207 7 order order NN cord-327363-z30zoogs 207 8 5 5 CD cord-327363-z30zoogs 207 9 . . . cord-327363-z30zoogs 208 1 Accuracy accuracy NN cord-327363-z30zoogs 208 2 of of IN cord-327363-z30zoogs 208 3 model model NN cord-327363-z30zoogs 208 4 is be VBZ cord-327363-z30zoogs 208 5 found find VBN cord-327363-z30zoogs 208 6 to to TO cord-327363-z30zoogs 208 7 be be VB cord-327363-z30zoogs 208 8 99.12 99.12 CD cord-327363-z30zoogs 208 9 % % NN cord-327363-z30zoogs 208 10 . . . cord-327363-z30zoogs 209 1 Figure figure NN cord-327363-z30zoogs 209 2 14 14 CD cord-327363-z30zoogs 209 3 illustrates illustrate VBZ cord-327363-z30zoogs 209 4 quadratic quadratic JJ cord-327363-z30zoogs 209 5 curve curve NN cord-327363-z30zoogs 209 6 with with IN cord-327363-z30zoogs 209 7 an an DT cord-327363-z30zoogs 209 8 accuracy accuracy NN cord-327363-z30zoogs 209 9 of of IN cord-327363-z30zoogs 209 10 99.37 99.37 CD cord-327363-z30zoogs 209 11 % % NN cord-327363-z30zoogs 209 12 . . . cord-327363-z30zoogs 210 1 In in IN cord-327363-z30zoogs 210 2 second second JJ cord-327363-z30zoogs 210 3 region region NN cord-327363-z30zoogs 210 4 , , , cord-327363-z30zoogs 210 5 degree degree NN cord-327363-z30zoogs 210 6 of of IN cord-327363-z30zoogs 210 7 polynomial polynomial JJ cord-327363-z30zoogs 210 8 decreases decrease VBZ cord-327363-z30zoogs 210 9 from from IN cord-327363-z30zoogs 210 10 5 5 CD cord-327363-z30zoogs 210 11 to to IN cord-327363-z30zoogs 210 12 2 2 CD cord-327363-z30zoogs 210 13 . . . cord-327363-z30zoogs 211 1 Now now RB cord-327363-z30zoogs 211 2 , , , cord-327363-z30zoogs 211 3 if if IN cord-327363-z30zoogs 211 4 we -PRON- PRP cord-327363-z30zoogs 211 5 increase increase VBP cord-327363-z30zoogs 211 6 value value NN cord-327363-z30zoogs 211 7 of of IN cord-327363-z30zoogs 211 8 degree degree NN cord-327363-z30zoogs 211 9 predicted predict VBN cord-327363-z30zoogs 211 10 curve curve NN cord-327363-z30zoogs 211 11 will will MD cord-327363-z30zoogs 211 12 overfit overfit VB cord-327363-z30zoogs 211 13 the the DT cord-327363-z30zoogs 211 14 data datum NNS cord-327363-z30zoogs 211 15 . . . cord-327363-z30zoogs 212 1 Further further RB cord-327363-z30zoogs 212 2 for for IN cord-327363-z30zoogs 212 3 region region NN cord-327363-z30zoogs 212 4 3 3 CD cord-327363-z30zoogs 212 5 and and CC cord-327363-z30zoogs 212 6 4 4 CD cord-327363-z30zoogs 212 7 they -PRON- PRP cord-327363-z30zoogs 212 8 show show VBP cord-327363-z30zoogs 212 9 quadratic quadratic JJ cord-327363-z30zoogs 212 10 curve curve NN cord-327363-z30zoogs 212 11 with with IN cord-327363-z30zoogs 212 12 99.829 99.829 CD cord-327363-z30zoogs 212 13 % % NN cord-327363-z30zoogs 212 14 and and CC cord-327363-z30zoogs 212 15 99.98 99.98 CD cord-327363-z30zoogs 212 16 % % NN cord-327363-z30zoogs 212 17 . . . cord-327363-z30zoogs 213 1 All all DT cord-327363-z30zoogs 213 2 rights right NNS cord-327363-z30zoogs 213 3 reserved reserve VBN cord-327363-z30zoogs 213 4 . . . cord-327363-z30zoogs 214 1 No no DT cord-327363-z30zoogs 214 2 reuse reuse NN cord-327363-z30zoogs 214 3 allowed allow VBN cord-327363-z30zoogs 214 4 without without IN cord-327363-z30zoogs 214 5 permission permission NN cord-327363-z30zoogs 214 6 . . . cord-327363-z30zoogs 215 1 perpetuity perpetuity NN cord-327363-z30zoogs 215 2 . . . cord-327363-z30zoogs 216 1 preprint preprint NN cord-327363-z30zoogs 216 2 ( ( -LRB- cord-327363-z30zoogs 216 3 which which WDT cord-327363-z30zoogs 216 4 was be VBD cord-327363-z30zoogs 216 5 not not RB cord-327363-z30zoogs 216 6 certified certify VBN cord-327363-z30zoogs 216 7 by by IN cord-327363-z30zoogs 216 8 peer peer NN cord-327363-z30zoogs 216 9 review review NN cord-327363-z30zoogs 216 10 ) ) -RRB- cord-327363-z30zoogs 216 11 is be VBZ cord-327363-z30zoogs 216 12 the the DT cord-327363-z30zoogs 216 13 author author NN cord-327363-z30zoogs 216 14 / / SYM cord-327363-z30zoogs 216 15 funder funder NN cord-327363-z30zoogs 216 16 , , , cord-327363-z30zoogs 216 17 who who WP cord-327363-z30zoogs 216 18 has have VBZ cord-327363-z30zoogs 216 19 granted grant VBN cord-327363-z30zoogs 216 20 medRxiv medRxiv NNS cord-327363-z30zoogs 216 21 a a DT cord-327363-z30zoogs 216 22 license license NN cord-327363-z30zoogs 216 23 to to TO cord-327363-z30zoogs 216 24 display display VB cord-327363-z30zoogs 216 25 the the DT cord-327363-z30zoogs 216 26 preprint preprint NN cord-327363-z30zoogs 216 27 in in IN cord-327363-z30zoogs 216 28 The the DT cord-327363-z30zoogs 216 29 copyright copyright NN cord-327363-z30zoogs 216 30 holder holder NN cord-327363-z30zoogs 216 31 for for IN cord-327363-z30zoogs 216 32 this this DT cord-327363-z30zoogs 216 33 this this DT cord-327363-z30zoogs 216 34 version version NN cord-327363-z30zoogs 216 35 posted post VBD cord-327363-z30zoogs 216 36 October October NNP cord-327363-z30zoogs 216 37 16 16 CD cord-327363-z30zoogs 216 38 , , , cord-327363-z30zoogs 216 39 2020 2020 CD cord-327363-z30zoogs 216 40 . . . cord-327363-z30zoogs 216 41 . . . cord-327363-z30zoogs 217 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 217 2 doi doi NN cord-327363-z30zoogs 217 3 : : : cord-327363-z30zoogs 218 1 medRxiv medRxiv NNS cord-327363-z30zoogs 218 2 preprint preprint NN cord-327363-z30zoogs 218 3 perpetuity perpetuity NN cord-327363-z30zoogs 218 4 . . . cord-327363-z30zoogs 219 1 preprint preprint NN cord-327363-z30zoogs 219 2 ( ( -LRB- cord-327363-z30zoogs 219 3 which which