id sid tid token lemma pos cord-351030-jqqxqjzf 1 1 key key NN cord-351030-jqqxqjzf 1 2 : : : cord-351030-jqqxqjzf 1 3 cord-351030-jqqxqjzf cord-351030-jqqxqjzf NNP cord-351030-jqqxqjzf 2 1 authors author NNS cord-351030-jqqxqjzf 2 2 : : : cord-351030-jqqxqjzf 2 3 Rui Rui NNP cord-351030-jqqxqjzf 2 4 , , , cord-351030-jqqxqjzf 2 5 M. M. NNP cord-351030-jqqxqjzf 2 6 ; ; : cord-351030-jqqxqjzf 2 7 Qi Qi NNP cord-351030-jqqxqjzf 2 8 , , , cord-351030-jqqxqjzf 2 9 D. D. NNP cord-351030-jqqxqjzf 2 10 ; ; : cord-351030-jqqxqjzf 2 11 Yong Yong NNP cord-351030-jqqxqjzf 2 12 , , , cord-351030-jqqxqjzf 2 13 L. L. NNP cord-351030-jqqxqjzf 2 14 title title NN cord-351030-jqqxqjzf 2 15 : : : cord-351030-jqqxqjzf 3 1 A a DT cord-351030-jqqxqjzf 3 2 Sparse Sparse NNP cord-351030-jqqxqjzf 3 3 Gaussian Gaussian NNP cord-351030-jqqxqjzf 3 4 Network Network NNP cord-351030-jqqxqjzf 3 5 Model Model NNP cord-351030-jqqxqjzf 3 6 for for IN cord-351030-jqqxqjzf 3 7 Prediction Prediction NNP cord-351030-jqqxqjzf 3 8 the the DT cord-351030-jqqxqjzf 3 9 Growth Growth NNP cord-351030-jqqxqjzf 3 10 Trend Trend NNP cord-351030-jqqxqjzf 3 11 of of IN cord-351030-jqqxqjzf 3 12 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 3 13 Overseas Overseas NNP cord-351030-jqqxqjzf 3 14 Import Import NNP cord-351030-jqqxqjzf 3 15 Case case NN cord-351030-jqqxqjzf 3 16 : : : cord-351030-jqqxqjzf 3 17 When when WRB cord-351030-jqqxqjzf 3 18 can can MD cord-351030-jqqxqjzf 3 19 Hong Hong NNP cord-351030-jqqxqjzf 3 20 Kong Kong NNP cord-351030-jqqxqjzf 3 21 Lift lift VB cord-351030-jqqxqjzf 3 22 the the DT cord-351030-jqqxqjzf 3 23 International International NNP cord-351030-jqqxqjzf 3 24 Traffic Traffic NNP cord-351030-jqqxqjzf 3 25 Blockad Blockad NNP cord-351030-jqqxqjzf 3 26 ? ? . cord-351030-jqqxqjzf 4 1 date date NN cord-351030-jqqxqjzf 4 2 : : : cord-351030-jqqxqjzf 4 3 2020 2020 CD cord-351030-jqqxqjzf 4 4 - - HYPH cord-351030-jqqxqjzf 4 5 05 05 CD cord-351030-jqqxqjzf 4 6 - - HYPH cord-351030-jqqxqjzf 4 7 16 16 CD cord-351030-jqqxqjzf 4 8 journal journal NN cord-351030-jqqxqjzf 4 9 : : : cord-351030-jqqxqjzf 5 1 nan nan NNP cord-351030-jqqxqjzf 5 2 DOI DOI NNP cord-351030-jqqxqjzf 5 3 : : : cord-351030-jqqxqjzf 6 1 10.1101/2020.05.13.20099978 10.1101/2020.05.13.20099978 LS cord-351030-jqqxqjzf 6 2 sha sha NNP cord-351030-jqqxqjzf 6 3 : : : cord-351030-jqqxqjzf 6 4 367ef6f3165f30b702f8e5df4bd3098132b4153d 367ef6f3165f30b702f8e5df4bd3098132b4153d CD cord-351030-jqqxqjzf 6 5 doc_id doc_id CD cord-351030-jqqxqjzf 6 6 : : : cord-351030-jqqxqjzf 6 7 351030 351030 CD cord-351030-jqqxqjzf 6 8 cord_uid cord_uid NNS cord-351030-jqqxqjzf 6 9 : : : cord-351030-jqqxqjzf 6 10 jqqxqjzf jqqxqjzf NNP cord-351030-jqqxqjzf 7 1 The the DT cord-351030-jqqxqjzf 7 2 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 7 3 virus virus NN cord-351030-jqqxqjzf 7 4 was be VBD cord-351030-jqqxqjzf 7 5 first first RB cord-351030-jqqxqjzf 7 6 discovered discover VBN cord-351030-jqqxqjzf 7 7 from from IN cord-351030-jqqxqjzf 7 8 China China NNP cord-351030-jqqxqjzf 7 9 . . . cord-351030-jqqxqjzf 8 1 It -PRON- PRP cord-351030-jqqxqjzf 8 2 has have VBZ cord-351030-jqqxqjzf 8 3 been be VBN cord-351030-jqqxqjzf 8 4 widely widely RB cord-351030-jqqxqjzf 8 5 spread spread VBN cord-351030-jqqxqjzf 8 6 internationally internationally RB cord-351030-jqqxqjzf 8 7 . . . cord-351030-jqqxqjzf 9 1 Currently currently RB cord-351030-jqqxqjzf 9 2 , , , cord-351030-jqqxqjzf 9 3 compare compare VB cord-351030-jqqxqjzf 9 4 with with IN cord-351030-jqqxqjzf 9 5 the the DT cord-351030-jqqxqjzf 9 6 rising rise VBG cord-351030-jqqxqjzf 9 7 trend trend NN cord-351030-jqqxqjzf 9 8 of of IN cord-351030-jqqxqjzf 9 9 the the DT cord-351030-jqqxqjzf 9 10 overall overall JJ cord-351030-jqqxqjzf 9 11 international international JJ cord-351030-jqqxqjzf 9 12 epidemic epidemic NN cord-351030-jqqxqjzf 9 13 situation situation NN cord-351030-jqqxqjzf 9 14 , , , cord-351030-jqqxqjzf 9 15 China China NNP cord-351030-jqqxqjzf 9 16 's 's POS cord-351030-jqqxqjzf 9 17 domestic domestic JJ cord-351030-jqqxqjzf 9 18 epidemic epidemic NN cord-351030-jqqxqjzf 9 19 situation situation NN cord-351030-jqqxqjzf 9 20 has have VBZ cord-351030-jqqxqjzf 9 21 been be VBN cord-351030-jqqxqjzf 9 22 contained contain VBN cord-351030-jqqxqjzf 9 23 and and CC cord-351030-jqqxqjzf 9 24 shows show VBZ cord-351030-jqqxqjzf 9 25 a a DT cord-351030-jqqxqjzf 9 26 steady steady JJ cord-351030-jqqxqjzf 9 27 and and CC cord-351030-jqqxqjzf 9 28 upward upward JJ cord-351030-jqqxqjzf 9 29 trend trend NN cord-351030-jqqxqjzf 9 30 . . . cord-351030-jqqxqjzf 10 1 In in IN cord-351030-jqqxqjzf 10 2 this this DT cord-351030-jqqxqjzf 10 3 situation situation NN cord-351030-jqqxqjzf 10 4 , , , cord-351030-jqqxqjzf 10 5 overseas overseas JJ cord-351030-jqqxqjzf 10 6 imports import NNS cord-351030-jqqxqjzf 10 7 have have VBP cord-351030-jqqxqjzf 10 8 become become VBN cord-351030-jqqxqjzf 10 9 the the DT cord-351030-jqqxqjzf 10 10 main main JJ cord-351030-jqqxqjzf 10 11 channel channel NN cord-351030-jqqxqjzf 10 12 for for IN cord-351030-jqqxqjzf 10 13 china china NNP cord-351030-jqqxqjzf 10 14 to to TO cord-351030-jqqxqjzf 10 15 increase increase VB cord-351030-jqqxqjzf 10 16 the the DT cord-351030-jqqxqjzf 10 17 number number NN cord-351030-jqqxqjzf 10 18 of of IN cord-351030-jqqxqjzf 10 19 infected infected JJ cord-351030-jqqxqjzf 10 20 people people NNS cord-351030-jqqxqjzf 10 21 . . . cord-351030-jqqxqjzf 11 1 Therefore therefore RB cord-351030-jqqxqjzf 11 2 , , , cord-351030-jqqxqjzf 11 3 how how WRB cord-351030-jqqxqjzf 11 4 to to TO cord-351030-jqqxqjzf 11 5 track track VB cord-351030-jqqxqjzf 11 6 the the DT cord-351030-jqqxqjzf 11 7 spread spread NN cord-351030-jqqxqjzf 11 8 channel channel NN cord-351030-jqqxqjzf 11 9 of of IN cord-351030-jqqxqjzf 11 10 international international JJ cord-351030-jqqxqjzf 11 11 epidemics epidemic NNS cord-351030-jqqxqjzf 11 12 and and CC cord-351030-jqqxqjzf 11 13 predict predict VB cord-351030-jqqxqjzf 11 14 the the DT cord-351030-jqqxqjzf 11 15 growth growth NN cord-351030-jqqxqjzf 11 16 of of IN cord-351030-jqqxqjzf 11 17 overseas overseas JJ cord-351030-jqqxqjzf 11 18 case case NN cord-351030-jqqxqjzf 11 19 imports import NNS cord-351030-jqqxqjzf 11 20 is be VBZ cord-351030-jqqxqjzf 11 21 become become VBN cord-351030-jqqxqjzf 11 22 an an DT cord-351030-jqqxqjzf 11 23 open open JJ cord-351030-jqqxqjzf 11 24 research research NN cord-351030-jqqxqjzf 11 25 question question NN cord-351030-jqqxqjzf 11 26 . . . cord-351030-jqqxqjzf 12 1 This this DT cord-351030-jqqxqjzf 12 2 study study NN cord-351030-jqqxqjzf 12 3 proposes propose VBZ cord-351030-jqqxqjzf 12 4 a a DT cord-351030-jqqxqjzf 12 5 Gaussian gaussian JJ cord-351030-jqqxqjzf 12 6 sparse sparse JJ cord-351030-jqqxqjzf 12 7 network network NN cord-351030-jqqxqjzf 12 8 model model NN cord-351030-jqqxqjzf 12 9 based base VBN cord-351030-jqqxqjzf 12 10 on on IN cord-351030-jqqxqjzf 12 11 lasso lasso NN cord-351030-jqqxqjzf 12 12 and and CC cord-351030-jqqxqjzf 12 13 uses use VBZ cord-351030-jqqxqjzf 12 14 Hong Hong NNP cord-351030-jqqxqjzf 12 15 Kong Kong NNP cord-351030-jqqxqjzf 12 16 as as IN cord-351030-jqqxqjzf 12 17 an an DT cord-351030-jqqxqjzf 12 18 example example NN cord-351030-jqqxqjzf 12 19 . . . cord-351030-jqqxqjzf 13 1 To to TO cord-351030-jqqxqjzf 13 2 explore explore VB cord-351030-jqqxqjzf 13 3 the the DT cord-351030-jqqxqjzf 13 4 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 13 5 virus virus NN cord-351030-jqqxqjzf 13 6 from from IN cord-351030-jqqxqjzf 13 7 a a DT cord-351030-jqqxqjzf 13 8 network network NN cord-351030-jqqxqjzf 13 9 perspective perspective NN cord-351030-jqqxqjzf 13 10 and and CC cord-351030-jqqxqjzf 13 11 analyzes analyze VBZ cord-351030-jqqxqjzf 13 12 75 75 CD cord-351030-jqqxqjzf 13 13 consecutive consecutive JJ cord-351030-jqqxqjzf 13 14 days day NNS cord-351030-jqqxqjzf 13 15 of of IN cord-351030-jqqxqjzf 13 16 COV-19 COV-19 NNP cord-351030-jqqxqjzf 13 17 data datum NNS cord-351030-jqqxqjzf 13 18 in in IN cord-351030-jqqxqjzf 13 19 188 188 CD cord-351030-jqqxqjzf 13 20 countries country NNS cord-351030-jqqxqjzf 13 21 and and CC cord-351030-jqqxqjzf 13 22 regions region NNS cord-351030-jqqxqjzf 13 23 around around IN cord-351030-jqqxqjzf 13 24 the the DT cord-351030-jqqxqjzf 13 25 world world NN cord-351030-jqqxqjzf 13 26 . . . cord-351030-jqqxqjzf 14 1 This this DT cord-351030-jqqxqjzf 14 2 article article NN cord-351030-jqqxqjzf 14 3 establishes establish VBZ cord-351030-jqqxqjzf 14 4 an an DT cord-351030-jqqxqjzf 14 5 epidemic epidemic NN cord-351030-jqqxqjzf 14 6 spread spread NN cord-351030-jqqxqjzf 14 7 relationship relationship NN cord-351030-jqqxqjzf 14 8 network network NN cord-351030-jqqxqjzf 14 9 between between IN cord-351030-jqqxqjzf 14 10 Hong Hong NNP cord-351030-jqqxqjzf 14 11 Kong Kong NNP cord-351030-jqqxqjzf 14 12 and and CC cord-351030-jqqxqjzf 14 13 various various JJ cord-351030-jqqxqjzf 14 14 countries country NNS cord-351030-jqqxqjzf 14 15 and and CC cord-351030-jqqxqjzf 14 16 regions region NNS cord-351030-jqqxqjzf 14 17 around around IN cord-351030-jqqxqjzf 14 18 the the DT cord-351030-jqqxqjzf 14 19 world world NN cord-351030-jqqxqjzf 14 20 and and CC cord-351030-jqqxqjzf 14 21 build build VB cord-351030-jqqxqjzf 14 22 a a DT cord-351030-jqqxqjzf 14 23 regression regression NN cord-351030-jqqxqjzf 14 24 model model NN cord-351030-jqqxqjzf 14 25 based base VBN cord-351030-jqqxqjzf 14 26 on on IN cord-351030-jqqxqjzf 14 27 network network NN cord-351030-jqqxqjzf 14 28 information information NN cord-351030-jqqxqjzf 14 29 to to TO cord-351030-jqqxqjzf 14 30 fit fit VB cord-351030-jqqxqjzf 14 31 Hong Hong NNP cord-351030-jqqxqjzf 14 32 Kong Kong NNP cord-351030-jqqxqjzf 14 33 's 's POS cord-351030-jqqxqjzf 14 34 COV-19 cov-19 JJ cord-351030-jqqxqjzf 14 35 epidemic epidemic NN cord-351030-jqqxqjzf 14 36 growth growth NN cord-351030-jqqxqjzf 14 37 data datum NNS cord-351030-jqqxqjzf 14 38 . . . cord-351030-jqqxqjzf 15 1 The the DT cord-351030-jqqxqjzf 15 2 results result NNS cord-351030-jqqxqjzf 15 3 show show VBP cord-351030-jqqxqjzf 15 4 that that IN cord-351030-jqqxqjzf 15 5 the the DT cord-351030-jqqxqjzf 15 6 regression regression NN cord-351030-jqqxqjzf 15 7 model model NN cord-351030-jqqxqjzf 15 8 based base VBN cord-351030-jqqxqjzf 15 9 on on IN cord-351030-jqqxqjzf 15 10 the the DT cord-351030-jqqxqjzf 15 11 relationship relationship NN cord-351030-jqqxqjzf 15 12 network network NN cord-351030-jqqxqjzf 15 13 can can MD cord-351030-jqqxqjzf 15 14 better well RBR cord-351030-jqqxqjzf 15 15 fit fit VB cord-351030-jqqxqjzf 15 16 the the DT cord-351030-jqqxqjzf 15 17 existing exist VBG cord-351030-jqqxqjzf 15 18 cumulative cumulative JJ cord-351030-jqqxqjzf 15 19 number number NN cord-351030-jqqxqjzf 15 20 growth growth NN cord-351030-jqqxqjzf 15 21 curve curve NN cord-351030-jqqxqjzf 15 22 . . . cord-351030-jqqxqjzf 16 1 After after IN cord-351030-jqqxqjzf 16 2 combining combine VBG cord-351030-jqqxqjzf 16 3 the the DT cord-351030-jqqxqjzf 16 4 SEIJR SEIJR NNP cord-351030-jqqxqjzf 16 5 model model NN cord-351030-jqqxqjzf 16 6 , , , cord-351030-jqqxqjzf 16 7 we -PRON- PRP cord-351030-jqqxqjzf 16 8 predict predict VBP cord-351030-jqqxqjzf 16 9 the the DT cord-351030-jqqxqjzf 16 10 future future JJ cord-351030-jqqxqjzf 16 11 development development NN cord-351030-jqqxqjzf 16 12 trend trend NN cord-351030-jqqxqjzf 16 13 of of IN cord-351030-jqqxqjzf 16 14 cumulative cumulative JJ cord-351030-jqqxqjzf 16 15 cases case NNS cord-351030-jqqxqjzf 16 16 in in IN cord-351030-jqqxqjzf 16 17 Hong Hong NNP cord-351030-jqqxqjzf 16 18 Kong Kong NNP cord-351030-jqqxqjzf 16 19 ( ( -LRB- cord-351030-jqqxqjzf 16 20 without without IN cord-351030-jqqxqjzf 16 21 blocking block VBG cord-351030-jqqxqjzf 16 22 international international JJ cord-351030-jqqxqjzf 16 23 traffic traffic NN cord-351030-jqqxqjzf 16 24 ) ) -RRB- cord-351030-jqqxqjzf 16 25 . . . cord-351030-jqqxqjzf 17 1 Based base VBN cord-351030-jqqxqjzf 17 2 on on IN cord-351030-jqqxqjzf 17 3 the the DT cord-351030-jqqxqjzf 17 4 prediction prediction NN cord-351030-jqqxqjzf 17 5 results result NNS cord-351030-jqqxqjzf 17 6 , , , cord-351030-jqqxqjzf 17 7 we -PRON- PRP cord-351030-jqqxqjzf 17 8 suggest suggest VBP cord-351030-jqqxqjzf 17 9 that that IN cord-351030-jqqxqjzf 17 10 