WDT cord-327363-z30zoogs 219 4 was be VBD cord-327363-z30zoogs 219 5 not not RB cord-327363-z30zoogs 219 6 certified certify VBN cord-327363-z30zoogs 219 7 by by IN cord-327363-z30zoogs 219 8 peer peer NN cord-327363-z30zoogs 219 9 review review NN cord-327363-z30zoogs 219 10 ) ) -RRB- cord-327363-z30zoogs 219 11 is be VBZ cord-327363-z30zoogs 219 12 the the DT cord-327363-z30zoogs 219 13 author author NN cord-327363-z30zoogs 219 14 / / SYM cord-327363-z30zoogs 219 15 funder funder NN cord-327363-z30zoogs 219 16 , , , cord-327363-z30zoogs 219 17 who who WP cord-327363-z30zoogs 219 18 has have VBZ cord-327363-z30zoogs 219 19 granted grant VBN cord-327363-z30zoogs 219 20 medRxiv medRxiv NNS cord-327363-z30zoogs 219 21 a a DT cord-327363-z30zoogs 219 22 license license NN cord-327363-z30zoogs 219 23 to to TO cord-327363-z30zoogs 219 24 display display VB cord-327363-z30zoogs 219 25 the the DT cord-327363-z30zoogs 219 26 preprint preprint NN cord-327363-z30zoogs 219 27 in in IN cord-327363-z30zoogs 219 28 The the DT cord-327363-z30zoogs 219 29 copyright copyright NN cord-327363-z30zoogs 219 30 holder holder NN cord-327363-z30zoogs 219 31 for for IN cord-327363-z30zoogs 219 32 this this DT cord-327363-z30zoogs 219 33 this this DT cord-327363-z30zoogs 219 34 version version NN cord-327363-z30zoogs 219 35 posted post VBD cord-327363-z30zoogs 219 36 October October NNP cord-327363-z30zoogs 219 37 16 16 CD cord-327363-z30zoogs 219 38 , , , cord-327363-z30zoogs 219 39 2020 2020 CD cord-327363-z30zoogs 219 40 . . . cord-327363-z30zoogs 219 41 . . . cord-327363-z30zoogs 220 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 220 2 doi doi NN cord-327363-z30zoogs 220 3 : : : cord-327363-z30zoogs 221 1 medRxiv medRxiv NNP cord-327363-z30zoogs 221 2 preprint preprint NN cord-327363-z30zoogs 221 3 preprint preprint NN cord-327363-z30zoogs 221 4 ( ( -LRB- cord-327363-z30zoogs 221 5 which which WDT cord-327363-z30zoogs 221 6 was be VBD cord-327363-z30zoogs 221 7 not not RB cord-327363-z30zoogs 221 8 certified certify VBN cord-327363-z30zoogs 221 9 by by IN cord-327363-z30zoogs 221 10 peer peer NN cord-327363-z30zoogs 221 11 review review NN cord-327363-z30zoogs 221 12 ) ) -RRB- cord-327363-z30zoogs 221 13 is be VBZ cord-327363-z30zoogs 221 14 the the DT cord-327363-z30zoogs 221 15 author author NN cord-327363-z30zoogs 221 16 / / SYM cord-327363-z30zoogs 221 17 funder funder NN cord-327363-z30zoogs 221 18 , , , cord-327363-z30zoogs 221 19 who who WP cord-327363-z30zoogs 221 20 has have VBZ cord-327363-z30zoogs 221 21 granted grant VBN cord-327363-z30zoogs 221 22 medRxiv medRxiv NNS cord-327363-z30zoogs 221 23 a a DT cord-327363-z30zoogs 221 24 license license NN cord-327363-z30zoogs 221 25 to to TO cord-327363-z30zoogs 221 26 display display VB cord-327363-z30zoogs 221 27 the the DT cord-327363-z30zoogs 221 28 preprint preprint NN cord-327363-z30zoogs 221 29 in in IN cord-327363-z30zoogs 221 30 The the DT cord-327363-z30zoogs 221 31 copyright copyright NN cord-327363-z30zoogs 221 32 holder holder NN cord-327363-z30zoogs 221 33 for for IN cord-327363-z30zoogs 221 34 this this DT cord-327363-z30zoogs 221 35 this this DT cord-327363-z30zoogs 221 36 version version NN cord-327363-z30zoogs 221 37 posted post VBD cord-327363-z30zoogs 221 38 October October NNP cord-327363-z30zoogs 221 39 16 16 CD cord-327363-z30zoogs 221 40 , , , cord-327363-z30zoogs 221 41 2020 2020 CD cord-327363-z30zoogs 221 42 . . . cord-327363-z30zoogs 221 43 . . . cord-327363-z30zoogs 222 1 https://doi.org/10.1101/2020.10.14.20212563 https://doi.org/10.1101/2020.10.14.20212563 NN cord-327363-z30zoogs 222 2 doi doi NN cord-327363-z30zoogs 222 3 : : : cord-327363-z30zoogs 223 1 medRxiv medRxiv NNP cord-327363-z30zoogs 223 2 preprint preprint NNP cord-327363-z30zoogs 224 1 For for IN cord-327363-z30zoogs 224 2 all all DT cord-327363-z30zoogs 224 3 three three CD cord-327363-z30zoogs 224 4 cases case NNS cord-327363-z30zoogs 224 5 total total VBP cord-327363-z30zoogs 224 6 confirmed confirm VBN cord-327363-z30zoogs 224 7 , , , cord-327363-z30zoogs 224 8 total total JJ cord-327363-z30zoogs 224 9 recovered recovered JJ cord-327363-z30zoogs 224 10 and and CC cord-327363-z30zoogs 224 11 total total JJ cord-327363-z30zoogs 224 12 death death NN cord-327363-z30zoogs 224 13 value value NN cord-327363-z30zoogs 225 1 Pearson Pearson NNP cord-327363-z30zoogs 225 2 coefficient coefficient NN cord-327363-z30zoogs 225 3 values value NNS cord-327363-z30zoogs 225 4 are be VBP cord-327363-z30zoogs 225 5 majorly majorly RB cord-327363-z30zoogs 225 6 dependent dependent JJ cord-327363-z30zoogs 225 7 on on IN cord-327363-z30zoogs 225 8 each each DT cord-327363-z30zoogs 225 9 other other JJ cord-327363-z30zoogs 225 10 . . . cord-327363-z30zoogs 226 1 The the DT cord-327363-z30zoogs 226 2 output output NN cord-327363-z30zoogs 226 3 data data NN cord-327363-z30zoogs 226 4 frame frame NN cord-327363-z30zoogs 226 5 can can MD cord-327363-z30zoogs 226 6 be be VB cord-327363-z30zoogs 226 7 interpreted interpret VBN cord-327363-z30zoogs 226 8 as as IN cord-327363-z30zoogs 226 9 for for IN cord-327363-z30zoogs 226 10 any any DT cord-327363-z30zoogs 226 11 cell cell NN cord-327363-z30zoogs 226 12 , , , cord-327363-z30zoogs 226 13 row row VB cord-327363-z30zoogs 226 14 variable variable JJ cord-327363-z30zoogs 226 15 correlation correlation NN cord-327363-z30zoogs 226 16 with with IN