Hong Hong NNP cord-351030-jqqxqjzf 17 11 Kong Kong NNP cord-351030-jqqxqjzf 17 12 can can MD cord-351030-jqqxqjzf 17 13 lift lift VB cord-351030-jqqxqjzf 17 14 the the DT cord-351030-jqqxqjzf 17 15 international international JJ cord-351030-jqqxqjzf 17 16 traffic traffic NN cord-351030-jqqxqjzf 17 17 blockade blockade NN cord-351030-jqqxqjzf 17 18 from from IN cord-351030-jqqxqjzf 17 19 early early RB cord-351030-jqqxqjzf 17 20 to to IN cord-351030-jqqxqjzf 18 1 mid mid NNP cord-351030-jqqxqjzf 18 2 - - NNP cord-351030-jqqxqjzf 18 3 June June NNP cord-351030-jqqxqjzf 18 4 The the DT cord-351030-jqqxqjzf 18 5 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 18 6 virus virus NN cord-351030-jqqxqjzf 18 7 was be VBD cord-351030-jqqxqjzf 18 8 found find VBN cord-351030-jqqxqjzf 18 9 in in IN cord-351030-jqqxqjzf 18 10 Wuhan Wuhan NNP cord-351030-jqqxqjzf 18 11 , , , cord-351030-jqqxqjzf 18 12 Hubei Hubei NNP cord-351030-jqqxqjzf 18 13 Province Province NNP cord-351030-jqqxqjzf 18 14 , , , cord-351030-jqqxqjzf 18 15 China China NNP cord-351030-jqqxqjzf 18 16 in in IN cord-351030-jqqxqjzf 18 17 December December NNP cord-351030-jqqxqjzf 18 18 2019 2019 CD cord-351030-jqqxqjzf 18 19 . . . cord-351030-jqqxqjzf 19 1 According accord VBG cord-351030-jqqxqjzf 19 2 to to IN cord-351030-jqqxqjzf 19 3 the the DT cord-351030-jqqxqjzf 19 4 evidence evidence NN cord-351030-jqqxqjzf 19 5 of of IN cord-351030-jqqxqjzf 19 6 early early JJ cord-351030-jqqxqjzf 19 7 transmission transmission NN cord-351030-jqqxqjzf 19 8 dynamics dynamic NNS cord-351030-jqqxqjzf 19 9 , , , cord-351030-jqqxqjzf 19 10 interpersonal interpersonal JJ cord-351030-jqqxqjzf 19 11 communication communication NN cord-351030-jqqxqjzf 19 12 has have VBZ cord-351030-jqqxqjzf 19 13 occurred occur VBN cord-351030-jqqxqjzf 19 14 between between IN cord-351030-jqqxqjzf 19 15 close close JJ cord-351030-jqqxqjzf 19 16 contacts contact NNS cord-351030-jqqxqjzf 19 17 since since IN cord-351030-jqqxqjzf 19 18 mid mid NNP cord-351030-jqqxqjzf 19 19 - - JJ cord-351030-jqqxqjzf 19 20 December December NNP cord-351030-jqqxqjzf 19 21 2019 2019 CD cord-351030-jqqxqjzf 19 22 [ [ -LRB- cord-351030-jqqxqjzf 19 23 1 1 CD cord-351030-jqqxqjzf 19 24 ] ] -RRB- cord-351030-jqqxqjzf 19 25 . . . cord-351030-jqqxqjzf 20 1 In in IN cord-351030-jqqxqjzf 20 2 order order NN cord-351030-jqqxqjzf 20 3 to to TO cord-351030-jqqxqjzf 20 4 control control VB cord-351030-jqqxqjzf 20 5 the the DT cord-351030-jqqxqjzf 20 6 spread spread NN cord-351030-jqqxqjzf 20 7 of of IN cord-351030-jqqxqjzf 20 8 infections infection NNS cord-351030-jqqxqjzf 20 9 , , , cord-351030-jqqxqjzf 20 10 Hubei Hubei NNP cord-351030-jqqxqjzf 20 11 and and CC cord-351030-jqqxqjzf 20 12 other other JJ cord-351030-jqqxqjzf 20 13 provinces province NNS cord-351030-jqqxqjzf 20 14 have have VBP cord-351030-jqqxqjzf 20 15 adopted adopt VBN cord-351030-jqqxqjzf 20 16 measures measure NNS cord-351030-jqqxqjzf 20 17 such such JJ cord-351030-jqqxqjzf 20 18 as as IN cord-351030-jqqxqjzf 20 19 urban urban JJ cord-351030-jqqxqjzf 20 20 segregation segregation NN cord-351030-jqqxqjzf 20 21 and and CC cord-351030-jqqxqjzf 20 22 reducing reduce VBG cord-351030-jqqxqjzf 20 23 inter inter JJ cord-351030-jqqxqjzf 20 24 - - JJ cord-351030-jqqxqjzf 20 25 city city JJ cord-351030-jqqxqjzf 20 26 mobility mobility NN cord-351030-jqqxqjzf 20 27 . . . cord-351030-jqqxqjzf 21 1 Through through IN cord-351030-jqqxqjzf 21 2 a a DT cord-351030-jqqxqjzf 21 3 large large JJ cord-351030-jqqxqjzf 21 4 number number NN cord-351030-jqqxqjzf 21 5 of of IN cord-351030-jqqxqjzf 21 6 public public JJ cord-351030-jqqxqjzf 21 7 health health NN cord-351030-jqqxqjzf 21 8 interventions intervention NNS cord-351030-jqqxqjzf 21 9 , , , cord-351030-jqqxqjzf 21 10 the the DT cord-351030-jqqxqjzf 21 11 local local JJ cord-351030-jqqxqjzf 21 12 epidemic epidemic NN cord-351030-jqqxqjzf 21 13 situation situation NN cord-351030-jqqxqjzf 21 14 in in IN cord-351030-jqqxqjzf 21 15 various various JJ cord-351030-jqqxqjzf 21 16 provinces province NNS cord-351030-jqqxqjzf 21 17 and and CC cord-351030-jqqxqjzf 21 18 cities city NNS cord-351030-jqqxqjzf 21 19 in in IN cord-351030-jqqxqjzf 21 20 China China NNP cord-351030-jqqxqjzf 21 21 has have VBZ cord-351030-jqqxqjzf 21 22 been be VBN cord-351030-jqqxqjzf 21 23 basically basically RB cord-351030-jqqxqjzf 21 24 controlled control VBN cord-351030-jqqxqjzf 21 25 . . . cord-351030-jqqxqjzf 22 1 However however RB cord-351030-jqqxqjzf 22 2 , , , cord-351030-jqqxqjzf 22 3 the the DT cord-351030-jqqxqjzf 22 4 international international JJ cord-351030-jqqxqjzf 22 5 spread spread NN cord-351030-jqqxqjzf 22 6 of of IN cord-351030-jqqxqjzf 22 7 the the DT cord-351030-jqqxqjzf 22 8 epidemic epidemic NN cord-351030-jqqxqjzf 22 9 is be VBZ cord-351030-jqqxqjzf 22 10 inevitable inevitable JJ cord-351030-jqqxqjzf 22 11 . . . cord-351030-jqqxqjzf 23 1 Therefore therefore RB cord-351030-jqqxqjzf 23 2 , , , cord-351030-jqqxqjzf 23 3 for for IN cord-351030-jqqxqjzf 23 4 areas area NNS cord-351030-jqqxqjzf 23 5 where where WRB cord-351030-jqqxqjzf 23 6 local local JJ cord-351030-jqqxqjzf 23 7 transmission transmission NN cord-351030-jqqxqjzf 23 8 has have VBZ cord-351030-jqqxqjzf 23 9 been be VBN cord-351030-jqqxqjzf 23 10 basically basically RB cord-351030-jqqxqjzf 23 11 controlled control VBN cord-351030-jqqxqjzf 23 12 , , , cord-351030-jqqxqjzf 23 13 how how WRB cord-351030-jqqxqjzf 23 14 to to TO cord-351030-jqqxqjzf 23 15 prevent prevent VB cord-351030-jqqxqjzf 23 16 overseas overseas JJ cord-351030-jqqxqjzf 23 17 transmission transmission NN cord-351030-jqqxqjzf 23 18 has have VBZ cord-351030-jqqxqjzf 23 19 become become VBN cord-351030-jqqxqjzf 23 20 the the DT cord-351030-jqqxqjzf 23 21 focus focus NN cord-351030-jqqxqjzf 23 22 of of IN cord-351030-jqqxqjzf 23 23 current current JJ cord-351030-jqqxqjzf 23 24 epidemic epidemic NN cord-351030-jqqxqjzf 23 25 prevention prevention NN cord-351030-jqqxqjzf 23 26 work work NN cord-351030-jqqxqjzf 23 27 [ [ -LRB- cord-351030-jqqxqjzf 23 28 2 2 CD cord-351030-jqqxqjzf 23 29 ] ] -RRB- cord-351030-jqqxqjzf 23 30 [ [ -LRB- cord-351030-jqqxqjzf 23 31 3 3 CD cord-351030-jqqxqjzf 23 32 ] ] -RRB- cord-351030-jqqxqjzf 23 33 [ [ -LRB- cord-351030-jqqxqjzf 23 34 4 4 CD cord-351030-jqqxqjzf 23 35 ] ] -RRB- cord-351030-jqqxqjzf 23 36 . . . cord-351030-jqqxqjzf 24 1 This this DT cord-351030-jqqxqjzf 24 2 article article NN cord-351030-jqqxqjzf 24 3 takes take VBZ cord-351030-jqqxqjzf 24 4 Hong Hong NNP cord-351030-jqqxqjzf 24 5 Kong Kong NNP cord-351030-jqqxqjzf 24 6 as as IN cord-351030-jqqxqjzf 24 7 an an DT cord-351030-jqqxqjzf 24 8 example example NN cord-351030-jqqxqjzf 24 9 to to TO cord-351030-jqqxqjzf 24 10 discuss discuss VB cord-351030-jqqxqjzf 24 11 how how WRB cord-351030-jqqxqjzf 24 12 to to TO cord-351030-jqqxqjzf 24 13 effectively effectively RB cord-351030-jqqxqjzf 24 14 predict predict VB cord-351030-jqqxqjzf 24 15 the the DT cord-351030-jqqxqjzf 24 16 cumulative cumulative JJ cord-351030-jqqxqjzf 24 17 case case NN cord-351030-jqqxqjzf 24 18 growth growth NN cord-351030-jqqxqjzf 24 19 curve curve NN cord-351030-jqqxqjzf 24 20 of of IN cord-351030-jqqxqjzf 24 21 regions region NNS cord-351030-jqqxqjzf 24 22 with with IN cord-351030-jqqxqjzf 24 23 overseas overseas JJ cord-351030-jqqxqjzf 24 24 imports import NNS cord-351030-jqqxqjzf 24 25 as as IN cord-351030-jqqxqjzf 24 26 the the DT cord-351030-jqqxqjzf 24 27 main main JJ cord-351030-jqqxqjzf 24 28 growth growth NN cord-351030-jqqxqjzf 24 29 mode mode NN cord-351030-jqqxqjzf 24 30 . . . cord-351030-jqqxqjzf 25 1 As as IN cord-351030-jqqxqjzf 25 2 an an DT cord-351030-jqqxqjzf 25 3 important important JJ cord-351030-jqqxqjzf 25 4 international international JJ cord-351030-jqqxqjzf 25 5 transportation transportation NN cord-351030-jqqxqjzf 25 6 hub hub NN cord-351030-jqqxqjzf 25 7 , , , cord-351030-jqqxqjzf 25 8 the the DT cord-351030-jqqxqjzf 25 9 migration migration NN cord-351030-jqqxqjzf 25 10 of of IN cord-351030-jqqxqjzf 25 11 a a DT cord-351030-jqqxqjzf 25 12 large large JJ cord-351030-jqqxqjzf 25 13 number number NN cord-351030-jqqxqjzf 25 14 of of IN cord-351030-jqqxqjzf 25 15 international international JJ cord-351030-jqqxqjzf 25 16 passengers passenger NNS cord-351030-jqqxqjzf 25 17 has have VBZ cord-351030-jqqxqjzf 25 18 had have VBN cord-351030-jqqxqjzf 25 19 an an DT cord-351030-jqqxqjzf 25 20 important important JJ cord-351030-jqqxqjzf 25 21 impact impact NN cord-351030-jqqxqjzf 25 22 on on IN cord-351030-jqqxqjzf 25 23 the the DT cord-351030-jqqxqjzf 25 24 spread spread NN cord-351030-jqqxqjzf 25 25 of of IN cord-351030-jqqxqjzf 25 26 the the DT cord-351030-jqqxqjzf 25 27 epidemic epidemic NN cord-351030-jqqxqjzf 25 28 in in IN cord-351030-jqqxqjzf 25 29 Hong Hong NNP cord-351030-jqqxqjzf 25 30 Kong Kong NNP cord-351030-jqqxqjzf 25 31 . . . cord-351030-jqqxqjzf 26 1 Foreigners foreigner NNS cord-351030-jqqxqjzf 26 2 entering enter VBG cord-351030-jqqxqjzf 26 3 All all DT cord-351030-jqqxqjzf 26 4 rights right NNS cord-351030-jqqxqjzf 26 5 reserved reserve VBN cord-351030-jqqxqjzf 26 6 . . . cord-351030-jqqxqjzf 27 1 No no DT cord-351030-jqqxqjzf 27 2 reuse reuse NN cord-351030-jqqxqjzf 27 3 allowed allow VBN cord-351030-jqqxqjzf 27 4 without without IN cord-351030-jqqxqjzf 27 5 permission permission NN cord-351030-jqqxqjzf 27 6 . . . cord-351030-jqqxqjzf 28 1 ( ( -LRB- cord-351030-jqqxqjzf 28 2 which which WDT cord-351030-jqqxqjzf 28 3 was be VBD cord-351030-jqqxqjzf 28 4 not not RB cord-351030-jqqxqjzf 28 5 certified certify VBN cord-351030-jqqxqjzf 28 6 by by IN cord-351030-jqqxqjzf 28 7 peer peer NN cord-351030-jqqxqjzf 28 8 review review NN cord-351030-jqqxqjzf 28 9 ) ) -RRB- cord-351030-jqqxqjzf 28 10 is be VBZ cord-351030-jqqxqjzf 28 11 the the DT cord-351030-jqqxqjzf 28 12 author author NN cord-351030-jqqxqjzf 28 13 / / SYM cord-351030-jqqxqjzf 28 14 funder funder NN cord-351030-jqqxqjzf 28 15 , , , cord-351030-jqqxqjzf 28 16 who who WP cord-351030-jqqxqjzf 28 17 has have VBZ cord-351030-jqqxqjzf 28 18 granted grant VBN cord-351030-jqqxqjzf 28 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 28 20 a a DT cord-351030-jqqxqjzf 28 21 license license NN cord-351030-jqqxqjzf 28 22 to to TO cord-351030-jqqxqjzf 28 23 display display VB cord-351030-jqqxqjzf 28 24 the the DT cord-351030-jqqxqjzf 28 25 preprint preprint NN cord-351030-jqqxqjzf 28 26 in in IN cord-351030-jqqxqjzf 28 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 28 28 . . . cord-351030-jqqxqjzf 29 1 The the DT cord-351030-jqqxqjzf 29 2 copyright copyright NN cord-351030-jqqxqjzf 29 3 holder holder NN cord-351030-jqqxqjzf 29 4 for for IN cord-351030-jqqxqjzf 29 5 this this DT cord-351030-jqqxqjzf 29 6 preprint preprint NN cord-351030-jqqxqjzf 29 7 this this DT cord-351030-jqqxqjzf 29 8 version version NN cord-351030-jqqxqjzf 29 9 posted post VBN cord-351030-jqqxqjzf 29 10 May May NNP cord-351030-jqqxqjzf 29 11 16 16 CD cord-351030-jqqxqjzf 29 12 , , , cord-351030-jqqxqjzf 29 13 2020 2020 CD cord-351030-jqqxqjzf 29 14 . . . cord-351030-jqqxqjzf 29 15 . . . cord-351030-jqqxqjzf 30 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 30 2 . . . cord-351030-jqqxqjzf 31 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 31 2 doi doi NN cord-351030-jqqxqjzf 31 3 : : : cord-351030-jqqxqjzf 32 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 32 2 preprint preprint NN cord-351030-jqqxqjzf 32 3 through through IN cord-351030-jqqxqjzf 32 4 international international JJ cord-351030-jqqxqjzf 32 5 transportation transportation NN cord-351030-jqqxqjzf 32 6 channels channel NNS cord-351030-jqqxqjzf 32 7 such such JJ cord-351030-jqqxqjzf 32 8 as as IN cord-351030-jqqxqjzf 32 9 aircraft aircraft NN cord-351030-jqqxqjzf 32 10 shipping shipping NN cord-351030-jqqxqjzf 32 11 are be VBP cord-351030-jqqxqjzf 32 12 the the DT cord-351030-jqqxqjzf 32 13 main main JJ cord-351030-jqqxqjzf 32 14 way way NN cord-351030-jqqxqjzf 32 15 of of IN cord-351030-jqqxqjzf 32 16 increasing increase VBG cord-351030-jqqxqjzf 32 17 cases case NNS cord-351030-jqqxqjzf 32 18 in in IN cord-351030-jqqxqjzf 32 19 the the DT cord-351030-jqqxqjzf 32 20 region region NN cord-351030-jqqxqjzf 32 21 . . . cord-351030-jqqxqjzf 33 1 In in IN cord-351030-jqqxqjzf 33 2 order order NN cord-351030-jqqxqjzf 33 3 to to TO cord-351030-jqqxqjzf 33 4 reduce reduce VB cord-351030-jqqxqjzf 33 5 the the DT cord-351030-jqqxqjzf 33 6 possible possible JJ cord-351030-jqqxqjzf 33 7 transmission transmission NN cord-351030-jqqxqjzf 33 8 risk risk NN cord-351030-jqqxqjzf 33 9 , , , cord-351030-jqqxqjzf 33 10 from from IN cord-351030-jqqxqjzf 33 11 0:00 0:00 NN cord-351030-jqqxqjzf 33 12 on on IN cord-351030-jqqxqjzf 33 13 March March NNP cord-351030-jqqxqjzf 33 14 25 25 CD cord-351030-jqqxqjzf 33 15 , , , cord-351030-jqqxqjzf 33 16 2020 2020 CD cord-351030-jqqxqjzf 33 17 , , , cord-351030-jqqxqjzf 33 18 Hong Hong NNP cord-351030-jqqxqjzf 33 19 Kong Kong NNP cord-351030-jqqxqjzf 33 20 announced announce VBD cord-351030-jqqxqjzf 33 21 that that IN cord-351030-jqqxqjzf 33 22 non non JJ cord-351030-jqqxqjzf 33 23 - - JJ cord-351030-jqqxqjzf 33 24 Hong Hong NNP cord-351030-jqqxqjzf 33 25 Kong Kong NNP cord-351030-jqqxqjzf 33 26 people people NNS cord-351030-jqqxqjzf 33 27 are be VBP cord-351030-jqqxqjzf 33 28 prohibited prohibit VBN cord-351030-jqqxqjzf 33 29 from from IN cord-351030-jqqxqjzf 33 30 entering enter VBG cord-351030-jqqxqjzf 33 31 Hong Hong NNP cord-351030-jqqxqjzf 33 32 Kong Kong NNP cord-351030-jqqxqjzf 33 33 Airport Airport NNP cord-351030-jqqxqjzf 33 34 . . . cord-351030-jqqxqjzf 34 1 However however RB cord-351030-jqqxqjzf 34 2 , , , cord-351030-jqqxqjzf 34 3 as as IN cord-351030-jqqxqjzf 34 4 an an DT cord-351030-jqqxqjzf 34 5 international international JJ cord-351030-jqqxqjzf 34 6 financial financial JJ cord-351030-jqqxqjzf 34 7 and and CC cord-351030-jqqxqjzf 34 8 transportation transportation NN cord-351030-jqqxqjzf 34 9 center center NN cord-351030-jqqxqjzf 34 10 , , , cord-351030-jqqxqjzf 34 11 Hong Hong NNP cord-351030-jqqxqjzf 34 12 Kong Kong NNP cord-351030-jqqxqjzf 34 13 will will MD cord-351030-jqqxqjzf 34 14 cause cause VB cord-351030-jqqxqjzf 34 15 a a DT cord-351030-jqqxqjzf 34 16 lot lot NN cord-351030-jqqxqjzf 34 17 of of IN cord-351030-jqqxqjzf 34 18 losses loss NNS cord-351030-jqqxqjzf 34 19 every every DT cord-351030-jqqxqjzf 34 20 day day NN cord-351030-jqqxqjzf 34 21 due due IN cord-351030-jqqxqjzf 34 22 to to IN cord-351030-jqqxqjzf 34 23 the the DT cord-351030-jqqxqjzf 34 24 international international JJ cord-351030-jqqxqjzf 34 25 traffic traffic NN cord-351030-jqqxqjzf 34 26 blockade blockade NN cord-351030-jqqxqjzf 34 27 . . . cord-351030-jqqxqjzf 35 1 Therefore therefore RB cord-351030-jqqxqjzf 35 2 , , , cord-351030-jqqxqjzf 35 3 it -PRON- PRP cord-351030-jqqxqjzf 35 4 is be VBZ cord-351030-jqqxqjzf 35 5 of of IN cord-351030-jqqxqjzf 35 6 great great JJ cord-351030-jqqxqjzf 35 7 significance significance NN cord-351030-jqqxqjzf 35 8 to to TO cord-351030-jqqxqjzf 35 9 predict predict VB cord-351030-jqqxqjzf 35 10 the the DT cord-351030-jqqxqjzf 35 11 possible possible JJ cord-351030-jqqxqjzf 35 12 cumulative cumulative JJ cord-351030-jqqxqjzf 35 13 case case NN cord-351030-jqqxqjzf 35 14 growth growth NN cord-351030-jqqxqjzf 35 15 rate rate NN cord-351030-jqqxqjzf 35 16 of of IN cord-351030-jqqxqjzf 35 17 Hong Hong NNP cord-351030-jqqxqjzf 35 18 Kong Kong NNP cord-351030-jqqxqjzf 35 19 under under IN cord-351030-jqqxqjzf 35 20 the the DT cord-351030-jqqxqjzf 35 21 premise premise NN cord-351030-jqqxqjzf 35 22 of of IN cord-351030-jqqxqjzf 35 23 incomplete incomplete JJ cord-351030-jqqxqjzf 35 24 blockade blockade NN cord-351030-jqqxqjzf 35 25 , , , cord-351030-jqqxqjzf 35 26 and and CC cord-351030-jqqxqjzf 35 27 to to TO cord-351030-jqqxqjzf 35 28 further further RB cord-351030-jqqxqjzf 35 29 determine determine VB cord-351030-jqqxqjzf 35 30 the the DT cord-351030-jqqxqjzf 35 31 possible possible JJ cord-351030-jqqxqjzf 35 32 date date NN cord-351030-jqqxqjzf 35 33 of of IN cord-351030-jqqxqjzf 35 34 unblocking unblock VBG cord-351030-jqqxqjzf 35 35 in in IN cord-351030-jqqxqjzf 35 36 Hong Hong NNP cord-351030-jqqxqjzf 35 37 Kong Kong NNP cord-351030-jqqxqjzf 35 38 . . . cord-351030-jqqxqjzf 36 1 However however RB cord-351030-jqqxqjzf 36 2 , , , cord-351030-jqqxqjzf 36 3 the the DT cord-351030-jqqxqjzf 36 4 transmission transmission NN cord-351030-jqqxqjzf 36 5 rate rate NN cord-351030-jqqxqjzf 36 6 in in IN cord-351030-jqqxqjzf 36 7 the the DT cord-351030-jqqxqjzf 36 8 traditional traditional JJ cord-351030-jqqxqjzf 36 9 SIR SIR NNP cord-351030-jqqxqjzf 36 10 / / SYM cord-351030-jqqxqjzf 36 11 SEIR SEIR NNP cord-351030-jqqxqjzf 36 12 model model NN cord-351030-jqqxqjzf 36 13 is be VBZ cord-351030-jqqxqjzf 36 14 a a DT cord-351030-jqqxqjzf 36 15 constant constant JJ cord-351030-jqqxqjzf 36 16 value value NN cord-351030-jqqxqjzf 36 17 . . . cord-351030-jqqxqjzf 37 1 However however RB cord-351030-jqqxqjzf 37 2 in in IN cord-351030-jqqxqjzf 37 3 practical practical JJ cord-351030-jqqxqjzf 37 4 problems problem NNS cord-351030-jqqxqjzf 37 5 , , , cord-351030-jqqxqjzf 37 6 the the DT cord-351030-jqqxqjzf 37 7 transmission transmission NN cord-351030-jqqxqjzf 37 8 rate rate NN cord-351030-jqqxqjzf 37 9 is be VBZ cord-351030-jqqxqjzf 37 10 constantly constantly RB cord-351030-jqqxqjzf 37 11 changing change VBG cord-351030-jqqxqjzf 37 12 . . . cord-351030-jqqxqjzf 38 1 For for IN cord-351030-jqqxqjzf 38 2 example example NN cord-351030-jqqxqjzf 38 3 , , , cord-351030-jqqxqjzf 38 4 the the DT cord-351030-jqqxqjzf 38 5 growth growth NN cord-351030-jqqxqjzf 38 6 rate rate NN cord-351030-jqqxqjzf 38 7 of of IN cord-351030-jqqxqjzf 38 8 overseas overseas JJ cord-351030-jqqxqjzf 38 9 imported import VBN cord-351030-jqqxqjzf 38 10 cases case NNS cord-351030-jqqxqjzf 38 11 is be VBZ cord-351030-jqqxqjzf 38 12 affected affect VBN cord-351030-jqqxqjzf 38 13 by by IN cord-351030-jqqxqjzf 38 14 changes change NNS cord-351030-jqqxqjzf 38 15 in in IN cord-351030-jqqxqjzf 38 16 the the DT cord-351030-jqqxqjzf 38 17 international international JJ cord-351030-jqqxqjzf 38 18 epidemic epidemic NN cord-351030-jqqxqjzf 38 19 , , , cord-351030-jqqxqjzf 38 20 etc etc FW cord-351030-jqqxqjzf 38 21 . . . cord-351030-jqqxqjzf 39 1 In in IN cord-351030-jqqxqjzf 39 2 this this DT cord-351030-jqqxqjzf 39 3 situation situation NN cord-351030-jqqxqjzf 39 4 , , , cord-351030-jqqxqjzf 39 5 it -PRON- PRP cord-351030-jqqxqjzf 39 6 is be VBZ cord-351030-jqqxqjzf 39 7 difficult difficult JJ cord-351030-jqqxqjzf 39 8 to to TO cord-351030-jqqxqjzf 39 9 use use VB cord-351030-jqqxqjzf 39 10 traditional traditional JJ cord-351030-jqqxqjzf 39 11 infectious infectious JJ cord-351030-jqqxqjzf 39 12 disease disease NN cord-351030-jqqxqjzf 39 13 models model NNS cord-351030-jqqxqjzf 39 14 to to TO cord-351030-jqqxqjzf 39 15 predict predict VB cord-351030-jqqxqjzf 39 16 the the DT cord-351030-jqqxqjzf 39 17 future future JJ cord-351030-jqqxqjzf 39 18 growth growth NN cord-351030-jqqxqjzf 39 19 trend trend NN cord-351030-jqqxqjzf 39 20 of of IN cord-351030-jqqxqjzf 39 21 Hong Hong NNP cord-351030-jqqxqjzf 39 22 Kong Kong NNP cord-351030-jqqxqjzf 39 23 [ [ -LRB- cord-351030-jqqxqjzf 39 24 2 2 CD cord-351030-jqqxqjzf 39 25 , , , cord-351030-jqqxqjzf 39 26 5 5 CD cord-351030-jqqxqjzf 39 27 ] ] -RRB- cord-351030-jqqxqjzf 39 28 . . . cord-351030-jqqxqjzf 40 1 Therefore therefore RB cord-351030-jqqxqjzf 40 2 , , , cord-351030-jqqxqjzf 40 3 finding find VBG cord-351030-jqqxqjzf 40 4 a a DT cord-351030-jqqxqjzf 40 5 new new JJ cord-351030-jqqxqjzf 40 6 model model NN cord-351030-jqqxqjzf 40 7 to to TO cord-351030-jqqxqjzf 40 8 solve solve VB cord-351030-jqqxqjzf 40 9 this this DT cord-351030-jqqxqjzf 40 10 problem problem NN cord-351030-jqqxqjzf 40 11 has have VBZ cord-351030-jqqxqjzf 40 12 become become VBN cord-351030-jqqxqjzf 40 13 an an DT cord-351030-jqqxqjzf 40 14 open open JJ cord-351030-jqqxqjzf 40 15 research research NN cord-351030-jqqxqjzf 40 16 question question NN cord-351030-jqqxqjzf 40 17 . . . cord-351030-jqqxqjzf 41 1 In in IN cord-351030-jqqxqjzf 41 2 our -PRON- PRP$ cord-351030-jqqxqjzf 41 3 research research NN cord-351030-jqqxqjzf 41 4 , , , cord-351030-jqqxqjzf 41 5 we -PRON- PRP cord-351030-jqqxqjzf 41 6 used use VBD cord-351030-jqqxqjzf 41 7 75 75 CD cord-351030-jqqxqjzf 41 8 days day NNS cord-351030-jqqxqjzf 41 9 of of IN cord-351030-jqqxqjzf 41 10 real real JJ cord-351030-jqqxqjzf 41 11 - - HYPH cord-351030-jqqxqjzf 41 12 time time NN cord-351030-jqqxqjzf 41 13 infection infection NN cord-351030-jqqxqjzf 41 14 data datum NNS cord-351030-jqqxqjzf 41 15 from from IN cord-351030-jqqxqjzf 41 16 188 188 CD cord-351030-jqqxqjzf 41 17 countries country NNS cord-351030-jqqxqjzf 41 18 and and CC cord-351030-jqqxqjzf 41 19 regions region NNS cord-351030-jqqxqjzf 41 20 around around IN cord-351030-jqqxqjzf 41 21 the the DT cord-351030-jqqxqjzf 41 22 world world NN cord-351030-jqqxqjzf 41 23 . . . cord-351030-jqqxqjzf 42 1 Establish establish VB cord-351030-jqqxqjzf 42 2 a a DT cord-351030-jqqxqjzf 42 3 case case NN cord-351030-jqqxqjzf 42 4 transmission transmission NN cord-351030-jqqxqjzf 42 5 relationship relationship NN cord-351030-jqqxqjzf 42 6 network network NN cord-351030-jqqxqjzf 42 7 between between IN cord-351030-jqqxqjzf 42 8 Hong Hong NNP cord-351030-jqqxqjzf 42 9 Kong Kong NNP cord-351030-jqqxqjzf 42 10 and and CC cord-351030-jqqxqjzf 42 11 other other JJ cord-351030-jqqxqjzf 42 12 parts part NNS cord-351030-jqqxqjzf 42 13 of of IN cord-351030-jqqxqjzf 42 14 the the DT cord-351030-jqqxqjzf 42 15 world world NN cord-351030-jqqxqjzf 42 16 through through IN cord-351030-jqqxqjzf 42 17 the the DT cord-351030-jqqxqjzf 42 18 sparse sparse JJ cord-351030-jqqxqjzf 42 19 Gaussian gaussian JJ cord-351030-jqqxqjzf 42 20 network network NN cord-351030-jqqxqjzf 42 21 model model NN cord-351030-jqqxqjzf 42 22 based base VBN cord-351030-jqqxqjzf 42 23 on on IN cord-351030-jqqxqjzf 42 24 lasso lasso NN cord-351030-jqqxqjzf 42 25 . . . cord-351030-jqqxqjzf 43 1 The the DT cord-351030-jqqxqjzf 43 2 results result NNS cord-351030-jqqxqjzf 43 3 show show VBP cord-351030-jqqxqjzf 43 4 that that IN cord-351030-jqqxqjzf 43 5 the the DT cord-351030-jqqxqjzf 43 6 correlation correlation NN cord-351030-jqqxqjzf 43 7 coefficient coefficient NN cord-351030-jqqxqjzf 43 8 between between IN cord-351030-jqqxqjzf 43 9 the the DT cord-351030-jqqxqjzf 43 10 epidemic epidemic NN cord-351030-jqqxqjzf 43 11 trend trend NN cord-351030-jqqxqjzf 43 12 in in IN cord-351030-jqqxqjzf 43 13 Hong Hong NNP cord-351030-jqqxqjzf 43 14 Kong Kong NNP cord-351030-jqqxqjzf 43 15 and and CC cord-351030-jqqxqjzf 43 16 several several JJ cord-351030-jqqxqjzf 43 17 outbreak outbreak NN cord-351030-jqqxqjzf 43 18 centers center NNS cord-351030-jqqxqjzf 43 19 abroad abroad RB cord-351030-jqqxqjzf 43 20 is be VBZ cord-351030-jqqxqjzf 43 21 extremely extremely RB cord-351030-jqqxqjzf 43 22 high high JJ cord-351030-jqqxqjzf 43 23 . . . cord-351030-jqqxqjzf 44 1 At at IN cord-351030-jqqxqjzf 44 2 the the DT cord-351030-jqqxqjzf 44 3 same same JJ cord-351030-jqqxqjzf 44 4 time time NN cord-351030-jqqxqjzf 44 5 , , , cord-351030-jqqxqjzf 44 6 we -PRON- PRP cord-351030-jqqxqjzf 44 7 can can MD cord-351030-jqqxqjzf 44 8 use use VB cord-351030-jqqxqjzf 44 9 the the DT cord-351030-jqqxqjzf 44 10 cumulative cumulative JJ cord-351030-jqqxqjzf 44 11 case case NN cord-351030-jqqxqjzf 44 12 growth growth NN cord-351030-jqqxqjzf 44 13 data datum NNS cord-351030-jqqxqjzf 44 14 in in IN cord-351030-jqqxqjzf 44 15 areas area NNS cord-351030-jqqxqjzf 44 16 with with IN cord-351030-jqqxqjzf 44 17 high high JJ cord-351030-jqqxqjzf 44 18 correlation correlation NN cord-351030-jqqxqjzf 44 19 to to IN cord-351030-jqqxqjzf 44 20 Hong Hong NNP cord-351030-jqqxqjzf 44 21 Kong Kong NNP cord-351030-jqqxqjzf 44 22 in in IN cord-351030-jqqxqjzf 44 23 the the DT cord-351030-jqqxqjzf 44 24 network network NN cord-351030-jqqxqjzf 44 25 to to TO cord-351030-jqqxqjzf 44 26 establish establish VB cord-351030-jqqxqjzf 44 27 a a DT cord-351030-jqqxqjzf 44 28 regression regression NN cord-351030-jqqxqjzf 44 29 model model NN cord-351030-jqqxqjzf 44 30 to to TO cord-351030-jqqxqjzf 44 31 fit fit VB cord-351030-jqqxqjzf 44 32 the the DT cord-351030-jqqxqjzf 44 33 cumulative cumulative JJ cord-351030-jqqxqjzf 44 34 case case NN cord-351030-jqqxqjzf 44 35 growth growth NN cord-351030-jqqxqjzf 44 36 data datum NNS cord-351030-jqqxqjzf 44 37 in in IN cord-351030-jqqxqjzf 44 38 Hong Hong NNP cord-351030-jqqxqjzf 44 39 Kong Kong NNP cord-351030-jqqxqjzf 44 40 . . . cord-351030-jqqxqjzf 45 1 After after