cord-327363-z30zoogs 226 17 the the DT cord-327363-z30zoogs 226 18 column column NN cord-327363-z30zoogs 226 19 variable variable NN cord-327363-z30zoogs 226 20 is be VBZ cord-327363-z30zoogs 226 21 the the DT cord-327363-z30zoogs 226 22 value value NN cord-327363-z30zoogs 226 23 of of IN cord-327363-z30zoogs 226 24 the the DT cord-327363-z30zoogs 226 25 cell cell NN cord-327363-z30zoogs 226 26 . . . cord-327363-z30zoogs 227 1 We -PRON- PRP cord-327363-z30zoogs 227 2 have have VBP cord-327363-z30zoogs 227 3 calculated calculate VBN cord-327363-z30zoogs 227 4 the the DT cord-327363-z30zoogs 227 5 pairwise pairwise JJ cord-327363-z30zoogs 227 6 correlation correlation NN cord-327363-z30zoogs 227 7 of of IN cord-327363-z30zoogs 227 8 all all DT cord-327363-z30zoogs 227 9 columns column NNS cord-327363-z30zoogs 227 10 in in IN cord-327363-z30zoogs 227 11 the the DT cord-327363-z30zoogs 227 12 data data NN cord-327363-z30zoogs 227 13 frame frame NN cord-327363-z30zoogs 227 14 . . . cord-327363-z30zoogs 228 1 Figure figure NN cord-327363-z30zoogs 228 2 17 17 CD cord-327363-z30zoogs 228 3 -19 -19 NN cord-327363-z30zoogs 228 4 illustrate illustrate VBP cord-327363-z30zoogs 228 5 the the DT cord-327363-z30zoogs 228 6 Pearson Pearson NNP cord-327363-z30zoogs 228 7 correlation correlation NN cord-327363-z30zoogs 228 8 matrix matrix NN cord-327363-z30zoogs 228 9 between between IN cord-327363-z30zoogs 228 10 India India NNP cord-327363-z30zoogs 228 11 and and CC cord-327363-z30zoogs 228 12 neighbouring neighbouring NN cord-327363-z30zoogs 228 13 countries country NNS cord-327363-z30zoogs 228 14 . . . cord-327363-z30zoogs 229 1 It -PRON- PRP cord-327363-z30zoogs 229 2 is be VBZ cord-327363-z30zoogs 229 3 observed observe VBN cord-327363-z30zoogs 229 4 that that IN cord-327363-z30zoogs 229 5 for for IN cord-327363-z30zoogs 229 6 total total JJ cord-327363-z30zoogs 229 7 confirmed confirm VBN cord-327363-z30zoogs 229 8 cases case NNS cord-327363-z30zoogs 229 9 , , , cord-327363-z30zoogs 229 10 a a DT cord-327363-z30zoogs 229 11 high high JJ cord-327363-z30zoogs 229 12 correlation correlation NN cord-327363-z30zoogs 229 13 coefficient coefficient NN cord-327363-z30zoogs 229 14 is be VBZ cord-327363-z30zoogs 229 15 observed observe VBN cord-327363-z30zoogs 229 16 between between IN cord-327363-z30zoogs 229 17 India India NNP cord-327363-z30zoogs 229 18 and and CC cord-327363-z30zoogs 229 19 Bangladesh Bangladesh NNP cord-327363-z30zoogs 229 20 compared compare VBN cord-327363-z30zoogs 229 21 to to IN cord-327363-z30zoogs 229 22 Pakistan Pakistan NNP cord-327363-z30zoogs 229 23 and and CC cord-327363-z30zoogs 229 24 Sri Sri NNP cord-327363-z30zoogs 229 25 Lanka Lanka NNP cord-327363-z30zoogs 229 26 . . . cord-327363-z30zoogs 230 1 Similarly similarly RB cord-327363-z30zoogs 230 2 , , , cord-327363-z30zoogs 230 3 the the DT cord-327363-z30zoogs 230 4 correlation correlation NN cord-327363-z30zoogs 230 5 coefficient coefficient NN cord-327363-z30zoogs 230 6 between between IN cord-327363-z30zoogs 230 7 India India NNP cord-327363-z30zoogs 230 8 and and CC cord-327363-z30zoogs 230 9 Neighbouring Neighbouring NNP cord-327363-z30zoogs 230 10 countries country NNS cord-327363-z30zoogs 230 11 is be VBZ cord-327363-z30zoogs 230 12 observed observe VBN cord-327363-z30zoogs 230 13 to to TO cord-327363-z30zoogs 230 14 be be VB cord-327363-z30zoogs 230 15 high high JJ cord-327363-z30zoogs 230 16 and and CC cord-327363-z30zoogs 230 17 indicates indicate VBZ cord-327363-z30zoogs 230 18 a a DT cord-327363-z30zoogs 230 19 strong strong JJ cord-327363-z30zoogs 230 20 geographic geographic JJ cord-327363-z30zoogs 230 21 influence influence NN cord-327363-z30zoogs 230 22 in in IN cord-327363-z30zoogs 230 23 COVID-19 covid-19 JJ cord-327363-z30zoogs 230 24 transmission transmission NN cord-327363-z30zoogs 230 25 . . . cord-327363-z30zoogs 231 1 All all DT cord-327363-z30zoogs 231 2 rights right NNS cord-327363-z30zoogs 231 3 reserved reserve VBN cord-327363-z30zoogs 231 4 . . . cord-327363-z30zoogs 232 1 No no DT cord-327363-z30zoogs 232 2 reuse reuse NN cord-327363-z30zoogs 232 3 allowed allow VBN cord-327363-z30zoogs 232 4 without without IN cord-327363-z30zoogs 232 5 permission permission NN cord-327363-z30zoogs 232 6 . . . cord-327363-z30zoogs 233 1 perpetuity perpetuity NN cord-327363-z30zoogs 233 2 . . . cord-327363-z30zoogs 234 1 preprint preprint NN cord-327363-z30zoogs 234 2 ( ( -LRB- cord-327363-z30zoogs 234 3 which which WDT cord-327363-z30zoogs 234 4 was be VBD cord-327363-z30zoogs 234 5 not not RB cord-327363-z30zoogs 234 6 certified certify VBN cord-327363-z30zoogs 234 7 by by IN cord-327363-z30zoogs 234 8 peer peer NN cord-327363-z30zoogs 234 9 review review NN cord-327363-z30zoogs 234 10 ) ) -RRB- cord-327363-z30zoogs 234 11 is be VBZ cord-327363-z30zoogs 234 12 the the DT cord-327363-z30zoogs 234 13 author author NN cord-327363-z30zoogs 234 14 / / SYM cord-327363-z30zoogs 234 15 funder funder NN cord-327363-z30zoogs 234 16 , , , cord-327363-z30zoogs 234 17 who who WP cord-327363-z30zoogs 234 18 has have VBZ cord-327363-z30zoogs 234 19 granted grant VBN cord-327363-z30zoogs 234 20 medRxiv medRxiv NNS cord-327363-z30zoogs 234 21 a a DT cord-327363-z30zoogs 234 22 license license NN cord-327363-z30zoogs 234 23 to to TO cord-327363-z30zoogs 234 24 display display VB cord-327363-z30zoogs 234 25 the the DT cord-327363-z30zoogs 234 26 preprint preprint