IN cord-351030-jqqxqjzf 45 2 further further RB cord-351030-jqqxqjzf 45 3 combining combine VBG cord-351030-jqqxqjzf 45 4 the the DT cord-351030-jqqxqjzf 45 5 SEIJR SEIJR NNP cord-351030-jqqxqjzf 45 6 model model NN cord-351030-jqqxqjzf 45 7 to to TO cord-351030-jqqxqjzf 45 8 predict predict VB cord-351030-jqqxqjzf 45 9 case case NN cord-351030-jqqxqjzf 45 10 growth growth NN cord-351030-jqqxqjzf 45 11 data datum NNS cord-351030-jqqxqjzf 45 12 of of IN cord-351030-jqqxqjzf 45 13 target target NN cord-351030-jqqxqjzf 45 14 areas area NNS cord-351030-jqqxqjzf 45 15 ( ( -LRB- cord-351030-jqqxqjzf 45 16 related relate VBN cord-351030-jqqxqjzf 45 17 to to IN cord-351030-jqqxqjzf 45 18 Hong Hong NNP cord-351030-jqqxqjzf 45 19 Kong Kong NNP cord-351030-jqqxqjzf 45 20 ) ) -RRB- cord-351030-jqqxqjzf 45 21 . . . cord-351030-jqqxqjzf 46 1 We -PRON- PRP cord-351030-jqqxqjzf 46 2 can can MD cord-351030-jqqxqjzf 46 3 predict predict VB cord-351030-jqqxqjzf 46 4 the the DT cord-351030-jqqxqjzf 46 5 number number NN cord-351030-jqqxqjzf 46 6 of of IN cord-351030-jqqxqjzf 46 7 COVID-19 covid-19 JJ cord-351030-jqqxqjzf 46 8 cases case NNS cord-351030-jqqxqjzf 46 9 in in IN cord-351030-jqqxqjzf 46 10 Hong Hong NNP cord-351030-jqqxqjzf 46 11 Kong Kong NNP cord-351030-jqqxqjzf 46 12 without without IN cord-351030-jqqxqjzf 46 13 blocking block VBG cord-351030-jqqxqjzf 46 14 traffic traffic NN cord-351030-jqqxqjzf 46 15 . . . cord-351030-jqqxqjzf 47 1 Our -PRON- PRP$ cord-351030-jqqxqjzf 47 2 findings finding NNS cord-351030-jqqxqjzf 47 3 can can MD cord-351030-jqqxqjzf 47 4 help help VB cord-351030-jqqxqjzf 47 5 Hong Hong NNP cord-351030-jqqxqjzf 47 6 Kong Kong NNP cord-351030-jqqxqjzf 47 7 adjust adjust VB cord-351030-jqqxqjzf 47 8 public public JJ cord-351030-jqqxqjzf 47 9 interventions intervention NNS cord-351030-jqqxqjzf 47 10 , , , cord-351030-jqqxqjzf 47 11 estimate estimate VB cord-351030-jqqxqjzf 47 12 the the DT cord-351030-jqqxqjzf 47 13 time time NN cord-351030-jqqxqjzf 47 14 for for IN cord-351030-jqqxqjzf 47 15 lifting lift VBG cord-351030-jqqxqjzf 47 16 the the DT cord-351030-jqqxqjzf 47 17 blockade blockade NN cord-351030-jqqxqjzf 47 18 , , , cord-351030-jqqxqjzf 47 19 and and CC cord-351030-jqqxqjzf 47 20 provide provide VB cord-351030-jqqxqjzf 47 21 effective effective JJ cord-351030-jqqxqjzf 47 22 evidence evidence NN cord-351030-jqqxqjzf 47 23 to to TO cord-351030-jqqxqjzf 47 24 avoid avoid VB cord-351030-jqqxqjzf 47 25 serious serious JJ cord-351030-jqqxqjzf 47 26 outbreaks outbreak NNS cord-351030-jqqxqjzf 47 27 and and CC cord-351030-jqqxqjzf 47 28 economic economic JJ cord-351030-jqqxqjzf 47 29 losses loss NNS cord-351030-jqqxqjzf 47 30 . . . cord-351030-jqqxqjzf 48 1 All all DT cord-351030-jqqxqjzf 48 2 rights right NNS cord-351030-jqqxqjzf 48 3 reserved reserve VBN cord-351030-jqqxqjzf 48 4 . . . cord-351030-jqqxqjzf 49 1 No no DT cord-351030-jqqxqjzf 49 2 reuse reuse NN cord-351030-jqqxqjzf 49 3 allowed allow VBN cord-351030-jqqxqjzf 49 4 without without IN cord-351030-jqqxqjzf 49 5 permission permission NN cord-351030-jqqxqjzf 49 6 . . . cord-351030-jqqxqjzf 50 1 ( ( -LRB- cord-351030-jqqxqjzf 50 2 which which WDT cord-351030-jqqxqjzf 50 3 was be VBD cord-351030-jqqxqjzf 50 4 not not RB cord-351030-jqqxqjzf 50 5 certified certify VBN cord-351030-jqqxqjzf 50 6 by by IN cord-351030-jqqxqjzf 50 7 peer peer NN cord-351030-jqqxqjzf 50 8 review review NN cord-351030-jqqxqjzf 50 9 ) ) -RRB- cord-351030-jqqxqjzf 50 10 is be VBZ cord-351030-jqqxqjzf 50 11 the the DT cord-351030-jqqxqjzf 50 12 author author NN cord-351030-jqqxqjzf 50 13 / / SYM cord-351030-jqqxqjzf 50 14 funder funder NN cord-351030-jqqxqjzf 50 15 , , , cord-351030-jqqxqjzf 50 16 who who WP cord-351030-jqqxqjzf 50 17 has have VBZ cord-351030-jqqxqjzf 50 18 granted grant VBN cord-351030-jqqxqjzf 50 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 50 20 a a DT cord-351030-jqqxqjzf 50 21 license license NN cord-351030-jqqxqjzf 50 22 to to TO cord-351030-jqqxqjzf 50 23 display display VB cord-351030-jqqxqjzf 50 24 the the DT cord-351030-jqqxqjzf 50 25 preprint preprint NN cord-351030-jqqxqjzf 50 26 in in IN cord-351030-jqqxqjzf 50 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 50 28 . . . cord-351030-jqqxqjzf 50 29 _SP cord-351030-jqqxqjzf 51 1 The the DT cord-351030-jqqxqjzf 51 2 real real JJ cord-351030-jqqxqjzf 51 3 epidemic epidemic NN cord-351030-jqqxqjzf 51 4 data datum NNS cord-351030-jqqxqjzf 51 5 set set VBN cord-351030-jqqxqjzf 51 6 used use VBN cord-351030-jqqxqjzf 51 7 in in IN cord-351030-jqqxqjzf 51 8 this this DT cord-351030-jqqxqjzf 51 9 article article NN cord-351030-jqqxqjzf 51 10 mainly mainly RB cord-351030-jqqxqjzf 51 11 comes come VBZ cord-351030-jqqxqjzf 51 12 from from IN cord-351030-jqqxqjzf 51 13 the the DT cord-351030-jqqxqjzf 51 14 website website NN cord-351030-jqqxqjzf 51 15 : : : cord-351030-jqqxqjzf 51 16 https://github.com/ https://github.com/ ADD cord-351030-jqqxqjzf 52 1 BlankerL blankerl NN cord-351030-jqqxqjzf 53 1 /DXY /DXY . cord-351030-jqqxqjzf 53 2 - - : cord-351030-jqqxqjzf 53 3 COVID-19-Data,Including covid-19-data,include VBG cord-351030-jqqxqjzf 53 4 the the DT cord-351030-jqqxqjzf 53 5 cumulative cumulative JJ cord-351030-jqqxqjzf 53 6 number number NN cord-351030-jqqxqjzf 53 7 of of IN cord-351030-jqqxqjzf 53 8 confirmed confirm VBN cord-351030-jqqxqjzf 53 9 cases case NNS cord-351030-jqqxqjzf 53 10 and and CC cord-351030-jqqxqjzf 53 11 cumulative cumulative JJ cord-351030-jqqxqjzf 53 12 number number NN cord-351030-jqqxqjzf 53 13 of of IN cord-351030-jqqxqjzf 53 14 cured cure VBN cord-351030-jqqxqjzf 53 15 cases case NNS cord-351030-jqqxqjzf 53 16 from from IN cord-351030-jqqxqjzf 53 17 January January NNP cord-351030-jqqxqjzf 53 18 19 19 CD cord-351030-jqqxqjzf 53 19 to to IN cord-351030-jqqxqjzf 53 20 April April NNP cord-351030-jqqxqjzf 53 21 2 2 CD cord-351030-jqqxqjzf 53 22 , , , cord-351030-jqqxqjzf 53 23 2020 2020 CD cord-351030-jqqxqjzf 53 24 . . . cord-351030-jqqxqjzf 54 1 This this DT cord-351030-jqqxqjzf 54 2 article article NN cord-351030-jqqxqjzf 54 3 uses use VBZ cord-351030-jqqxqjzf 54 4 a a DT cord-351030-jqqxqjzf 54 5 Gaussian gaussian JJ cord-351030-jqqxqjzf 54 6 graph graph NN cord-351030-jqqxqjzf 54 7 model model NN cord-351030-jqqxqjzf 54 8 based base VBN cord-351030-jqqxqjzf 54 9 on on IN cord-351030-jqqxqjzf 54 10 Lasso Lasso NNP cord-351030-jqqxqjzf 54 11 to to TO cord-351030-jqqxqjzf 54 12 construct construct VB cord-351030-jqqxqjzf 54 13 an an DT cord-351030-jqqxqjzf 54 14 international international JJ cord-351030-jqqxqjzf 54 15 epidemic epidemic NN cord-351030-jqqxqjzf 54 16 spread spread NN cord-351030-jqqxqjzf 54 17 network network NN cord-351030-jqqxqjzf 54 18 . . . cord-351030-jqqxqjzf 55 1 We -PRON- PRP cord-351030-jqqxqjzf 55 2 use use VBP cord-351030-jqqxqjzf 55 3 a a DT cord-351030-jqqxqjzf 55 4 Neighborhood Neighborhood NNP cord-351030-jqqxqjzf 55 5 selection selection NN cord-351030-jqqxqjzf 55 6 strategy strategy NN cord-351030-jqqxqjzf 55 7 to to TO cord-351030-jqqxqjzf 55 8 solve solve VB cord-351030-jqqxqjzf 55 9 the the DT cord-351030-jqqxqjzf 55 10 covariance covariance NN cord-351030-jqqxqjzf 55 11 selection selection NN cord-351030-jqqxqjzf 55 12 problem problem NN cord-351030-jqqxqjzf 55 13 . . . cord-351030-jqqxqjzf 56 1 The the DT cord-351030-jqqxqjzf 56 2 specific specific JJ cord-351030-jqqxqjzf 56 3 model model NN cord-351030-jqqxqjzf 56 4 is be VBZ cord-351030-jqqxqjzf 56 5 as as IN cord-351030-jqqxqjzf 56 6 follows follow VBZ cord-351030-jqqxqjzf 56 7 : : : cord-351030-jqqxqjzf 57 1 Consider consider VB cord-351030-jqqxqjzf 57 2 n n JJ cord-351030-jqqxqjzf 57 3 - - JJ cord-351030-jqqxqjzf 57 4 dimensional dimensional JJ cord-351030-jqqxqjzf 57 5 multivariate multivariate NN cord-351030-jqqxqjzf 57 6 normally normally RB cord-351030-jqqxqjzf 57 7 distributed distribute VBD cord-351030-jqqxqjzf 57 8 random random JJ cord-351030-jqqxqjzf 57 9 variables variable NNS cord-351030-jqqxqjzf 57 10 = = , cord-351030-jqqxqjzf 57 11 ( ( -LRB- cord-351030-jqqxqjzf 57 12 1 1 CD cord-351030-jqqxqjzf 57 13 , , , cord-351030-jqqxqjzf 57 14 ⋯⋯ ⋯⋯ NNS cord-351030-jqqxqjzf 57 15 ) ) -RRB- cord-351030-jqqxqjzf 57 16 ∼ ∼ NNP cord-351030-jqqxqjzf 57 17 , , , cord-351030-jqqxqjzf 57 18 ∑ ∑ NNP cord-351030-jqqxqjzf 57 19 .This .This NNP cord-351030-jqqxqjzf 57 20 includes include VBZ cord-351030-jqqxqjzf 57 21 Gaussian gaussian JJ cord-351030-jqqxqjzf 57 22 linear linear JJ cord-351030-jqqxqjzf 57 23 models model NNS cord-351030-jqqxqjzf 57 24 , , , cord-351030-jqqxqjzf 57 25 for for IN cord-351030-jqqxqjzf 57 26 example example NN cord-351030-jqqxqjzf 57 27 , , , cord-351030-jqqxqjzf 57 28 1 1 CD cord-351030-jqqxqjzf 57 29 is be VBZ cord-351030-jqqxqjzf 57 30 the the DT cord-351030-jqqxqjzf 57 31 response response NN cord-351030-jqqxqjzf 57 32 variable variable NN cord-351030-jqqxqjzf 57 33 , , , cord-351030-jqqxqjzf 57 34 Neighborhood neighborhood NN cord-351030-jqqxqjzf 57 35 selection selection NN cord-351030-jqqxqjzf 57 36 can can MD cord-351030-jqqxqjzf 57 37 be be VB cord-351030-jqqxqjzf 57 38 used use VBN cord-351030-jqqxqjzf 57 39 as as IN cord-351030-jqqxqjzf 57 40 a a DT cord-351030-jqqxqjzf 57 41 standard standard JJ cord-351030-jqqxqjzf 57 42 regression regression NN cord-351030-jqqxqjzf 57 43 problem problem NN cord-351030-jqqxqjzf 57 44 . . . cord-351030-jqqxqjzf 58 1 It -PRON- PRP cord-351030-jqqxqjzf 58 2 can can MD cord-351030-jqqxqjzf 58 3 be be VB cord-351030-jqqxqjzf 58 4 effectively effectively RB cord-351030-jqqxqjzf 58 5 solved solve VBN cord-351030-jqqxqjzf 58 6 by by IN cord-351030-jqqxqjzf 58 7 Lasso Lasso NNP cord-351030-jqqxqjzf 58 8 [ [ -LRB- cord-351030-jqqxqjzf 58 9 7 7 CD cord-351030-jqqxqjzf 58 10 ] ] -RRB- cord-351030-jqqxqjzf 58 11 , , , cord-351030-jqqxqjzf 58 12 as as IN cord-351030-jqqxqjzf 58 13 shown show VBN cord-351030-jqqxqjzf 58 14 in in IN cord-351030-jqqxqjzf 58 15 this this DT cord-351030-jqqxqjzf 58 16 article article NN cord-351030-jqqxqjzf 58 17 . . . cord-351030-jqqxqjzf 59 1 All all DT cord-351030-jqqxqjzf 59 2 rights right NNS cord-351030-jqqxqjzf 59 3 reserved reserve VBN cord-351030-jqqxqjzf 59 4 . . . cord-351030-jqqxqjzf 60 1 No no DT cord-351030-jqqxqjzf 60 2 reuse reuse NN cord-351030-jqqxqjzf 60 3 allowed allow VBN cord-351030-jqqxqjzf 60 4 without without IN cord-351030-jqqxqjzf 60 5 permission permission NN cord-351030-jqqxqjzf 60 6 . . . cord-351030-jqqxqjzf 61 1 ( ( -LRB- cord-351030-jqqxqjzf 61 2 which which WDT cord-351030-jqqxqjzf 61 3 was be VBD cord-351030-jqqxqjzf 61 4 not not RB cord-351030-jqqxqjzf 61 5 certified certify VBN cord-351030-jqqxqjzf 61 6 by by IN cord-351030-jqqxqjzf 61 7 peer peer NN cord-351030-jqqxqjzf 61 8 review review NN cord-351030-jqqxqjzf 61 9 ) ) -RRB- cord-351030-jqqxqjzf 61 10 is be VBZ cord-351030-jqqxqjzf 61 11 the the DT cord-351030-jqqxqjzf 61 12 author author NN cord-351030-jqqxqjzf 61 13 / / SYM cord-351030-jqqxqjzf 61 14 funder funder NN cord-351030-jqqxqjzf 61 15 , , , cord-351030-jqqxqjzf 61 16 who who WP cord-351030-jqqxqjzf 61 17 has have VBZ cord-351030-jqqxqjzf 61 18 granted grant VBN cord-351030-jqqxqjzf 61 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 61 20 a a DT cord-351030-jqqxqjzf 61 21 license license NN cord-351030-jqqxqjzf 61 22 to to TO cord-351030-jqqxqjzf 61 23 display display VB cord-351030-jqqxqjzf 61 24 the the DT cord-351030-jqqxqjzf 61 25 preprint preprint NN cord-351030-jqqxqjzf 61 26 in in IN cord-351030-jqqxqjzf 61 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 61 28 . . . cord-351030-jqqxqjzf 62 1 The the DT cord-351030-jqqxqjzf 62 2 copyright copyright NN cord-351030-jqqxqjzf 62 3 holder holder NN cord-351030-jqqxqjzf 62 4 for for IN cord-351030-jqqxqjzf 62 5 this this DT cord-351030-jqqxqjzf 62 6 preprint preprint NN cord-351030-jqqxqjzf 62 7 this this DT cord-351030-jqqxqjzf 62 8 version version NN cord-351030-jqqxqjzf 62 9 posted post VBN cord-351030-jqqxqjzf 62 10 May May NNP cord-351030-jqqxqjzf 62 11 16 16 CD cord-351030-jqqxqjzf 62 12 , , , cord-351030-jqqxqjzf 62 13 2020 2020 CD cord-351030-jqqxqjzf 62 14 . . . cord-351030-jqqxqjzf 62 15 . . . cord-351030-jqqxqjzf 63 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 63 2 . . . cord-351030-jqqxqjzf 64 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 64 2 doi doi NN cord-351030-jqqxqjzf 64 3 : : : cord-351030-jqqxqjzf 65 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 65 2 preprint preprint NNP cord-351030-jqqxqjzf 66 1 For for IN cord-351030-jqqxqjzf 66 2 sparse sparse JJ cord-351030-jqqxqjzf 66 3 high high JJ cord-351030-jqqxqjzf 66 4 - - HYPH cord-351030-jqqxqjzf 66 5 dimensional dimensional JJ cord-351030-jqqxqjzf 66 6 graphs graph NNS cord-351030-jqqxqjzf 66 7 , , , cord-351030-jqqxqjzf 66 8 the the DT cord-351030-jqqxqjzf 66 9 consistency consistency NN cord-351030-jqqxqjzf 66 10 of of IN cord-351030-jqqxqjzf 66 11 the the DT cord-351030-jqqxqjzf 66 12 proposed propose VBN cord-351030-jqqxqjzf 66 13 neighborhood neighborhood NN cord-351030-jqqxqjzf 66 14 selection selection NN cord-351030-jqqxqjzf 66 15 will will MD cord-351030-jqqxqjzf 66 16 be be VB cord-351030-jqqxqjzf 66 17 shown show VBN cord-351030-jqqxqjzf 66 18 , , , cord-351030-jqqxqjzf 66 19 the the DT cord-351030-jqqxqjzf 66 20 number number NN cord-351030-jqqxqjzf 66 21 of of IN cord-351030-jqqxqjzf 66 22 variables variable NNS cord-351030-jqqxqjzf 66 23 may may MD cord-351030-jqqxqjzf 66 24 increase increase VB cord-351030-jqqxqjzf 66 25 with with IN cord-351030-jqqxqjzf 66 26 any any DT cord-351030-jqqxqjzf 66 27 power power NN cord-351030-jqqxqjzf 66 28 of of IN cord-351030-jqqxqjzf 66 29 the the DT cord-351030-jqqxqjzf 66 30 number number NN cord-351030-jqqxqjzf 66 31 of of IN cord-351030-jqqxqjzf 66 32 observations observation NNS cord-351030-jqqxqjzf 66 33 ( ( -LRB- cord-351030-jqqxqjzf 66 34 high high JJ cord-351030-jqqxqjzf 66 35 - - HYPH cord-351030-jqqxqjzf 66 36 dimensional dimensional JJ cord-351030-jqqxqjzf 66 37 ) ) -RRB- cord-351030-jqqxqjzf 66 38 , , , cord-351030-jqqxqjzf 66 39 and and CC cord-351030-jqqxqjzf 66 40 the the DT cord-351030-jqqxqjzf 66 41 number number NN cord-351030-jqqxqjzf 66 42 of of IN cord-351030-jqqxqjzf 66 43 neighbors neighbor NNS cord-351030-jqqxqjzf 66 44 of of IN cord-351030-jqqxqjzf 66 45 any any DT cord-351030-jqqxqjzf 66 46 variable variable NN cord-351030-jqqxqjzf 66 47 is be VBZ cord-351030-jqqxqjzf 66 48 the the DT cord-351030-jqqxqjzf 66 49 slowest slow JJS cord-351030-jqqxqjzf 66 50 than than IN cord-351030-jqqxqjzf 66 51 the the DT cord-351030-jqqxqjzf 66 52 number number NN cord-351030-jqqxqjzf 66 53 of of IN cord-351030-jqqxqjzf 66 54 observations observation NNS cord-351030-jqqxqjzf 66 55 ( ( -LRB- cord-351030-jqqxqjzf 66 56 sparseness sparseness NN cord-351030-jqqxqjzf 66 57 ) ) -RRB- cord-351030-jqqxqjzf 66 58 . . . cord-351030-jqqxqjzf 67 1 Neighborhood neighborhood NN cord-351030-jqqxqjzf 67 2 selection selection NN cord-351030-jqqxqjzf 67 3 . . . cord-351030-jqqxqjzf 68 1 As as IN cord-351030-jqqxqjzf 68 2 we -PRON- PRP cord-351030-jqqxqjzf 68 3 all all DT cord-351030-jqqxqjzf 68 4 know know VBP cord-351030-jqqxqjzf 68 5 , , , cord-351030-jqqxqjzf 68 6 Lasso Lasso NNP cord-351030-jqqxqjzf 68 7 [ [ -LRB- cord-351030-jqqxqjzf 68 8 7 7 CD cord-351030-jqqxqjzf 68 9 ] ] -RRB- cord-351030-jqqxqjzf 68 10 proposed propose VBN cord-351030-jqqxqjzf 68 11 by by IN cord-351030-jqqxqjzf 68 12 Tibshirani Tibshirani NNP cord-351030-jqqxqjzf 68 13 et et NNP cord-351030-jqqxqjzf 68 14 . . . cord-351030-jqqxqjzf 69 1 Al Al NNP cord-351030-jqqxqjzf 69 2 . . . cord-351030-jqqxqjzf 70 1 , , , cord-351030-jqqxqjzf 70 2 In in IN cord-351030-jqqxqjzf 70 3 the the DT cord-351030-jqqxqjzf 70 4 context context NN cord-351030-jqqxqjzf 70 5 of of IN cord-351030-jqqxqjzf 70 6 wavelet wavelet JJ cord-351030-jqqxqjzf 70 7 regression regression NN cord-351030-jqqxqjzf 70 8 [ [ -LRB- cord-351030-jqqxqjzf 70 9 8 8 CD cord-351030-jqqxqjzf 70 10 ] ] -RRB- cord-351030-jqqxqjzf 70 11 , , , cord-351030-jqqxqjzf 70 12 it -PRON- PRP cord-351030-jqqxqjzf 70 13 is be VBZ cord-351030-jqqxqjzf 70 14 called call VBN cord-351030-jqqxqjzf 70 15 basic basic JJ cord-351030-jqqxqjzf 70 16 pursuit pursuit NN cord-351030-jqqxqjzf 70 17 and and CC cord-351030-jqqxqjzf 70 18 has have VBZ cord-351030-jqqxqjzf 70 19 simplicity simplicity NN cord-351030-jqqxqjzf 70 20 [ [ -LRB- cord-351030-jqqxqjzf 70 21 8 8 CD cord-351030-jqqxqjzf 70 22 ] ] -RRB- cord-351030-jqqxqjzf 70 23 .When .When . cord-351030-jqqxqjzf 71 1 the the DT cord-351030-jqqxqjzf 71 2 forecast forecast NN cord-351030-jqqxqjzf 71 3 has have VBZ cord-351030-jqqxqjzf 71 4 all all DT cord-351030-jqqxqjzf 71 5 remaining remain VBG cord-351030-jqqxqjzf 71 6 variables variable NNS cord-351030-jqqxqjzf 71 7 ; ; : cord-351030-jqqxqjzf 71 8 Γ\ Γ\ NNP cord-351030-jqqxqjzf 71 9 \ \ NN cord-351030-jqqxqjzf 71 10 . . . cord-351030-jqqxqjzf 72 1 The the DT cord-351030-jqqxqjzf 72 2 estimated estimate VBN cord-351030-jqqxqjzf 72 3 value value NN cord-351030-jqqxqjzf 72 4 of of IN cord-351030-jqqxqjzf 72 5 the the DT cord-351030-jqqxqjzf 72 6 disappeared disappeared JJ cord-351030-jqqxqjzf 72 7 lasso lasso NN cord-351030-jqqxqjzf 72 8 coefficient coefficient NN cord-351030-jqqxqjzf 72 9 asymptotically asymptotically RB cord-351030-jqqxqjzf 72 10 identifies identify VBZ cord-351030-jqqxqjzf 72 11 the the DT cord-351030-jqqxqjzf 72 12 neighborhood neighborhood NN cord-351030-jqqxqjzf 72 13 of of IN cord-351030-jqqxqjzf 72 14 node node NN cord-351030-jqqxqjzf 72 15 a a DT cord-351030-jqqxqjzf 72 16 in in IN cord-351030-jqqxqjzf 72 17 the the DT cord-351030-jqqxqjzf 72 18 graph graph NN cord-351030-jqqxqjzf 72 19 , , , cord-351030-jqqxqjzf 72 20 as as IN cord-351030-jqqxqjzf 72 21 shown show VBN cord-351030-jqqxqjzf 72 22 below below RB cord-351030-jqqxqjzf 72 23 . . . cord-351030-jqqxqjzf 73 1 Let let VB cord-351030-jqqxqjzf 73 2 × × NN cord-351030-jqqxqjzf 73 3 dimensional dimensional JJ cord-351030-jqqxqjzf 73 4 matrix matrix NN cord-351030-jqqxqjzf 73 5 contain contain VBP cord-351030-jqqxqjzf 73 6 independent independent JJ cord-351030-jqqxqjzf 73 7 observations observation NNS cord-351030-jqqxqjzf 73 8 . . . cord-351030-jqqxqjzf 74 1 Therefore therefore RB cord-351030-jqqxqjzf 74 2 , , , cord-351030-jqqxqjzf 74 3 for for IN cord-351030-jqqxqjzf 74 4 all all DT cord-351030-jqqxqjzf 74 5 Γ Γ NNP cord-351030-jqqxqjzf 74 6 , , , cord-351030-jqqxqjzf 74 7 Column column NN cord-351030-jqqxqjzf 74 8 corresponds correspond VBZ cord-351030-jqqxqjzf 74 9 to to IN cord-351030-jqqxqjzf 74 10 a a DT cord-351030-jqqxqjzf 74 11 vector vector NN cord-351030-jqqxqjzf 74 12 of of IN cord-351030-jqqxqjzf 74 13 independent independent JJ cord-351030-jqqxqjzf 74 14 observations observation NNS cord-351030-jqqxqjzf 74 15 . . . cord-351030-jqqxqjzf 75 1 Let let VB cord-351030-jqqxqjzf 75 2 • • NNP cord-351030-jqqxqjzf 75 3 , , , cord-351030-jqqxqjzf 75 4 • • NNP cord-351030-jqqxqjzf 75 5 be be VB cord-351030-jqqxqjzf 75 6 the the DT cord-351030-jqqxqjzf 75 7 usual usual JJ cord-351030-jqqxqjzf 75 8 inner inner JJ cord-351030-jqqxqjzf 75 9 product product NN cord-351030-jqqxqjzf 75 10 on on IN cord-351030-jqqxqjzf 75 11 Rn Rn NNP cord-351030-jqqxqjzf 75 12 , , , cord-351030-jqqxqjzf 75 13 and and CC cord-351030-jqqxqjzf 75 14 • • NNP cord-351030-jqqxqjzf 75 15 2 2 CD cord-351030-jqqxqjzf 75 16 is be VBZ cord-351030-jqqxqjzf 75 17 the the DT cord-351030-jqqxqjzf 75 18 corresponding correspond VBG cord-351030-jqqxqjzf 75 19 norm norm NN cord-351030-jqqxqjzf 75 20 [ [ -LRB- cord-351030-jqqxqjzf 75 21 9 9 CD cord-351030-jqqxqjzf 75 22 ] ] -RRB- cord-351030-jqqxqjzf 75 23 . . . cord-351030-jqqxqjzf 76 1 Lasso Lasso NNP cord-351030-jqqxqjzf 76 2 estimates estimate VBZ cord-351030-jqqxqjzf 76 3 the the DT cord-351030-jqqxqjzf 76 4 formula formula NN cord-351030-jqqxqjzf 76 5 of of IN cord-351030-jqqxqjzf 76 6 in in IN cord-351030-jqqxqjzf 76 7 , , , cord-351030-jqqxqjzf 76 8 as as IN cord-351030-jqqxqjzf 76 9 formula formula NN cord-351030-jqqxqjzf 76 10 ( ( -LRB- cord-351030-jqqxqjzf 76 11 1 1 CD cord-351030-jqqxqjzf 76 12 ) ) -RRB- cord-351030-jqqxqjzf 76 13 : : : cord-351030-jqqxqjzf 76 14 Is be VBZ cord-351030-jqqxqjzf 76 15 the the DT cord-351030-jqqxqjzf 76 16 1 1 CD cord-351030-jqqxqjzf 76 17 norm norm NN cord-351030-jqqxqjzf 76 18 of of IN cord-351030-jqqxqjzf 76 19 the the DT cord-351030-jqqxqjzf 76 20 coefficient coefficient NN cord-351030-jqqxqjzf 76 21 vector vector NN cord-351030-jqqxqjzf 76 22 . . . cord-351030-jqqxqjzf 77 1 It -PRON- PRP cord-351030-jqqxqjzf 77 2 is be VBZ cord-351030-jqqxqjzf 77 3 recommended recommend VBN cord-351030-jqqxqjzf 77 4 to to TO cord-351030-jqqxqjzf 77 5 normalize normalize VB cord-351030-jqqxqjzf 77 6 all all DT cord-351030-jqqxqjzf 77 7 variables variable NNS cord-351030-jqqxqjzf 77 8 to to IN cord-351030-jqqxqjzf 77 9 a a DT cord-351030-jqqxqjzf 77 10 common common JJ cord-351030-jqqxqjzf 77 11 empirical empirical JJ cord-351030-jqqxqjzf 77 12 variance variance NN cord-351030-jqqxqjzf 77 13 in in IN cord-351030-jqqxqjzf 77 14 the the DT cord-351030-jqqxqjzf 77 15 above above JJ cord-351030-jqqxqjzf 77 16 formula formula NN cord-351030-jqqxqjzf 77 17 . . . cord-351030-jqqxqjzf 78 1 The the DT cord-351030-jqqxqjzf 78 2 solution solution NN cord-351030-jqqxqjzf 78 3 of of IN cord-351030-jqqxqjzf 78 4 the the DT cord-351030-jqqxqjzf 78 5 above above JJ cord-351030-jqqxqjzf 78 6 formula formula NN cord-351030-jqqxqjzf 78 7 is be VBZ cord-351030-jqqxqjzf 78 8 not not RB cord-351030-jqqxqjzf 78 9 necessarily necessarily RB cord-351030-jqqxqjzf 78 10 unique unique JJ cord-351030-jqqxqjzf 78 11 . . . cord-351030-jqqxqjzf 79 1 However however RB cord-351030-jqqxqjzf 79 2 , , , cord-351030-jqqxqjzf 79 3 if if IN cord-351030-jqqxqjzf 79 4 the the DT cord-351030-jqqxqjzf 79 5 uniqueness uniqueness NN cord-351030-jqqxqjzf 79 6 fails fail VBZ cord-351030-jqqxqjzf 79 7 , , , cord-351030-jqqxqjzf 79 8 the the DT cord-351030-jqqxqjzf 79 9 solution solution NN cord-351030-jqqxqjzf 79 10 set set NN cord-351030-jqqxqjzf 79 11 is be VBZ cord-351030-jqqxqjzf 79 12 still still RB cord-351030-jqqxqjzf 79 13 convex convex JJ cord-351030-jqqxqjzf 79 14 , , , cord-351030-jqqxqjzf 79 15 and and CC cord-351030-jqqxqjzf 79 16 all all DT cord-351030-jqqxqjzf 79 17 of of IN cord-351030-jqqxqjzf 79 18 our -PRON- PRP$ cord-351030-jqqxqjzf 79 19 results result NNS cord-351030-jqqxqjzf 79 20 on on IN cord-351030-jqqxqjzf 79 21 the the DT cord-351030-jqqxqjzf 79 22 neighborhood neighborhood NN cord-351030-jqqxqjzf 79 23 apply apply VB cord-351030-jqqxqjzf 79 24 to to IN cord-351030-jqqxqjzf 79 25 any any DT cord-351030-jqqxqjzf 79 26 solution solution NN cord-351030-jqqxqjzf 79 27 of of IN cord-351030-jqqxqjzf 79 28 the the DT cord-351030-jqqxqjzf 79 29 above above JJ cord-351030-jqqxqjzf 79 30 formula formula NN cord-351030-jqqxqjzf 79 31 . . . cord-351030-jqqxqjzf 80 1 Other other JJ cord-351030-jqqxqjzf 80 2 regression regression NN cord-351030-jqqxqjzf 80 3 estimates estimate NNS cord-351030-jqqxqjzf 80 4 based base VBN cord-351030-jqqxqjzf 80 5 on on IN cord-351030-jqqxqjzf 80 6 the the DT cord-351030-jqqxqjzf 80 7 norm norm NN cord-351030-jqqxqjzf 80 8 have have VBP cord-351030-jqqxqjzf 80 9 been be VBN cord-351030-jqqxqjzf 80 10 proposed propose VBN cord-351030-jqqxqjzf 80 11 , , , cord-351030-jqqxqjzf 80 12 where where WRB cord-351030-jqqxqjzf 80 13 is be VBZ cord-351030-jqqxqjzf 80 14 usually usually RB cord-351030-jqqxqjzf 80 15 in in IN cord-351030-jqqxqjzf 80 16 the the DT cord-351030-jqqxqjzf 80 17 range range NN cord-351030-jqqxqjzf 80 18 [ [ -LRB- cord-351030-jqqxqjzf 80 19 0,2 0,2 CD cord-351030-jqqxqjzf 80 20 ] ] -RRB- cord-351030-jqqxqjzf 81 1 ( ( -LRB- cord-351030-jqqxqjzf 81 2 reference reference NN cord-351030-jqqxqjzf 81 3 [ [ -LRB- cord-351030-jqqxqjzf 81 4 10 10 CD cord-351030-jqqxqjzf 81 5 ] ] -RRB- cord-351030-jqqxqjzf 81 6 ) ) -RRB- cord-351030-jqqxqjzf 81 7 . . . cord-351030-jqqxqjzf 82 1 A a DT cord-351030-jqqxqjzf 82 2 value value NN cord-351030-jqqxqjzf 82 3 of of IN cord-351030-jqqxqjzf 82 4 = = SYM cord-351030-jqqxqjzf 82 5 2 2 CD cord-351030-jqqxqjzf 82 6 will will MD cord-351030-jqqxqjzf 82 7 result result VB cord-351030-jqqxqjzf 82 8 in in IN cord-351030-jqqxqjzf 82 9 a a DT cord-351030-jqqxqjzf 82 10 ridge ridge NN cord-351030-jqqxqjzf 82 11 estimate estimate NN cord-351030-jqqxqjzf 82 12 and and CC cord-351030-jqqxqjzf 82 13 = = NFP cord-351030-jqqxqjzf 83 1 t t NNP cord-351030-jqqxqjzf 83 2 corresponds correspond VBZ cord-351030-jqqxqjzf 83 3 to to IN cord-351030-jqqxqjzf 83 4 the the DT cord-351030-jqqxqjzf 83 5 traditional traditional JJ cord-351030-jqqxqjzf 83 6 model model NN cord-351030-jqqxqjzf 