NN cord-327363-z30zoogs 234 27 in in IN cord-327363-z30zoogs 234 28 The the DT cord-327363-z30zoogs 234 29 copyright copyright NN cord-327363-z30zoogs 234 30 holder holder NN cord-327363-z30zoogs 234 31 for for IN cord-327363-z30zoogs 234 32 this this DT cord-327363-z30zoogs 234 33 this this DT cord-327363-z30zoogs 234 34 version version NN cord-327363-z30zoogs 234 35 posted post VBD cord-327363-z30zoogs 234 36 October October NNP cord-327363-z30zoogs 234 37 16 16 CD cord-327363-z30zoogs 234 38 , , , cord-327363-z30zoogs 234 39 2020 2020 CD cord-327363-z30zoogs 234 40 . . . cord-327363-z30zoogs 234 41 . . . cord-327363-z30zoogs 235 1 COVID-19 COVID-19 NNP cord-327363-z30zoogs 235 2 ( ( -LRB- cord-327363-z30zoogs 235 3 Coronavirus Coronavirus NNP cord-327363-z30zoogs 235 4 ) ) -RRB- cord-327363-z30zoogs 235 5 has have VBZ cord-327363-z30zoogs 235 6 affected affect VBN cord-327363-z30zoogs 235 7 day day NN cord-327363-z30zoogs 235 8 to to IN cord-327363-z30zoogs 235 9 day day NN cord-327363-z30zoogs 235 10 life life NN cord-327363-z30zoogs 235 11 and and CC cord-327363-z30zoogs 235 12 is be VBZ cord-327363-z30zoogs 235 13 slowing slow VBG cord-327363-z30zoogs 235 14 down down RP cord-327363-z30zoogs 235 15 the the DT cord-327363-z30zoogs 235 16 global global JJ cord-327363-z30zoogs 235 17 economy economy NN cord-327363-z30zoogs 235 18 . . . cord-327363-z30zoogs 236 1 This this DT cord-327363-z30zoogs 236 2 pandemic pandemic NN cord-327363-z30zoogs 236 3 has have VBZ cord-327363-z30zoogs 236 4 affected affect VBN cord-327363-z30zoogs 236 5 thousands thousand NNS cord-327363-z30zoogs 236 6 of of IN cord-327363-z30zoogs 236 7 peoples people NNS cord-327363-z30zoogs 236 8 , , , cord-327363-z30zoogs 236 9 who who WP cord-327363-z30zoogs 236 10 are be VBP cord-327363-z30zoogs 236 11 either either RB cord-327363-z30zoogs 236 12 sick sick JJ cord-327363-z30zoogs 236 13 or or CC cord-327363-z30zoogs 236 14 are be VBP cord-327363-z30zoogs 236 15 being be VBG cord-327363-z30zoogs 236 16 killed kill VBN cord-327363-z30zoogs 236 17 due due IN cord-327363-z30zoogs 236 18 to to IN cord-327363-z30zoogs 236 19 the the DT cord-327363-z30zoogs 236 20 spread spread NN cord-327363-z30zoogs 236 21 of of IN cord-327363-z30zoogs 236 22 this this DT cord-327363-z30zoogs 236 23 disease disease NN cord-327363-z30zoogs 236 24 . . . cord-327363-z30zoogs 237 1 Regression regression NN cord-327363-z30zoogs 237 2 analysis analysis NN cord-327363-z30zoogs 237 3 is be VBZ cord-327363-z30zoogs 237 4 a a DT cord-327363-z30zoogs 237 5 statistical statistical JJ cord-327363-z30zoogs 237 6 tool tool NN cord-327363-z30zoogs 237 7 for for IN cord-327363-z30zoogs 237 8 the the DT cord-327363-z30zoogs 237 9 investigation investigation NN cord-327363-z30zoogs 237 10 of of IN cord-327363-z30zoogs 237 11 relationships relationship NNS cord-327363-z30zoogs 237 12 between between IN cord-327363-z30zoogs 237 13 variables variable NNS cord-327363-z30zoogs 237 14 . . . cord-327363-z30zoogs 238 1 By by IN cord-327363-z30zoogs 238 2 applying apply VBG cord-327363-z30zoogs 238 3 various various JJ cord-327363-z30zoogs 238 4 regression regression NN cord-327363-z30zoogs 238 5 models model NNS cord-327363-z30zoogs 238 6 from from IN cord-327363-z30zoogs 238 7 January January NNP cord-327363-z30zoogs 238 8 30 30 CD cord-327363-z30zoogs 238 9 , , , cord-327363-z30zoogs 238 10 2020 2020 CD cord-327363-z30zoogs 238 11 to to IN cord-327363-z30zoogs 238 12 September September NNP cord-327363-z30zoogs 238 13 7 7 CD cord-327363-z30zoogs 238 14 , , , cord-327363-z30zoogs 238 15 2020 2020 CD cord-327363-z30zoogs 238 16 we -PRON- PRP cord-327363-z30zoogs 238 17 found find VBD cord-327363-z30zoogs 238 18 that that IN cord-327363-z30zoogs 238 19 Polynomial Polynomial NNP cord-327363-z30zoogs 238 20 Regression Regression NNP cord-327363-z30zoogs 238 21 and and CC cord-327363-z30zoogs 238 22 Support Support NNP cord-327363-z30zoogs 238 23 Vector Vector NNP cord-327363-z30zoogs 238 24 Regression Regression NNP cord-327363-z30zoogs 238 25 have have VBP cord-327363-z30zoogs 238 26 performed perform VBN cord-327363-z30zoogs 238 27 exceptionally exceptionally RB cord-327363-z30zoogs 238 28 well well RB cord-327363-z30zoogs 238 29 . . . cord-327363-z30zoogs 239 1 But but CC cord-327363-z30zoogs 239 2 in in IN cord-327363-z30zoogs 239 3 case case NN cord-327363-z30zoogs 239 4 of of IN cord-327363-z30zoogs 239 5 Polynomial Polynomial NNP cord-327363-z30zoogs 239 6 Regression Regression NNP cord-327363-z30zoogs 239 7 , , , cord-327363-z30zoogs 239 8 the the DT cord-327363-z30zoogs 239 9 curve curve NN cord-327363-z30zoogs 239 10 witnessed witness VBD cord-327363-z30zoogs 239 11 exponential exponential JJ cord-327363-z30zoogs 239 12 increase increase NN cord-327363-z30zoogs 239 13 which which WDT cord-327363-z30zoogs 239 14 is be VBZ cord-327363-z30zoogs 239 15 not not RB cord-327363-z30zoogs 239 16 fails fail VBZ cord-327363-z30zoogs 239 17 to to TO cord-327363-z30zoogs 239 18 explain explain VB cord-327363-z30zoogs 239 19 the the DT cord-327363-z30zoogs 239 20 realtime realtime JJ cord-327363-z30zoogs 239 21 scenario scenario NN cord-327363-z30zoogs 239 22 as as IN cord-327363-z30zoogs 239 23 the the DT cord-327363-z30zoogs 239 24 total total JJ cord-327363-z30zoogs 239 25 number number NN cord-327363-z30zoogs 239 26 of of IN cord-327363-z30zoogs 239 27 confirmed confirm VBN cord-327363-z30zoogs 239 28 cases case NNS cord-327363-z30zoogs 239 29 will will MD cord-327363-z30zoogs 239 30 cease cease VB cord-327363-z30zoogs 239 31 in in IN cord-327363-z30zoogs 239 32 magnitude magnitude NN cord-327363-z30zoogs 239 33 with with IN cord-327363-z30zoogs 239 34 improved improve VBN cord-327363-z30zoogs 239 35 medication medication NN cord-327363-z30zoogs 239 36 . . . cord-327363-z30zoogs 240 1 Naive naive JJ cord-327363-z30zoogs 240 2 Bayes Bayes NNP cord-327363-z30zoogs 240 3 regression regression NN cord-327363-z30zoogs 240 4 failed fail VBD cord-327363-z30zoogs 240 5 due due IN cord-327363-z30zoogs 240 6 to to IN cord-327363-z30zoogs 240 7 less less JJR cord-327363-z30zoogs 240 8 accuracy accuracy NN cord-327363-z30zoogs 240 9 and and CC cord-327363-z30zoogs 240 10 Random Random NNP cord-327363-z30zoogs 240 11 Forest Forest NNP cord-327363-z30zoogs 240 12 ended end VBD cord-327363-z30zoogs 240 13 up up RP cord-327363-z30zoogs 240 14 overfitting overfitte VBG cord-327363-z30zoogs 240 15 the the DT cord-327363-z30zoogs 240 16 data data NN cord-327363-z30zoogs 240 17 set set VBN cord-327363-z30zoogs 240 18 . . . cord-327363-z30zoogs 241 1 In in IN cord-327363-z30zoogs 241 2 case case NN cord-327363-z30zoogs 241 3 of of IN cord-327363-z30zoogs 241 4 Support Support NNP cord-327363-z30zoogs 241 5 Vector Vector NNP cord-327363-z30zoogs 241 6 Regression Regression NNP cord-327363-z30zoogs 241 7 with with IN cord-327363-z30zoogs 241 8 radial radial JJ cord-327363-z30zoogs 241 9 basis basis NN cord-327363-z30zoogs 241 10 function function NN cord-327363-z30zoogs 241 11 kernel kernel NN cord-327363-z30zoogs 241 12 , , , cord-327363-z30zoogs 241 13 graph graph NN cord-327363-z30zoogs 241 14 decreases decrease VBZ cord-327363-z30zoogs 241 15 after after IN cord-327363-z30zoogs 241 16 achieving achieve VBG cord-327363-z30zoogs 241 17 its -PRON- PRP$ cord-327363-z30zoogs 241 18 peak peak NN cord-327363-z30zoogs 241 19 value value NN cord-327363-z30zoogs 241 20 . . . cord-327363-z30zoogs 242 1 So so RB cord-327363-z30zoogs 242 2 , , , cord-327363-z30zoogs 242 3 we -PRON- PRP cord-327363-z30zoogs 242 4 can can MD cord-327363-z30zoogs 242 5 conclude conclude VB cord-327363-z30zoogs 242 6 that that IN cord-327363-z30zoogs 242 7 support support NN cord-327363-z30zoogs 242 8 vector vector NN cord-327363-z30zoogs 242 9 regression regression NN cord-327363-z30zoogs 242 10 is be VBZ cord-327363-z30zoogs 242 11 best good JJS cord-327363-z30zoogs 242 12 among among IN cord-327363-z30zoogs 242 13 all all DT cord-327363-z30zoogs 242 14 methods method NNS cord-327363-z30zoogs 242 15 we -PRON- PRP cord-327363-z30zoogs 242 16 applied apply VBD cord-327363-z30zoogs 242 17 . . . cord-327363-z30zoogs 243 1 In in IN cord-327363-z30zoogs 243 2 beginning begin VBG cord-327363-z30zoogs 243 3 COVID COVID NNP cord-327363-z30zoogs 243 4 19 19 CD cord-327363-z30zoogs 243 5 cases case NNS cord-327363-z30zoogs 243 6 grow grow VBP cord-327363-z30zoogs 243 7 at at IN cord-327363-z30zoogs 243 8 order order NN cord-327363-z30zoogs 243 9 of of IN cord-327363-z30zoogs 243 10 5 5 CD cord-327363-z30zoogs 243 11 from from IN cord-327363-z30zoogs 243 12 30 30 CD cord-327363-z30zoogs 243 13 Jan Jan NNP cord-327363-z30zoogs 243 14 2020 2020 CD cord-327363-z30zoogs 243 15 to to IN cord-327363-z30zoogs 243 16 24 24 CD cord-327363-z30zoogs 243 17 March March NNP cord-327363-z30zoogs 243 18 . . . cord-327363-z30zoogs 244 1 From from IN cord-327363-z30zoogs 244 2 March March NNP cord-327363-z30zoogs 244 3 25 25 CD cord-327363-z30zoogs 244 4 , , , cord-327363-z30zoogs 244 5 2020 2020 CD cord-327363-z30zoogs 244 6 to to IN cord-327363-z30zoogs 244 7 May May NNP cord-327363-z30zoogs 244 8 18 18 CD cord-327363-z30zoogs 244 9 , , , cord-327363-z30zoogs 244 10 2020 2020 CD cord-327363-z30zoogs 244 11 COVID-19 covid-19 CD cord-327363-z30zoogs 244 12 cases case NNS cord-327363-z30zoogs 244 13 has have VBZ cord-327363-z30zoogs 244 14 increases increase NNS cord-327363-z30zoogs 244 15 in in IN cord-327363-z30zoogs 244 16 order order NN cord-327363-z30zoogs 244 17 of of IN cord-327363-z30zoogs 244 18 2 2 CD cord-327363-z30zoogs 244 19 due due IN cord-327363-z30zoogs 244 20 to to IN cord-327363-z30zoogs 244 21 imposition imposition NN cord-327363-z30zoogs 244 22 of of IN cord-327363-z30zoogs 244 23 lockdown lockdown NN cord-327363-z30zoogs 244 24 . . . cord-327363-z30zoogs 245 1 Strict strict JJ cord-327363-z30zoogs 245 2 rules rule NNS cord-327363-z30zoogs 245 3 were be VBD cord-327363-z30zoogs 245 4 followed follow VBN cord-327363-z30zoogs 245 5 during during IN cord-327363-z30zoogs 245 6 this this DT cord-327363-z30zoogs 245 7 period period NN cord-327363-z30zoogs 245 8 . . . cord-327363-z30zoogs 246 1 Similar similar JJ cord-327363-z30zoogs 246 2 curve curve NN cord-327363-z30zoogs 246 3 has have VBZ cord-327363-z30zoogs 246 4 been be VBN cord-327363-z30zoogs 246 5 seen see VBN cord-327363-z30zoogs 246 6 from from IN cord-327363-z30zoogs 246 7 May May NNP cord-327363-z30zoogs 246 8 19 19 CD cord-327363-z30zoogs 246 9 , , , cord-327363-z30zoogs 246 10 2020 2020 CD cord-327363-z30zoogs 246 11 to to IN cord-327363-z30zoogs 246 12 September September NNP cord-327363-z30zoogs 246 13 7 7 CD cord-327363-z30zoogs 246 14 , , , cord-327363-z30zoogs 246 15 2020 2020 CD cord-327363-z30zoogs 246 16 . . . cord-327363-z30zoogs 247 1 As as IN cord-327363-z30zoogs 247 2 the the DT