83 7 selection selection NN cord-351030-jqqxqjzf 83 8 . . . cord-351030-jqqxqjzf 84 1 As as IN cord-351030-jqqxqjzf 84 2 we -PRON- PRP cord-351030-jqqxqjzf 84 3 all all DT cord-351030-jqqxqjzf 84 4 know know VBP cord-351030-jqqxqjzf 84 5 , , , cord-351030-jqqxqjzf 84 6 only only RB cord-351030-jqqxqjzf 84 7 when when WRB cord-351030-jqqxqjzf 84 8 1 1 CD cord-351030-jqqxqjzf 84 9 , , , cord-351030-jqqxqjzf 84 10 the the DT cord-351030-jqqxqjzf 84 11 estimated estimate VBN cord-351030-jqqxqjzf 84 12 value value NN cord-351030-jqqxqjzf 84 13 has have VBZ cord-351030-jqqxqjzf 84 14 a a DT cord-351030-jqqxqjzf 84 15 parsimony parsimony NN cord-351030-jqqxqjzf 84 16 property property NN cord-351030-jqqxqjzf 84 17 ( ( -LRB- cord-351030-jqqxqjzf 84 18 some some DT cord-351030-jqqxqjzf 84 19 components component NNS cord-351030-jqqxqjzf 84 20 happen happen VBP cord-351030-jqqxqjzf 84 21 to to TO cord-351030-jqqxqjzf 84 22 be be VB cord-351030-jqqxqjzf 84 23 zero zero CD cord-351030-jqqxqjzf 84 24 ) ) -RRB- cord-351030-jqqxqjzf 84 25 , , , cord-351030-jqqxqjzf 84 26 For for IN cord-351030-jqqxqjzf 84 27 ≥ ≥ CD cord-351030-jqqxqjzf 84 28 1 1 CD cord-351030-jqqxqjzf 84 29 , , , cord-351030-jqqxqjzf 84 30 the the DT cord-351030-jqqxqjzf 84 31 optimization optimization NN cord-351030-jqqxqjzf 84 32 problem problem NN cord-351030-jqqxqjzf 84 33 in in IN cord-351030-jqqxqjzf 84 34 the the DT cord-351030-jqqxqjzf 84 35 above above JJ cord-351030-jqqxqjzf 84 36 formula formula NN cord-351030-jqqxqjzf 84 37 is be VBZ cord-351030-jqqxqjzf 84 38 only only RB cord-351030-jqqxqjzf 84 39 convex convex JJ cord-351030-jqqxqjzf 84 40 . . . cord-351030-jqqxqjzf 85 1 Therefore therefore RB cord-351030-jqqxqjzf 85 2 , , , cord-351030-jqqxqjzf 85 3 the the DT cord-351030-jqqxqjzf 85 4 minimization minimization NN cord-351030-jqqxqjzf 85 5 of of IN cord-351030-jqqxqjzf 85 6 empirical empirical JJ cord-351030-jqqxqjzf 85 7 risk risk NN cord-351030-jqqxqjzf 85 8 constrained constrain VBN cord-351030-jqqxqjzf 85 9 by by IN cord-351030-jqqxqjzf 85 10 1 1 CD cord-351030-jqqxqjzf 85 11 occupies occupy VBZ cord-351030-jqqxqjzf 85 12 unique unique JJ cord-351030-jqqxqjzf 85 13 position position NN cord-351030-jqqxqjzf 85 14 , , , cord-351030-jqqxqjzf 85 15 Due due IN cord-351030-jqqxqjzf 85 16 to to IN cord-351030-jqqxqjzf 85 17 = = SYM cord-351030-jqqxqjzf 85 18 1 1 CD cord-351030-jqqxqjzf 85 19 is be VBZ cord-351030-jqqxqjzf 85 20 the the DT cord-351030-jqqxqjzf 85 21 only only JJ cord-351030-jqqxqjzf 85 22 value value NN cord-351030-jqqxqjzf 85 23 of of IN cord-351030-jqqxqjzf 85 24 , , , cord-351030-jqqxqjzf 85 25 the the DT cord-351030-jqqxqjzf 85 26 variable variable JJ cord-351030-jqqxqjzf 85 27 selection selection NN cord-351030-jqqxqjzf 85 28 is be VBZ cord-351030-jqqxqjzf 85 29 performed perform VBN cord-351030-jqqxqjzf 85 30 on on IN cord-351030-jqqxqjzf 85 31 this this DT cord-351030-jqqxqjzf 85 32 value value NN cord-351030-jqqxqjzf 85 33 , , , cord-351030-jqqxqjzf 85 34 and and CC cord-351030-jqqxqjzf 85 35 the the DT cord-351030-jqqxqjzf 85 36 optimization optimization NN cord-351030-jqqxqjzf 85 37 problem problem NN cord-351030-jqqxqjzf 85 38 is be VBZ cord-351030-jqqxqjzf 85 39 still still RB cord-351030-jqqxqjzf 85 40 convex convex JJ cord-351030-jqqxqjzf 85 41 , , , cord-351030-jqqxqjzf 85 42 so so CC cord-351030-jqqxqjzf 85 43 it -PRON- PRP cord-351030-jqqxqjzf 85 44 is be VBZ cord-351030-jqqxqjzf 85 45 feasible feasible JJ cord-351030-jqqxqjzf 85 46 for for IN cord-351030-jqqxqjzf 85 47 high high JJ cord-351030-jqqxqjzf 85 48 - - HYPH cord-351030-jqqxqjzf 85 49 dimensional dimensional JJ cord-351030-jqqxqjzf 85 50 problems problem NNS cord-351030-jqqxqjzf 85 51 . . . cord-351030-jqqxqjzf 86 1 The the DT cord-351030-jqqxqjzf 86 2 neighborhood neighborhood NN cord-351030-jqqxqjzf 86 3 estimate estimate NN cord-351030-jqqxqjzf 86 4 ( ( -LRB- cord-351030-jqqxqjzf 86 5 parameterized parameterize VBN cord-351030-jqqxqjzf 86 6 by by IN cord-351030-jqqxqjzf 86 7 λ λ NN cord-351030-jqqxqjzf 86 8 ) ) -RRB- cord-351030-jqqxqjzf 86 9 is be VBZ cord-351030-jqqxqjzf 86 10 defined define VBN cord-351030-jqqxqjzf 86 11 by by IN cord-351030-jqqxqjzf 86 12 the the DT cord-351030-jqqxqjzf 86 13 nonzero nonzero NN cord-351030-jqqxqjzf 86 14 coefficient coefficient NN cord-351030-jqqxqjzf 86 15 estimate estimate NN cord-351030-jqqxqjzf 86 16 of of IN cord-351030-jqqxqjzf 86 17 1 1 CD cord-351030-jqqxqjzf 86 18 penalty penalty NN cord-351030-jqqxqjzf 86 19 regression regression NN cord-351030-jqqxqjzf 86 20 as as IN cord-351030-jqqxqjzf 86 21 formula formula NN cord-351030-jqqxqjzf 86 22 ( ( -LRB- cord-351030-jqqxqjzf 86 23 2 2 CD cord-351030-jqqxqjzf 86 24 ) ) -RRB- cord-351030-jqqxqjzf 86 25 : : : cord-351030-jqqxqjzf 86 26 All all DT cord-351030-jqqxqjzf 86 27 rights right NNS cord-351030-jqqxqjzf 86 28 reserved reserve VBN cord-351030-jqqxqjzf 86 29 . . . cord-351030-jqqxqjzf 87 1 No no DT cord-351030-jqqxqjzf 87 2 reuse reuse NN cord-351030-jqqxqjzf 87 3 allowed allow VBN cord-351030-jqqxqjzf 87 4 without without IN cord-351030-jqqxqjzf 87 5 permission permission NN cord-351030-jqqxqjzf 87 6 . . . cord-351030-jqqxqjzf 88 1 ( ( -LRB- cord-351030-jqqxqjzf 88 2 which which WDT cord-351030-jqqxqjzf 88 3 was be VBD cord-351030-jqqxqjzf 88 4 not not RB cord-351030-jqqxqjzf 88 5 certified certify VBN cord-351030-jqqxqjzf 88 6 by by IN cord-351030-jqqxqjzf 88 7 peer peer NN cord-351030-jqqxqjzf 88 8 review review NN cord-351030-jqqxqjzf 88 9 ) ) -RRB- cord-351030-jqqxqjzf 88 10 is be VBZ cord-351030-jqqxqjzf 88 11 the the DT cord-351030-jqqxqjzf 88 12 author author NN cord-351030-jqqxqjzf 88 13 / / SYM cord-351030-jqqxqjzf 88 14 funder funder NN cord-351030-jqqxqjzf 88 15 , , , cord-351030-jqqxqjzf 88 16 who who WP cord-351030-jqqxqjzf 88 17 has have VBZ cord-351030-jqqxqjzf 88 18 granted grant VBN cord-351030-jqqxqjzf 88 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 88 20 a a DT cord-351030-jqqxqjzf 88 21 license license NN cord-351030-jqqxqjzf 88 22 to to TO cord-351030-jqqxqjzf 88 23 display display VB cord-351030-jqqxqjzf 88 24 the the DT cord-351030-jqqxqjzf 88 25 preprint preprint NN cord-351030-jqqxqjzf 88 26 in in IN cord-351030-jqqxqjzf 88 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 88 28 . . . cord-351030-jqqxqjzf 88 29 _SP cord-351030-jqqxqjzf 89 1 Therefore therefore RB cord-351030-jqqxqjzf 89 2 , , , cord-351030-jqqxqjzf 89 3 each each DT cord-351030-jqqxqjzf 89 4 choice choice NN cord-351030-jqqxqjzf 89 5 of of IN cord-351030-jqqxqjzf 89 6 penalty penalty NN cord-351030-jqqxqjzf 89 7 parameter parameter NN cord-351030-jqqxqjzf 89 8 λ λ NN cord-351030-jqqxqjzf 89 9 specifies specify VBZ cord-351030-jqqxqjzf 89 10 the the DT cord-351030-jqqxqjzf 89 11 estimate estimate NN cord-351030-jqqxqjzf 89 12 of of IN cord-351030-jqqxqjzf 89 13 the the DT cord-351030-jqqxqjzf 89 14 neighborhood neighborhood NN cord-351030-jqqxqjzf 89 15 of of IN cord-351030-jqqxqjzf 89 16 node node NN cord-351030-jqqxqjzf 89 17 Γ Γ NNP cord-351030-jqqxqjzf 89 18 , , , cord-351030-jqqxqjzf 89 19 and and CC cord-351030-jqqxqjzf 89 20 the the DT cord-351030-jqqxqjzf 89 21 rest rest NN cord-351030-jqqxqjzf 89 22 is be VBZ cord-351030-jqqxqjzf 89 23 to to TO cord-351030-jqqxqjzf 89 24 choose choose VB cord-351030-jqqxqjzf 89 25 the the DT cord-351030-jqqxqjzf 89 26 appropriate appropriate JJ cord-351030-jqqxqjzf 89 27 penalty penalty NN cord-351030-jqqxqjzf 89 28 parameter parameter NN cord-351030-jqqxqjzf 89 29 . . . cord-351030-jqqxqjzf 90 1 A a DT cord-351030-jqqxqjzf 90 2 larger large JJR cord-351030-jqqxqjzf 90 3 penalty penalty NN cord-351030-jqqxqjzf 90 4 value value NN cord-351030-jqqxqjzf 90 5 tends tend VBZ cord-351030-jqqxqjzf 90 6 to to TO cord-351030-jqqxqjzf 90 7 reduce reduce VB cord-351030-jqqxqjzf 90 8 the the DT cord-351030-jqqxqjzf 90 9 size size NN cord-351030-jqqxqjzf 90 10 of of IN cord-351030-jqqxqjzf 90 11 the the DT cord-351030-jqqxqjzf 90 12 estimated estimate VBN cord-351030-jqqxqjzf 90 13 set set NN cord-351030-jqqxqjzf 90 14 , , , cord-351030-jqqxqjzf 90 15 and and CC cord-351030-jqqxqjzf 90 16 if if IN cord-351030-jqqxqjzf 90 17 the the DT cord-351030-jqqxqjzf 90 18 value value NN cord-351030-jqqxqjzf 90 19 of of IN cord-351030-jqqxqjzf 90 20 λ λ NN cord-351030-jqqxqjzf 90 21 decreases decrease VBZ cord-351030-jqqxqjzf 90 22 , , , cord-351030-jqqxqjzf 90 23 usually usually RB cord-351030-jqqxqjzf 90 24 more more JJR cord-351030-jqqxqjzf 90 25 variables variable NNS cord-351030-jqqxqjzf 90 26 are be VBP cord-351030-jqqxqjzf 90 27 included include VBN cord-351030-jqqxqjzf 90 28 in in IN cord-351030-jqqxqjzf 90 29 the the DT cord-351030-jqqxqjzf 90 30 estimated estimate VBN cord-351030-jqqxqjzf 90 31 value value NN cord-351030-jqqxqjzf 90 32 . . . cord-351030-jqqxqjzf 91 1 Predict predict VB cord-351030-jqqxqjzf 91 2 Oracle Oracle NNP cord-351030-jqqxqjzf 91 3 solutions solution NNS cord-351030-jqqxqjzf 91 4 . . . cord-351030-jqqxqjzf 92 1 A a DT cord-351030-jqqxqjzf 92 2 seemingly seemingly RB cord-351030-jqqxqjzf 92 3 useful useful JJ cord-351030-jqqxqjzf 92 4 choice choice NN cord-351030-jqqxqjzf 92 5 of of IN cord-351030-jqqxqjzf 92 6 penalty penalty NN cord-351030-jqqxqjzf 92 7 parameters parameter NNS cord-351030-jqqxqjzf 92 8 is be VBZ cord-351030-jqqxqjzf 92 9 ( ( -LRB- cord-351030-jqqxqjzf 92 10 unavailable unavailable JJ cord-351030-jqqxqjzf 92 11 ) ) -RRB- cord-351030-jqqxqjzf 92 12 to to TO cord-351030-jqqxqjzf 92 13 predict predict VB cord-351030-jqqxqjzf 92 14 the the DT cord-351030-jqqxqjzf 92 15 oracle oracle NNP cord-351030-jqqxqjzf 92 16 value value NN cord-351030-jqqxqjzf 92 17 as as IN cord-351030-jqqxqjzf 92 18 formula formula NN cord-351030-jqqxqjzf 92 19 ( ( -LRB- cord-351030-jqqxqjzf 92 20 3 3 CD cord-351030-jqqxqjzf 92 21 ) ) -RRB- cord-351030-jqqxqjzf 92 22 : : : cord-351030-jqqxqjzf 92 23 Expectation expectation NN cord-351030-jqqxqjzf 92 24 is be VBZ cord-351030-jqqxqjzf 92 25 understood understand VBN cord-351030-jqqxqjzf 92 26 to to TO cord-351030-jqqxqjzf 92 27 be be VB cord-351030-jqqxqjzf 92 28 about about IN cord-351030-jqqxqjzf 92 29 the the DT cord-351030-jqqxqjzf 92 30 new new JJ cord-351030-jqqxqjzf 92 31 , , , cord-351030-jqqxqjzf 92 32 which which WDT cord-351030-jqqxqjzf 92 33 has have VBZ cord-351030-jqqxqjzf 92 34 nothing nothing NN cord-351030-jqqxqjzf 92 35 to to TO cord-351030-jqqxqjzf 92 36 do do VB cord-351030-jqqxqjzf 92 37 with with IN cord-351030-jqqxqjzf 92 38 the the DT cord-351030-jqqxqjzf 92 39 samples sample NNS cord-351030-jqqxqjzf 92 40 that that WDT cord-351030-jqqxqjzf 92 41 estimate estimate NN cord-351030-jqqxqjzf 92 42 , , , cord-351030-jqqxqjzf 92 43 . . . cord-351030-jqqxqjzf 93 1 The the DT cord-351030-jqqxqjzf 93 2 prediction prediction NN cord-351030-jqqxqjzf 93 3 penalty penalty NN cord-351030-jqqxqjzf 93 4 minimizes minimize VBZ cord-351030-jqqxqjzf 93 5 the the DT cord-351030-jqqxqjzf 93 6 prediction prediction NN cord-351030-jqqxqjzf 93 7 risk risk NN cord-351030-jqqxqjzf 93 8 in in IN cord-351030-jqqxqjzf 93 9 all all DT cord-351030-jqqxqjzf 93 10 Lasso Lasso NNP cord-351030-jqqxqjzf 93 11 estimates estimate NNS cord-351030-jqqxqjzf 93 12 . . . cord-351030-jqqxqjzf 94 1 The the DT cord-351030-jqqxqjzf 94 2 h h NN cord-351030-jqqxqjzf 94 3 m m NN cord-351030-jqqxqjzf 94 4 estimate estimate NN cord-351030-jqqxqjzf 94 5 is be VBZ cord-351030-jqqxqjzf 94 6 obtained obtain VBN cord-351030-jqqxqjzf 94 7 by by IN cord-351030-jqqxqjzf 94 8 selecting select VBG cord-351030-jqqxqjzf 94 9 m m NNP cord-351030-jqqxqjzf 94 10 for for IN cord-351030-jqqxqjzf 94 11 cross cross NN cord-351030-jqqxqjzf 94 12 - - NN cord-351030-jqqxqjzf 94 13 validation validation NN cord-351030-jqqxqjzf 94 14 . . . cord-351030-jqqxqjzf 95 1 Shao Shao NNP cord-351030-jqqxqjzf 95 2 [ [ -LRB- cord-351030-jqqxqjzf 95 3 11 11 CD cord-351030-jqqxqjzf 95 4 ] ] -RRB- cord-351030-jqqxqjzf 95 5 showed show VBD cord-351030-jqqxqjzf 95 6 that that IN cord-351030-jqqxqjzf 95 7 for for IN cord-351030-jqqxqjzf 95 8 a a DT cord-351030-jqqxqjzf 95 9 10-penalty 10-penalty CD cord-351030-jqqxqjzf 95 10 return return NN cord-351030-jqqxqjzf 95 11 . . . cord-351030-jqqxqjzf 96 1 The the DT cord-351030-jqqxqjzf 96 2 cross cross NN cord-351030-jqqxqjzf 96 3 - - JJ cord-351030-jqqxqjzf 96 4 validation validation JJ cord-351030-jqqxqjzf 96 5 selection selection