cord-327363-z30zoogs 247 3 lockdown lockdown NN cord-327363-z30zoogs 247 4 has have VBZ cord-327363-z30zoogs 247 5 uplifted uplift VBN cord-327363-z30zoogs 247 6 and and CC cord-327363-z30zoogs 247 7 the the DT cord-327363-z30zoogs 247 8 life life NN cord-327363-z30zoogs 247 9 had have VBD cord-327363-z30zoogs 247 10 come come VBN cord-327363-z30zoogs 247 11 to to IN cord-327363-z30zoogs 247 12 normalcy normalcy NN cord-327363-z30zoogs 247 13 and and CC cord-327363-z30zoogs 247 14 as as IN cord-327363-z30zoogs 247 15 the the DT cord-327363-z30zoogs 247 16 Government Government NNP cord-327363-z30zoogs 247 17 has have VBZ cord-327363-z30zoogs 247 18 given give VBN cord-327363-z30zoogs 247 19 authority authority NN cord-327363-z30zoogs 247 20 to to TO cord-327363-z30zoogs 247 21 open open VB cord-327363-z30zoogs 247 22 multiplex multiplex NN cord-327363-z30zoogs 247 23 and and CC cord-327363-z30zoogs 247 24 cinema cinema NN cord-327363-z30zoogs 247 25 halls hall NNS cord-327363-z30zoogs 247 26 and and CC cord-327363-z30zoogs 247 27 slowly slowly RB cord-327363-z30zoogs 247 28 and and CC cord-327363-z30zoogs 247 29 steadily steadily RB cord-327363-z30zoogs 247 30 soon soon RB cord-327363-z30zoogs 247 31 the the DT cord-327363-z30zoogs 247 32 educational educational JJ cord-327363-z30zoogs 247 33 institutes institute NNS cord-327363-z30zoogs 247 34 will will MD cord-327363-z30zoogs 247 35 also also RB cord-327363-z30zoogs 247 36 reopen reopen VB cord-327363-z30zoogs 247 37 so so RB cord-327363-z30zoogs 247 38 , , , cord-327363-z30zoogs 247 39 there there EX cord-327363-z30zoogs 247 40 will will MD cord-327363-z30zoogs 247 41 be be VB cord-327363-z30zoogs 247 42 a a DT cord-327363-z30zoogs 247 43 possibility possibility NN cord-327363-z30zoogs 247 44 in in IN cord-327363-z30zoogs 247 45 sudden sudden JJ cord-327363-z30zoogs 247 46 spike spike NN cord-327363-z30zoogs 247 47 in in IN cord-327363-z30zoogs 247 48 the the DT cord-327363-z30zoogs 247 49 number number NN cord-327363-z30zoogs 247 50 of of IN cord-327363-z30zoogs 247 51 cases case NNS cord-327363-z30zoogs 247 52 . . . cord-327363-z30zoogs 248 1 Compared compare VBN cord-327363-z30zoogs 248 2 to to IN cord-327363-z30zoogs 248 3 neighboring neighboring NN cord-327363-z30zoogs 248 4 countries country NNS cord-327363-z30zoogs 248 5 like like IN cord-327363-z30zoogs 248 6 Bangladesh Bangladesh NNP cord-327363-z30zoogs 248 7 , , , cord-327363-z30zoogs 248 8 Nepal Nepal NNP cord-327363-z30zoogs 248 9 and and CC cord-327363-z30zoogs 248 10 Pakistan Pakistan NNP cord-327363-z30zoogs 248 11 India India NNP cord-327363-z30zoogs 248 12 is be VBZ cord-327363-z30zoogs 248 13 worst worst RBS cord-327363-z30zoogs 248 14 affected affect VBN cord-327363-z30zoogs 248 15 with with IN cord-327363-z30zoogs 248 16 COVID COVID NNP cord-327363-z30zoogs 248 17 -19 -19 NN cord-327363-z30zoogs 248 18 . . . cord-327363-z30zoogs 249 1 However however RB cord-327363-z30zoogs 249 2 , , , cord-327363-z30zoogs 249 3 this this DT cord-327363-z30zoogs 249 4 is be VBZ cord-327363-z30zoogs 249 5 due due JJ cord-327363-z30zoogs 249 6 to to IN cord-327363-z30zoogs 249 7 India India NNP cord-327363-z30zoogs 249 8 's 's POS cord-327363-z30zoogs 249 9 high high JJ cord-327363-z30zoogs 249 10 population population NN cord-327363-z30zoogs 249 11 density density NN cord-327363-z30zoogs 249 12 , , , cord-327363-z30zoogs 249 13 increase increase NN cord-327363-z30zoogs 249 14 in in IN cord-327363-z30zoogs 249 15 testing testing NN cord-327363-z30zoogs 249 16 , , , cord-327363-z30zoogs 249 17 large large JJ cord-327363-z30zoogs 249 18 economy economy NN cord-327363-z30zoogs 249 19 activities activity NNS cord-327363-z30zoogs 249 20 there there EX cord-327363-z30zoogs 249 21 is be VBZ cord-327363-z30zoogs 249 22 surge surge NN cord-327363-z30zoogs 249 23 in in IN cord-327363-z30zoogs 249 24 corona corona NN cord-327363-z30zoogs 249 25 virus virus NN cord-327363-z30zoogs 249 26 cases case NNS cord-327363-z30zoogs 249 27 . . . cord-327363-z30zoogs 250 1 As as IN cord-327363-z30zoogs 250 2 Sri Sri NNP cord-327363-z30zoogs 250 3 Lanka Lanka NNP cord-327363-z30zoogs 250 4 is be VBZ cord-327363-z30zoogs 250 5 away away RB cord-327363-z30zoogs 250 6 from from IN cord-327363-z30zoogs 250 7 India India NNP cord-327363-z30zoogs 250 8 geographically geographically RB cord-327363-z30zoogs 250 9 it -PRON- PRP cord-327363-z30zoogs 250 10 is be VBZ cord-327363-z30zoogs 250 11 comparatively comparatively RB cord-327363-z30zoogs 250 12 less less RBR cord-327363-z30zoogs 250 13 affected affected JJ cord-327363-z30zoogs 250 14 . . . cord-327363-z30zoogs 251 1 We -PRON- PRP cord-327363-z30zoogs 251 2 also also RB cord-327363-z30zoogs 251 3 observe observe VBP cord-327363-z30zoogs 251 4 that that IN cord-327363-z30zoogs 251 5 India India NNP cord-327363-z30zoogs 251 6 and and CC cord-327363-z30zoogs 251 7 Bangladesh Bangladesh NNP cord-327363-z30zoogs 251 8 are be VBP cord-327363-z30zoogs 251 9 highly highly RB cord-327363-z30zoogs 251 10 correlated correlate VBN cord-327363-z30zoogs 251 11 in in IN cord-327363-z30zoogs 251 12 terms term NNS cord-327363-z30zoogs 251 13 of of IN cord-327363-z30zoogs 251 14 total total NN cord-327363-z30zoogs 251 15 confirmed confirm VBN cord-327363-z30zoogs 251 16 , , , cord-327363-z30zoogs 251 17 total total JJ cord-327363-z30zoogs 251 18 recovered recovered JJ cord-327363-z30zoogs 251 19 and and CC cord-327363-z30zoogs 251 20 total total JJ cord-327363-z30zoogs 251 21 death death NN cord-327363-z30zoogs 251 22 . . . cord-327363-z30zoogs 252 1 This this DT cord-327363-z30zoogs 252 2 study study NN cord-327363-z30zoogs 252 3 is be VBZ cord-327363-z30zoogs 252 4 limited limit VBN cord-327363-z30zoogs 252 5 to to IN cord-327363-z30zoogs 252 6 cases case NNS cord-327363-z30zoogs 252 7 because because IN cord-327363-z30zoogs 252 8 if if IN cord-327363-z30zoogs 252 9 any any DT cord-327363-z30zoogs 252 10 government government NN cord-327363-z30zoogs 252 11 imposes impose VBZ cord-327363-z30zoogs 252 12 special special JJ cord-327363-z30zoogs 252 13 rule rule NN cord-327363-z30zoogs 252 14 or or CC cord-327363-z30zoogs 252 15 restriction restriction NN cord-327363-z30zoogs 252 16 on on IN cord-327363-z30zoogs 252 17 international international JJ cord-327363-z30zoogs 252 18 flights flight NNS cord-327363-z30zoogs 252 19 than than IN cord-327363-z30zoogs 252 20 scenario scenario NN cord-327363-z30zoogs 252 21 might may MD cord-327363-z30zoogs 252 22 be be VB cord-327363-z30zoogs 252 23 different different JJ cord-327363-z30zoogs 252 24 . . . cord-327363-z30zoogs 253 1 This this DT cord-327363-z30zoogs 253 2 study study NN cord-327363-z30zoogs 253 3 was be VBD cord-327363-z30zoogs 253 4 limited limit VBN cord-327363-z30zoogs 253 5 to to IN cord-327363-z30zoogs 253 6 data data NN cord-327363-z30zoogs 253 7 - - HYPH cord-327363-z30zoogs 253 8 driven drive VBN cord-327363-z30zoogs 253 9 models model NNS cord-327363-z30zoogs 253 10 using use VBG cord-327363-z30zoogs 253 11 the the DT cord-327363-z30zoogs 253 12 total total JJ cord-327363-z30zoogs 253 13 COVID-19 covid-19 JJ cord-327363-z30zoogs 253 14 cases case NNS cord-327363-z30zoogs 253 15 . . . cord-327363-z30zoogs 254 1 In in IN cord-327363-z30zoogs 254 2 the the DT cord-327363-z30zoogs 254 3 future future JJ cord-327363-z30zoogs 254 4 studies study NNS cord-327363-z30zoogs 254 5 , , , cord-327363-z30zoogs 254 6 the the DT cord-327363-z30zoogs 254 7 other other JJ cord-327363-z30zoogs 254 8 co co NNS cord-327363-z30zoogs 254 9 - - NNS cord-327363-z30zoogs 254 10 factors factor NNS cord-327363-z30zoogs 254 11 ( ( -LRB- cord-327363-z30zoogs 254 12 associated associate VBN cord-327363-z30zoogs 254 13 with with IN cord-327363-z30zoogs 254 14 the the DT cord-327363-z30zoogs 254 15 demographics demographic NNS cord-327363-z30zoogs 254 16 , , , cord-327363-z30zoogs 254 17 social social JJ cord-327363-z30zoogs 254 18 , , , cord-327363-z30zoogs 254 19 cultural cultural JJ cord-327363-z30zoogs 254 20 , , , cord-327363-z30zoogs 254 21 and and CC cord-327363-z30zoogs 254 22 medical medical JJ cord-327363-z30zoogs 254 23 infrastructure infrastructure NN cord-327363-z30zoogs 254 24 , , , cord-327363-z30zoogs 254 25 etc etc FW cord-327363-z30zoogs 254 26 . . . cord-327363-z30zoogs 254 27 ) ) -RRB- cord-327363-z30zoogs 254 28 can can MD cord-327363-z30zoogs 254 29 be be VB cord-327363-z30zoogs 254 30 taken take VBN cord-327363-z30zoogs 254 31 to to IN cord-327363-z30zoogs 254 32 considerations consideration NNS cord-327363-z30zoogs 254 33 . . . cord-327363-z30zoogs 255 1 Modeling modeling NN cord-327363-z30zoogs 255 2 and and CC cord-327363-z30zoogs 255 3 Forecasting Forecasting NNP cord-327363-z30zoogs 255 4 of of IN cord-327363-z30zoogs 255 5 COVID-19 COVID-19 NNP cord-327363-z30zoogs 255 6 Growth Growth NNP cord-327363-z30zoogs 255 7 Curve Curve NNP cord-327363-z30zoogs 255 8 in in IN cord-327363-z30zoogs 255 9 India India NNP cord-327363-z30zoogs 255 10 . . . cord-327363-z30zoogs 256 1 Transactions transaction NNS cord-327363-z30zoogs 256 2 of of IN cord-327363-z30zoogs 256 3 the the DT cord-327363-z30zoogs 256 4 Indian Indian NNP cord-327363-z30zoogs 256 5 National National NNP cord-327363-z30zoogs 256 6 Academy Academy NNP cord-327363-z30zoogs 256 7 of of IN cord-327363-z30zoogs 256 8 Engineering Engineering NNP cord-327363-z30zoogs 256 9 Introduction Introduction NNP cord-327363-z30zoogs 256 10 to to IN cord-327363-z30zoogs 256 11 Time Time NNP cord-327363-z30zoogs 256 12 Series Series NNP cord-327363-z30zoogs 256 13 and and CC cord-327363-z30zoogs 256 14 Forecasting Forecasting NNP cord-327363-z30zoogs 256 15 . . . cord-327363-z30zoogs 257 1 Springer Springer NNP cord-327363-z30zoogs 257 2 Texts Texts NNP cord-327363-z30zoogs 257 3 in in IN cord-327363-z30zoogs 257 4 Statistics statistic NNS cord-327363-z30zoogs 258 1 Using use VBG cord-327363-z30zoogs 258 2 autoregressive autoregressive JJ cord-327363-z30zoogs 258 3 integrated integrate VBN cord-327363-z30zoogs 258 4 moving move VBG cord-327363-z30zoogs 258 5 average average NN cord-327363-z30zoogs 258 6 ( ( -LRB- cord-327363-z30zoogs 258 7 ARIMA ARIMA NNP cord-327363-z30zoogs 258 8 ) ) -RRB- cord-327363-z30zoogs 258 9 models model NNS cord-327363-z30zoogs 258 10 to to TO cord-327363-z30zoogs 258 11 predict predict VB cord-327363-z30zoogs 258 12 and and CC cord-327363-z30zoogs 258 13 monitor monitor VB cord-327363-z30zoogs 258 14 the the DT cord-327363-z30zoogs 258 15 number number NN cord-327363-z30zoogs 258 16 of of IN cord-327363-z30zoogs 258 17 beds bed NNS cord-327363-z30zoogs 258 18 occupied occupy VBN cord-327363-z30zoogs 258 19 during during IN cord-327363-z30zoogs 258 20 a a DT cord-327363-z30zoogs 258 21 SARS SARS NNP cord-327363-z30zoogs 258 22 outbreak outbreak NN cord-327363-z30zoogs 258 23 in in IN