NN cord-351030-jqqxqjzf 96 6 of of IN cord-351030-jqqxqjzf 96 7 penalty penalty NN cord-351030-jqqxqjzf 96 8 parameters parameter NNS cord-351030-jqqxqjzf 96 9 is be VBZ cord-351030-jqqxqjzf 96 10 consistent consistent JJ cord-351030-jqqxqjzf 96 11 with with IN cord-351030-jqqxqjzf 96 12 the the DT cord-351030-jqqxqjzf 96 13 model model NN cord-351030-jqqxqjzf 96 14 selection selection NN cord-351030-jqqxqjzf 96 15 of of IN cord-351030-jqqxqjzf 96 16 the the DT cord-351030-jqqxqjzf 96 17 verification verification NN cord-351030-jqqxqjzf 96 18 set set VBN cord-351030-jqqxqjzf 96 19 size size NN cord-351030-jqqxqjzf 96 20 under under IN cord-351030-jqqxqjzf 96 21 certain certain JJ cord-351030-jqqxqjzf 96 22 conditions condition NNS cord-351030-jqqxqjzf 96 23 . . . cord-351030-jqqxqjzf 97 1 Predict predict VB cord-351030-jqqxqjzf 97 2 that that IN cord-351030-jqqxqjzf 97 3 the the DT cord-351030-jqqxqjzf 97 4 Oracle Oracle NNP cord-351030-jqqxqjzf 97 5 solution solution NN cord-351030-jqqxqjzf 97 6 will will MD cord-351030-jqqxqjzf 97 7 not not RB cord-351030-jqqxqjzf 97 8 lead lead VB cord-351030-jqqxqjzf 97 9 to to IN cord-351030-jqqxqjzf 97 10 consistent consistent JJ cord-351030-jqqxqjzf 97 11 model model NN cord-351030-jqqxqjzf 97 12 selection selection NN cord-351030-jqqxqjzf 97 13 for for IN cord-351030-jqqxqjzf 97 14 Lasso Lasso NNP cord-351030-jqqxqjzf 97 15 . . . cord-351030-jqqxqjzf 98 1 In in IN cord-351030-jqqxqjzf 98 2 ∑ ∑ NNP cord-351030-jqqxqjzf 98 3 = = SYM cord-351030-jqqxqjzf 98 4 ∑ ∑ NNP cord-351030-jqqxqjzf 98 5 = = NNP cord-351030-jqqxqjzf 98 6 . . . cord-351030-jqqxqjzf 99 1 For for IN cord-351030-jqqxqjzf 99 2 some some DT cord-351030-jqqxqjzf 99 3 t t XX cord-351030-jqqxqjzf 99 4 < < XX cord-351030-jqqxqjzf 99 5 < < XX cord-351030-jqqxqjzf 99 6 1 1 CD cord-351030-jqqxqjzf 99 7 and and CC cord-351030-jqqxqjzf 99 8 all all DT cord-351030-jqqxqjzf 99 9 . . . cord-351030-jqqxqjzf 100 1 Under under IN cord-351030-jqqxqjzf 100 2 the the DT cord-351030-jqqxqjzf 100 3 prediction prediction NN cord-351030-jqqxqjzf 100 4 oracle oracle NNP cord-351030-jqqxqjzf 100 5 penalty penalty NNP cord-351030-jqqxqjzf 100 6 , , , cord-351030-jqqxqjzf 100 7 the the DT cord-351030-jqqxqjzf 100 8 probability probability NN cord-351030-jqqxqjzf 100 9 of of IN cord-351030-jqqxqjzf 100 10 choosing choose VBG cord-351030-jqqxqjzf 100 11 the the DT cord-351030-jqqxqjzf 100 12 wrong wrong JJ cord-351030-jqqxqjzf 100 13 neighborhood neighborhood NN cord-351030-jqqxqjzf 100 14 for for IN cord-351030-jqqxqjzf 100 15 node node NN cord-351030-jqqxqjzf 100 16 converges converge VBZ cord-351030-jqqxqjzf 100 17 to to IN cord-351030-jqqxqjzf 100 18 1 1 CD cord-351030-jqqxqjzf 100 19 as as IN cord-351030-jqqxqjzf 100 20 formula formula NN cord-351030-jqqxqjzf 100 21 ( ( -LRB- cord-351030-jqqxqjzf 100 22 4 4 CD cord-351030-jqqxqjzf 100 23 ) ) -RRB- cord-351030-jqqxqjzf 100 24 : : : cord-351030-jqqxqjzf 101 1 From from IN cord-351030-jqqxqjzf 101 2 the the DT cord-351030-jqqxqjzf 101 3 proof proof NN cord-351030-jqqxqjzf 101 4 of of IN cord-351030-jqqxqjzf 101 5 Proposition Proposition NNP cord-351030-jqqxqjzf 101 6 1 1 CD cord-351030-jqqxqjzf 101 7 , , , cord-351030-jqqxqjzf 101 8 it -PRON- PRP cord-351030-jqqxqjzf 101 9 can can MD cord-351030-jqqxqjzf 101 10 be be VB cord-351030-jqqxqjzf 101 11 concluded conclude VBN cord-351030-jqqxqjzf 101 12 that that IN cord-351030-jqqxqjzf 101 13 many many JJ cord-351030-jqqxqjzf 101 14 noise noise NN cord-351030-jqqxqjzf 101 15 variables variable NNS cord-351030-jqqxqjzf 101 16 are be VBP cord-351030-jqqxqjzf 101 17 included include VBN cord-351030-jqqxqjzf 101 18 in in IN cord-351030-jqqxqjzf 101 19 the the DT cord-351030-jqqxqjzf 101 20 prediction prediction NN cord-351030-jqqxqjzf 101 21 of of IN cord-351030-jqqxqjzf 101 22 the the DT cord-351030-jqqxqjzf 101 23 neighborhood neighborhood NN cord-351030-jqqxqjzf 101 24 of of IN cord-351030-jqqxqjzf 101 25 the the DT cord-351030-jqqxqjzf 101 26 Oracle Oracle NNP cord-351030-jqqxqjzf 101 27 solution solution NN cord-351030-jqqxqjzf 101 28 . . . cord-351030-jqqxqjzf 102 1 In in IN cord-351030-jqqxqjzf 102 2 fact fact NN cord-351030-jqqxqjzf 102 3 , , , cord-351030-jqqxqjzf 102 4 for for IN cord-351030-jqqxqjzf 102 5 a a DT cord-351030-jqqxqjzf 102 6 fixed fix VBN cord-351030-jqqxqjzf 102 7 number number NN cord-351030-jqqxqjzf 102 8 of of IN cord-351030-jqqxqjzf 102 9 variables variable NNS cord-351030-jqqxqjzf 102 10 , , , cord-351030-jqqxqjzf 102 11 the the DT cord-351030-jqqxqjzf 102 12 possibility possibility NN cord-351030-jqqxqjzf 102 13 of of IN cord-351030-jqqxqjzf 102 14 including include VBG cord-351030-jqqxqjzf 102 15 noise noise NN cord-351030-jqqxqjzf 102 16 variables variable NNS cord-351030-jqqxqjzf 102 17 in in IN cord-351030-jqqxqjzf 102 18 prediction prediction NN cord-351030-jqqxqjzf 102 19 predictions prediction NNS cord-351030-jqqxqjzf 102 20 will will MD cord-351030-jqqxqjzf 102 21 not not RB cord-351030-jqqxqjzf 102 22 even even RB cord-351030-jqqxqjzf 102 23 disappear disappear VB cord-351030-jqqxqjzf 102 24 gradually gradually RB cord-351030-jqqxqjzf 102 25 . . . cord-351030-jqqxqjzf 103 1 If if IN cord-351030-jqqxqjzf 103 2 the the DT cord-351030-jqqxqjzf 103 3 selected select VBN cord-351030-jqqxqjzf 103 4 penalty penalty NN cord-351030-jqqxqjzf 103 5 is be VBZ cord-351030-jqqxqjzf 103 6 greater great JJR cord-351030-jqqxqjzf 103 7 than than IN cord-351030-jqqxqjzf 103 8 the the DT cord-351030-jqqxqjzf 103 9 predicted predict VBN cord-351030-jqqxqjzf 103 10 optimal optimal JJ cord-351030-jqqxqjzf 103 11 value value NN cord-351030-jqqxqjzf 103 12 , , , cord-351030-jqqxqjzf 103 13 then then RB cord-351030-jqqxqjzf 103 14 Lasso Lasso NNP cord-351030-jqqxqjzf 103 15 can can MD cord-351030-jqqxqjzf 103 16 be be VB cord-351030-jqqxqjzf 103 17 used use VBN cord-351030-jqqxqjzf 103 18 for for IN cord-351030-jqqxqjzf 103 19 consistent consistent JJ cord-351030-jqqxqjzf 103 20 neighborhood neighborhood NN cord-351030-jqqxqjzf 103 21 selection selection NN cord-351030-jqqxqjzf 103 22 . . . cord-351030-jqqxqjzf 104 1 All all DT cord-351030-jqqxqjzf 104 2 rights right NNS cord-351030-jqqxqjzf 104 3 reserved reserve VBN cord-351030-jqqxqjzf 104 4 . . . cord-351030-jqqxqjzf 105 1 No no DT cord-351030-jqqxqjzf 105 2 reuse reuse NN cord-351030-jqqxqjzf 105 3 allowed allow VBN cord-351030-jqqxqjzf 105 4 without without IN cord-351030-jqqxqjzf 105 5 permission permission NN cord-351030-jqqxqjzf 105 6 . . . cord-351030-jqqxqjzf 106 1 ( ( -LRB- cord-351030-jqqxqjzf 106 2 which which WDT cord-351030-jqqxqjzf 106 3 was be VBD cord-351030-jqqxqjzf 106 4 not not RB cord-351030-jqqxqjzf 106 5 certified certify VBN cord-351030-jqqxqjzf 106 6 by by IN cord-351030-jqqxqjzf 106 7 peer peer NN cord-351030-jqqxqjzf 106 8 review review NN cord-351030-jqqxqjzf 106 9 ) ) -RRB- cord-351030-jqqxqjzf 106 10 is be VBZ cord-351030-jqqxqjzf 106 11 the the DT cord-351030-jqqxqjzf 106 12 author author NN cord-351030-jqqxqjzf 106 13 / / SYM cord-351030-jqqxqjzf 106 14 funder funder NN cord-351030-jqqxqjzf 106 15 , , , cord-351030-jqqxqjzf 106 16 who who WP cord-351030-jqqxqjzf 106 17 has have VBZ cord-351030-jqqxqjzf 106 18 granted grant VBN cord-351030-jqqxqjzf 106 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 106 20 a a DT cord-351030-jqqxqjzf 106 21 license license NN cord-351030-jqqxqjzf 106 22 to to TO cord-351030-jqqxqjzf 106 23 display display VB cord-351030-jqqxqjzf 106 24 the the DT cord-351030-jqqxqjzf 106 25 preprint preprint NN cord-351030-jqqxqjzf 106 26 in in IN cord-351030-jqqxqjzf 106 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 106 28 . . . cord-351030-jqqxqjzf 107 1 does do VBZ cord-351030-jqqxqjzf 107 2 not not RB cord-351030-jqqxqjzf 107 3 need need VB cord-351030-jqqxqjzf 107 4 to to TO cord-351030-jqqxqjzf 107 5 set set VB cord-351030-jqqxqjzf 107 6 the the DT cord-351030-jqqxqjzf 107 7 learning learning NN cord-351030-jqqxqjzf 107 8 rate rate NN cord-351030-jqqxqjzf 107 9 . . . cord-351030-jqqxqjzf 108 1 However however RB cord-351030-jqqxqjzf 108 2 , , , cord-351030-jqqxqjzf 108 3 there there EX cord-351030-jqqxqjzf 108 4 is be VBZ cord-351030-jqqxqjzf 108 5 an an DT cord-351030-jqqxqjzf 108 6 additional additional JJ cord-351030-jqqxqjzf 108 7 regularization regularization NN cord-351030-jqqxqjzf 108 8 parameter parameter NN cord-351030-jqqxqjzf 108 9 C c NN cord-351030-jqqxqjzf 108 10 than than IN cord-351030-jqqxqjzf 108 11 the the DT cord-351030-jqqxqjzf 108 12 perceptron perceptron NN cord-351030-jqqxqjzf 108 13 . . . cord-351030-jqqxqjzf 109 1 Similar similar JJ cord-351030-jqqxqjzf 109 2 to to IN cord-351030-jqqxqjzf 109 3 most most JJS cord-351030-jqqxqjzf 109 4 regression regression NN cord-351030-jqqxqjzf 109 5 algorithms algorithm NNS cord-351030-jqqxqjzf 109 6 , , , cord-351030-jqqxqjzf 109 7 the the DT cord-351030-jqqxqjzf 109 8 purpose purpose NN cord-351030-jqqxqjzf 109 9 of of IN cord-351030-jqqxqjzf 109 10 Passive Passive NNP cord-351030-jqqxqjzf 109 11 Aggressive Aggressive NNP cord-351030-jqqxqjzf 109 12 Algorithms Algorithms NNP cord-351030-jqqxqjzf 109 13 is be VBZ cord-351030-jqqxqjzf 109 14 to to TO cord-351030-jqqxqjzf 109 15 use use VB cord-351030-jqqxqjzf 109 16 training training NN cord-351030-jqqxqjzf 109 17 samples sample NNS cord-351030-jqqxqjzf 109 18 to to TO cord-351030-jqqxqjzf 109 19 learn learn VB cord-351030-jqqxqjzf 109 20 relevant relevant JJ cord-351030-jqqxqjzf 109 21 parameters parameter NNS cord-351030-jqqxqjzf 109 22 to to TO cord-351030-jqqxqjzf 109 23 minimize minimize VB cord-351030-jqqxqjzf 109 24 the the DT cord-351030-jqqxqjzf 109 25 value value NN cord-351030-jqqxqjzf 109 26 of of IN cord-351030-jqqxqjzf 109 27 the the DT cord-351030-jqqxqjzf 109 28 loss loss NN cord-351030-jqqxqjzf 109 29 function function NN cord-351030-jqqxqjzf 109 30 [ [ -LRB- cord-351030-jqqxqjzf 109 31 12 12 CD cord-351030-jqqxqjzf 109 32 ] ] -RRB- cord-351030-jqqxqjzf 109 33 . . . cord-351030-jqqxqjzf 110 1 In in IN cord-351030-jqqxqjzf 110 2 the the DT cord-351030-jqqxqjzf 110 3 learning learning NN cord-351030-jqqxqjzf 110 4 of of IN cord-351030-jqqxqjzf 110 5 training training NN cord-351030-jqqxqjzf 110 6 samples sample NNS cord-351030-jqqxqjzf 110 7 ( ( -LRB- cord-351030-jqqxqjzf 110 8 ‫,ݔ‬ǡ ‫,ݔ‬ǡ NNP cord-351030-jqqxqjzf 110 9 ) ) -RRB- cord-351030-jqqxqjzf 110 10 one one CD cord-351030-jqqxqjzf 110 11 by by IN cord-351030-jqqxqjzf 110 12 one one CD cord-351030-jqqxqjzf 110 13 , , , cord-351030-jqqxqjzf 110 14 Passive Passive NNP cord-351030-jqqxqjzf 110 15 Aggressive Aggressive NNP cord-351030-jqqxqjzf 110 16 Algorithms Algorithms NNP cord-351030-jqqxqjzf 110 17 uses use VBZ cord-351030-jqqxqjzf 110 18 stochastic stochastic JJ cord-351030-jqqxqjzf 110 19 gradient gradient NN cord-351030-jqqxqjzf 110 20 algorithms algorithm NNS cord-351030-jqqxqjzf 110 21 to to TO cord-351030-jqqxqjzf 110 22 update update VB cord-351030-jqqxqjzf 110 23 parameters parameter NNS cord-351030-jqqxqjzf 110 24 . . . cord-351030-jqqxqjzf 111 1 First first RB cord-351030-jqqxqjzf 111 2 , , , cord-351030-jqqxqjzf 111 3 the the DT cord-351030-jqqxqjzf 111 4 gradient gradient NN cord-351030-jqqxqjzf 111 5 ∇ ∇ NNP cord-351030-jqqxqjzf 111 6 of of IN cord-351030-jqqxqjzf 111 7 the the DT cord-351030-jqqxqjzf 111 8 loss loss NN cord-351030-jqqxqjzf 111 9 J J NNP cord-351030-jqqxqjzf 111 10 associated associate VBD cord-351030-jqqxqjzf 111 11 with with IN cord-351030-jqqxqjzf 111 12 the the DT cord-351030-jqqxqjzf 111 13 newly newly RB cord-351030-jqqxqjzf 111 14 input input JJ cord-351030-jqqxqjzf 111 15 training training NN cord-351030-jqqxqjzf 111 16 samples sample NNS cord-351030-jqqxqjzf 111 17 ( ( -LRB- cord-351030-jqqxqjzf 111 18 ‫,ݔ‬ǡ ‫,ݔ‬ǡ NNP cord-351030-jqqxqjzf 111 19 ) ) -RRB- cord-351030-jqqxqjzf 111 20 is be VBZ cord-351030-jqqxqjzf 111 21 obtained obtain VBN cord-351030-jqqxqjzf 111 22 . . . cord-351030-jqqxqjzf 112 1 Then then RB cord-351030-jqqxqjzf 112 2 update update VB cord-351030-jqqxqjzf 112 3 the the DT cord-351030-jqqxqjzf 112 4 parameter parameter NN cord-351030-jqqxqjzf 112 5 in in IN cord-351030-jqqxqjzf 112 6 the the DT cord-351030-jqqxqjzf 112 7 direction direction NN cord-351030-jqqxqjzf 112 8 of of IN cord-351030-jqqxqjzf 112 9 gradient gradient NN cord-351030-jqqxqjzf 112 10 descent descent NN cord-351030-jqqxqjzf 112 11 as as