cord-327363-z30zoogs 258 24 a a DT cord-327363-z30zoogs 258 25 tertiary tertiary JJ cord-327363-z30zoogs 258 26 hospital hospital NN cord-327363-z30zoogs 258 27 in in IN cord-327363-z30zoogs 258 28 Singapore Singapore NNP cord-327363-z30zoogs 258 29 Analysis Analysis NNP cord-327363-z30zoogs 258 30 and and CC cord-327363-z30zoogs 258 31 forecast forecast NN cord-327363-z30zoogs 258 32 of of IN cord-327363-z30zoogs 258 33 COVID-19 COVID-19 NNP cord-327363-z30zoogs 258 34 spreading spreading NN cord-327363-z30zoogs 258 35 in in IN cord-327363-z30zoogs 258 36 China China NNP cord-327363-z30zoogs 258 37 , , , cord-327363-z30zoogs 258 38 Italy Italy NNP cord-327363-z30zoogs 258 39 and and CC cord-327363-z30zoogs 258 40 France France NNP cord-327363-z30zoogs 258 41 Regression Regression NNP cord-327363-z30zoogs 258 42 Analysis Analysis NNP cord-327363-z30zoogs 258 43 of of IN cord-327363-z30zoogs 258 44 COVID-19 COVID-19 NNP cord-327363-z30zoogs 258 45 Spread Spread NNP cord-327363-z30zoogs 258 46 in in IN cord-327363-z30zoogs 258 47 India India NNP cord-327363-z30zoogs 258 48 and and CC cord-327363-z30zoogs 258 49 its -PRON- PRP$ cord-327363-z30zoogs 258 50 Different Different NNP cord-327363-z30zoogs 258 51 States States NNP cord-327363-z30zoogs 258 52 Prediction Prediction NNP cord-327363-z30zoogs 258 53 of of IN cord-327363-z30zoogs 258 54 new new JJ cord-327363-z30zoogs 258 55 active active JJ cord-327363-z30zoogs 258 56 cases case NNS cord-327363-z30zoogs 258 57 of of IN cord-327363-z30zoogs 258 58 coronavirus coronavirus NN cord-327363-z30zoogs 258 59 disease disease NN cord-327363-z30zoogs 258 60 ( ( -LRB- cord-327363-z30zoogs 258 61 COVID-19 covid-19 VB cord-327363-z30zoogs 258 62 ) ) -RRB- cord-327363-z30zoogs 258 63 pandemic pandemic NN cord-327363-z30zoogs 258 64 using use VBG cord-327363-z30zoogs 258 65 multiple multiple JJ cord-327363-z30zoogs 258 66 linear linear JJ cord-327363-z30zoogs 258 67 regression regression NN cord-327363-z30zoogs 258 68 model model NN cord-327363-z30zoogs 258 69 Regression Regression NNP cord-327363-z30zoogs 258 70 Model Model NNP cord-327363-z30zoogs 258 71 based base VBD cord-327363-z30zoogs 258 72 COVID-19 covid-19 JJ cord-327363-z30zoogs 258 73 outbreak outbreak NN cord-327363-z30zoogs 258 74 predictions prediction NNS cord-327363-z30zoogs 258 75 in in IN cord-327363-z30zoogs 258 76 India India NNP cord-327363-z30zoogs 258 77 Fractal Fractal NNP cord-327363-z30zoogs 258 78 kinetics kinetic NNS cord-327363-z30zoogs 258 79 of of IN cord-327363-z30zoogs 258 80 COVID-19 COVID-19 NNP cord-327363-z30zoogs 258 81 pandemic pandemic NN cord-327363-z30zoogs 258 82 Modelling modelling NN cord-327363-z30zoogs 258 83 using use VBG cord-327363-z30zoogs 258 84 Polynomial Polynomial NNP cord-327363-z30zoogs 258 85 Regression Regression NNP cord-327363-z30zoogs 258 86 COVID-19 COVID-19 NNP cord-327363-z30zoogs 258 87 Pandemic Pandemic NNP cord-327363-z30zoogs 258 88 : : : cord-327363-z30zoogs 258 89 Power Power NNP cord-327363-z30zoogs 258 90 Law Law NNP cord-327363-z30zoogs 258 91 Spread spread VB cord-327363-z30zoogs 258 92 and and CC cord-327363-z30zoogs 258 93 Flattening flattening NN cord-327363-z30zoogs 258 94 of of IN cord-327363-z30zoogs 258 95 the the DT cord-327363-z30zoogs 258 96 Curve Curve NNP cord-327363-z30zoogs 258 97 Decision Decision NNP cord-327363-z30zoogs 258 98 tree tree NN cord-327363-z30zoogs 258 99 ensemble ensemble NN cord-327363-z30zoogs 258 100 - - HYPH cord-327363-z30zoogs 258 101 based base VBN cord-327363-z30zoogs 258 102 regression regression NN cord-327363-z30zoogs 258 103 models model NNS cord-327363-z30zoogs 258 104 . . . cord-327363-z30zoogs 259 1 Supervised supervise VBN cord-327363-z30zoogs 259 2 Machine machine NN cord-327363-z30zoogs 259 3 Learning learn VBG cord-327363-z30zoogs 259 4 in in IN cord-327363-z30zoogs 259 5 Wind Wind NNP cord-327363-z30zoogs 259 6 Forecasting Forecasting NNP cord-327363-z30zoogs 259 7 and and CC cord-327363-z30zoogs 260 1 Ramp Ramp NNP cord-327363-z30zoogs 260 2 Event Event NNP cord-327363-z30zoogs 260 3 Prediction Prediction NNP cord-327363-z30zoogs 260 4 Supervised Supervised NNP cord-327363-z30zoogs 260 5 machine machine NN cord-327363-z30zoogs 260 6 learning learning NN cord-327363-z30zoogs 260 7 models model NNS cord-327363-z30zoogs 260 8 based base VBN cord-327363-z30zoogs 260 9 on on IN cord-327363-z30zoogs 260 10 support support NN cord-327363-z30zoogs 260 11 vector vector NN cord-327363-z30zoogs 260 12 regression regression NN cord-327363-z30zoogs 260 13 . . . cord-327363-z30zoogs 261 1 Supervised supervise VBN cord-327363-z30zoogs 261 2 Machine machine NN cord-327363-z30zoogs 261 3 Learning learn VBG cord-327363-z30zoogs 261 4 in in IN cord-327363-z30zoogs 261 5 Wind Wind NNP cord-327363-z30zoogs 261 6 Forecasting Forecasting NNP cord-327363-z30zoogs 261 7 and and CC cord-327363-z30zoogs 261 8 Ramp Ramp NNP cord-327363-z30zoogs 261 9 Event Event NNP cord-327363-z30zoogs 261 10 Prediction Prediction NNP cord-327363-z30zoogs 261 11 Data Data NNP cord-327363-z30zoogs 261 12 . . . cord-327363-z30zoogs 262 1 2020 2020 CD cord-327363-z30zoogs 262 2 . . . cord-327363-z30zoogs 263 1 Coronavirus Coronavirus NNP cord-327363-z30zoogs 263 2 Source Source NNP cord-327363-z30zoogs 263 3 Data Data NNP cord-327363-z30zoogs 263 4 Novel Novel NNP cord-327363-z30zoogs 263 5 Corona Corona NNP cord-327363-z30zoogs 263 6 Virus virus NN