IN cord-351030-jqqxqjzf 112 12 formula formula NN cord-351030-jqqxqjzf 112 13 ( ( -LRB- cord-351030-jqqxqjzf 112 14 5 5 CD cord-351030-jqqxqjzf 112 15 ) ) -RRB- cord-351030-jqqxqjzf 112 16 : : : cord-351030-jqqxqjzf 112 17 In in IN cord-351030-jqqxqjzf 112 18 the the DT cord-351030-jqqxqjzf 112 19 probability probability NN cord-351030-jqqxqjzf 112 20 gradient gradient NN cord-351030-jqqxqjzf 112 21 descent descent NN cord-351030-jqqxqjzf 112 22 method method NN cord-351030-jqqxqjzf 112 23 , , , cord-351030-jqqxqjzf 112 24 When when WRB cord-351030-jqqxqjzf 112 25 the the DT cord-351030-jqqxqjzf 112 26 gradient gradient NN cord-351030-jqqxqjzf 112 27 descent descent NN cord-351030-jqqxqjzf 112 28 is be VBZ cord-351030-jqqxqjzf 112 29 too too RB cord-351030-jqqxqjzf 112 30 large large JJ cord-351030-jqqxqjzf 112 31 , , , cord-351030-jqqxqjzf 112 32 the the DT cord-351030-jqqxqjzf 112 33 learning learning NN cord-351030-jqqxqjzf 112 34 results result NNS cord-351030-jqqxqjzf 112 35 tend tend VBP cord-351030-jqqxqjzf 112 36 to to TO cord-351030-jqqxqjzf 112 37 be be VB cord-351030-jqqxqjzf 112 38 unstable unstable JJ cord-351030-jqqxqjzf 112 39 ; ; : cord-351030-jqqxqjzf 112 40 When when WRB cord-351030-jqqxqjzf 112 41 the the DT cord-351030-jqqxqjzf 112 42 gradient gradient NN cord-351030-jqqxqjzf 112 43 descent descent NN cord-351030-jqqxqjzf 112 44 is be VBZ cord-351030-jqqxqjzf 112 45 too too RB cord-351030-jqqxqjzf 112 46 small small JJ cord-351030-jqqxqjzf 112 47 , , , cord-351030-jqqxqjzf 112 48 it -PRON- PRP cord-351030-jqqxqjzf 112 49 will will MD cord-351030-jqqxqjzf 112 50 make make VB cord-351030-jqqxqjzf 112 51 the the DT cord-351030-jqqxqjzf 112 52 convergence convergence NN cord-351030-jqqxqjzf 112 53 rate rate NN cord-351030-jqqxqjzf 112 54 slower slow RBR cord-351030-jqqxqjzf 112 55 . . . cord-351030-jqqxqjzf 113 1 If if IN cord-351030-jqqxqjzf 113 2 researchers researcher NNS cord-351030-jqqxqjzf 113 3 can can MD cord-351030-jqqxqjzf 113 4 reasonably reasonably RB cord-351030-jqqxqjzf 113 5 choose choose VB cord-351030-jqqxqjzf 113 6 the the DT cord-351030-jqqxqjzf 113 7 loss loss NN cord-351030-jqqxqjzf 113 8 function function NN cord-351030-jqqxqjzf 113 9 . . . cord-351030-jqqxqjzf 114 1 It -PRON- PRP cord-351030-jqqxqjzf 114 2 can can MD cord-351030-jqqxqjzf 114 3 make make VB cord-351030-jqqxqjzf 114 4 the the DT cord-351030-jqqxqjzf 114 5 gradient gradient NN cord-351030-jqqxqjzf 114 6 drop drop VB cord-351030-jqqxqjzf 114 7 to to IN cord-351030-jqqxqjzf 114 8 the the DT cord-351030-jqqxqjzf 114 9 bottom bottom NN cord-351030-jqqxqjzf 114 10 of of IN cord-351030-jqqxqjzf 114 11 the the DT cord-351030-jqqxqjzf 114 12 valley valley NN cord-351030-jqqxqjzf 114 13 quickly quickly RB cord-351030-jqqxqjzf 114 14 . . . cord-351030-jqqxqjzf 115 1 Therefore therefore RB cord-351030-jqqxqjzf 115 2 , , , cord-351030-jqqxqjzf 115 3 a a DT cord-351030-jqqxqjzf 115 4 penalty penalty NN cord-351030-jqqxqjzf 115 5 coefficient coefficient NN cord-351030-jqqxqjzf 115 6 is be VBZ cord-351030-jqqxqjzf 115 7 generally generally RB cord-351030-jqqxqjzf 115 8 introduced introduce VBN cord-351030-jqqxqjzf 115 9 . . . cord-351030-jqqxqjzf 116 1 That that RB cord-351030-jqqxqjzf 116 2 is is RB cord-351030-jqqxqjzf 116 3 , , , cord-351030-jqqxqjzf 116 4 when when WRB cord-351030-jqqxqjzf 116 5 deviating deviate VBG cord-351030-jqqxqjzf 116 6 from from IN cord-351030-jqqxqjzf 116 7 the the DT cord-351030-jqqxqjzf 116 8 current current JJ cord-351030-jqqxqjzf 116 9 solution solution NN cord-351030-jqqxqjzf 116 10 , , , cord-351030-jqqxqjzf 116 11 make make VB cord-351030-jqqxqjzf 116 12 appropriate appropriate JJ cord-351030-jqqxqjzf 116 13 adjustments adjustment NNS cord-351030-jqqxqjzf 116 14 to to IN cord-351030-jqqxqjzf 116 15 the the DT cord-351030-jqqxqjzf 116 16 amount amount NN cord-351030-jqqxqjzf 116 17 of of IN cord-351030-jqqxqjzf 116 18 gradient gradient NN cord-351030-jqqxqjzf 116 19 descent descent NN cord-351030-jqqxqjzf 116 20 . . . cord-351030-jqqxqjzf 117 1 Therefore therefore RB cord-351030-jqqxqjzf 117 2 , , , cord-351030-jqqxqjzf 117 3 we -PRON- PRP cord-351030-jqqxqjzf 117 4 can can MD cord-351030-jqqxqjzf 117 5 get get VB cord-351030-jqqxqjzf 117 6 formula formula NN cord-351030-jqqxqjzf 117 7 ( ( -LRB- cord-351030-jqqxqjzf 117 8 6 6 CD cord-351030-jqqxqjzf 117 9 ) ) -RRB- cord-351030-jqqxqjzf 117 10 : : : cord-351030-jqqxqjzf 117 11 λ λ NN cord-351030-jqqxqjzf 117 12 is be VBZ cord-351030-jqqxqjzf 117 13 a a DT cord-351030-jqqxqjzf 117 14 positive positive JJ cord-351030-jqqxqjzf 117 15 scalar scalar NN cord-351030-jqqxqjzf 117 16 . . . cord-351030-jqqxqjzf 118 1 Such such PDT cord-351030-jqqxqjzf 118 2 a a DT cord-351030-jqqxqjzf 118 3 learning learning NN cord-351030-jqqxqjzf 118 4 method method NN cord-351030-jqqxqjzf 118 5 can can MD cord-351030-jqqxqjzf 118 6 effectively effectively RB cord-351030-jqqxqjzf 118 7 suppress suppress VB cord-351030-jqqxqjzf 118 8 the the DT cord-351030-jqqxqjzf 118 9 gradient gradient NN cord-351030-jqqxqjzf 118 10 descent descent NN cord-351030-jqqxqjzf 118 11 . . . cord-351030-jqqxqjzf 119 1 This this DT cord-351030-jqqxqjzf 119 2 Algorithms Algorithms NNP cord-351030-jqqxqjzf 119 3 is be VBZ cord-351030-jqqxqjzf 119 4 called call VBN cord-351030-jqqxqjzf 119 5 Passive Passive NNP cord-351030-jqqxqjzf 119 6 Aggressive Aggressive NNP cord-351030-jqqxqjzf 119 7 Algorithms Algorithms NNP cord-351030-jqqxqjzf 119 8 . . . cord-351030-jqqxqjzf 120 1 The the DT cord-351030-jqqxqjzf 120 2 specific specific JJ cord-351030-jqqxqjzf 120 3 algorithms algorithm NNS cord-351030-jqqxqjzf 120 4 of of IN cord-351030-jqqxqjzf 120 5 Passive Passive NNP cord-351030-jqqxqjzf 120 6 Aggressive Aggressive NNP cord-351030-jqqxqjzf 120 7 Algorithms Algorithms NNP cord-351030-jqqxqjzf 120 8 are be VBP cord-351030-jqqxqjzf 120 9 : : : cord-351030-jqqxqjzf 120 10 1 1 CD cord-351030-jqqxqjzf 120 11 . . . cord-351030-jqqxqjzf 121 1 Select select VB cord-351030-jqqxqjzf 121 2 the the DT cord-351030-jqqxqjzf 121 3 initial initial JJ cord-351030-jqqxqjzf 121 4 value value NN cord-351030-jqqxqjzf 121 5 , , , cord-351030-jqqxqjzf 121 6 t t NN cord-351030-jqqxqjzf 121 7 2 2 CD cord-351030-jqqxqjzf 121 8 . . . cord-351030-jqqxqjzf 122 1 Using use VBG cord-351030-jqqxqjzf 122 2 the the DT cord-351030-jqqxqjzf 122 3 newly newly RB cord-351030-jqqxqjzf 122 4 input input JJ cord-351030-jqqxqjzf 122 5 training training NN cord-351030-jqqxqjzf 122 6 samples sample NNS cord-351030-jqqxqjzf 122 7 ( ( -LRB- cord-351030-jqqxqjzf 122 8 x x SYM cord-351030-jqqxqjzf 122 9 , , , cord-351030-jqqxqjzf 122 10 y y NNP cord-351030-jqqxqjzf 122 11 ) ) -RRB- cord-351030-jqqxqjzf 122 12 , , , cord-351030-jqqxqjzf 122 13 formula formula NN cord-351030-jqqxqjzf 122 14 6 6 CD cord-351030-jqqxqjzf 122 15 is be VBZ cord-351030-jqqxqjzf 122 16 updated update VBN cord-351030-jqqxqjzf 122 17 for for IN cord-351030-jqqxqjzf 122 18 the the DT cord-351030-jqqxqjzf 122 19 parameter parameter NN cord-351030-jqqxqjzf 122 20 as as IN cord-351030-jqqxqjzf 122 21 formula formula NN cord-351030-jqqxqjzf 122 22 ( ( -LRB- cord-351030-jqqxqjzf 122 23 7 7 CD cord-351030-jqqxqjzf 122 24 ) ) -RRB- cord-351030-jqqxqjzf 122 25 . . . cord-351030-jqqxqjzf 123 1 3 3 LS cord-351030-jqqxqjzf 123 2 . . . cord-351030-jqqxqjzf 124 1 Repeat repeat VB cord-351030-jqqxqjzf 124 2 the the DT cord-351030-jqqxqjzf 124 3 second second JJ cord-351030-jqqxqjzf 124 4 step step NN cord-351030-jqqxqjzf 124 5 until until IN cord-351030-jqqxqjzf 124 6 convergence convergence NN cord-351030-jqqxqjzf 124 7 All all DT cord-351030-jqqxqjzf 124 8 rights right NNS cord-351030-jqqxqjzf 124 9 reserved reserve VBN cord-351030-jqqxqjzf 124 10 . . . cord-351030-jqqxqjzf 125 1 No no DT cord-351030-jqqxqjzf 125 2 reuse reuse NN cord-351030-jqqxqjzf 125 3 allowed allow VBN cord-351030-jqqxqjzf 125 4 without without IN cord-351030-jqqxqjzf 125 5 permission permission NN cord-351030-jqqxqjzf 125 6 . . . cord-351030-jqqxqjzf 126 1 ( ( -LRB- cord-351030-jqqxqjzf 126 2 which which WDT cord-351030-jqqxqjzf 126 3 was be VBD cord-351030-jqqxqjzf 126 4 not not RB cord-351030-jqqxqjzf 126 5 certified certify VBN cord-351030-jqqxqjzf 126 6 by by IN cord-351030-jqqxqjzf 126 7 peer peer NN cord-351030-jqqxqjzf 126 8 review review NN cord-351030-jqqxqjzf 126 9 ) ) -RRB- cord-351030-jqqxqjzf 126 10 is be VBZ cord-351030-jqqxqjzf 126 11 the the DT cord-351030-jqqxqjzf 126 12 author author NN cord-351030-jqqxqjzf 126 13 / / SYM cord-351030-jqqxqjzf 126 14 funder funder NN cord-351030-jqqxqjzf 126 15 , , , cord-351030-jqqxqjzf 126 16 who who WP cord-351030-jqqxqjzf 126 17 has have VBZ cord-351030-jqqxqjzf 126 18 granted grant VBN cord-351030-jqqxqjzf 126 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 126 20 a a DT cord-351030-jqqxqjzf 126 21 license license NN cord-351030-jqqxqjzf 126 22 to to TO cord-351030-jqqxqjzf 126 23 display display VB cord-351030-jqqxqjzf 126 24 the the DT cord-351030-jqqxqjzf 126 25 preprint preprint NN cord-351030-jqqxqjzf 126 26 in in IN cord-351030-jqqxqjzf 126 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 126 28 . . . cord-351030-jqqxqjzf 127 1 The the DT cord-351030-jqqxqjzf 127 2 copyright copyright NN cord-351030-jqqxqjzf 127 3 holder holder NN cord-351030-jqqxqjzf 127 4 for for IN cord-351030-jqqxqjzf 127 5 this this DT cord-351030-jqqxqjzf 127 6 preprint preprint NN cord-351030-jqqxqjzf 127 7 this this DT cord-351030-jqqxqjzf 127 8 version version NN cord-351030-jqqxqjzf 127 9 posted post VBN cord-351030-jqqxqjzf 127 10 May May NNP cord-351030-jqqxqjzf 127 11 16 16 CD cord-351030-jqqxqjzf 127 12 , , , cord-351030-jqqxqjzf 127 13 2020 2020 CD cord-351030-jqqxqjzf 127 14 . . . cord-351030-jqqxqjzf 127 15 . . . cord-351030-jqqxqjzf 128 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 128 2 . . . cord-351030-jqqxqjzf 129 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 129 2 doi doi NN cord-351030-jqqxqjzf 129 3 : : : cord-351030-jqqxqjzf 130 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 130 2 preprint preprint NNP cord-351030-jqqxqjzf 131 1 In in IN cord-351030-jqqxqjzf 131 2 the the DT cord-351030-jqqxqjzf 131 3 regression regression NN cord-351030-jqqxqjzf 131 4 problem problem NN cord-351030-jqqxqjzf 131 5 , , , cord-351030-jqqxqjzf 131 6 the the DT cord-351030-jqqxqjzf 131 7 function function NN cord-351030-jqqxqjzf 131 8 J J NNP cord-351030-jqqxqjzf 131 9 ( ( -LRB- cord-351030-jqqxqjzf 131 10 θ θ NNP cord-351030-jqqxqjzf 131 11 ) ) -RRB- cord-351030-jqqxqjzf 131 12 has have VBZ cord-351030-jqqxqjzf 131 13 two two CD cord-351030-jqqxqjzf 131 14 different different JJ cord-351030-jqqxqjzf 131 15 ways way NNS cord-351030-jqqxqjzf 131 16 : : : cord-351030-jqqxqjzf 131 17 using use VBG cord-351030-jqqxqjzf 131 18 1 1 CD cord-351030-jqqxqjzf 131 19 h݉ h݉ XX cord-351030-jqqxqjzf 131 20 and and CC cord-351030-jqqxqjzf 131 21 2 2 CD cord-351030-jqqxqjzf 131 22 h݉. h݉. NN cord-351030-jqqxqjzf 132 1 As as IN cord-351030-jqqxqjzf 132 2 shown show VBN cord-351030-jqqxqjzf 132 3 in in IN cord-351030-jqqxqjzf 132 4 formula formula NN cord-351030-jqqxqjzf 132 5 ( ( -LRB- cord-351030-jqqxqjzf 132 6 8 8 CD cord-351030-jqqxqjzf 132 7 - - SYM cord-351030-jqqxqjzf 132 8 9 9 CD cord-351030-jqqxqjzf 132 9 ) ) -RRB- cord-351030-jqqxqjzf 132 10 : : : cord-351030-jqqxqjzf 132 11 This this DT cord-351030-jqqxqjzf 132 12 article article NN cord-351030-jqqxqjzf 132 13 uses use VBZ cord-351030-jqqxqjzf 132 14 two two CD cord-351030-jqqxqjzf 132 15 regularizes regularize NNS cord-351030-jqqxqjzf 132 16 to to TO cord-351030-jqqxqjzf 132 17 establish establish VB cord-351030-jqqxqjzf 132 18 regression regression NN cord-351030-jqqxqjzf 132 19 models model NNS cord-351030-jqqxqjzf 132 20 respectively respectively RB cord-351030-jqqxqjzf 132 21 and and CC cord-351030-jqqxqjzf 132 22 uses use VBZ cord-351030-jqqxqjzf 132 23 data datum NNS cord-351030-jqqxqjzf 132 24 from from IN cord-351030-jqqxqjzf 132 25 countries country NNS cord-351030-jqqxqjzf 132 26 and and CC cord-351030-jqqxqjzf 132 27 regions region NNS cord-351030-jqqxqjzf 132 28 related relate VBN cord-351030-jqqxqjzf 132 29 to to IN cord-351030-jqqxqjzf 132 30 Hong Hong NNP cord-351030-jqqxqjzf 132 31 Kong Kong NNP cord-351030-jqqxqjzf 132 32 to to TO cord-351030-jqqxqjzf 132 33 fit fit VB cord-351030-jqqxqjzf 132 34 Hong Hong NNP cord-351030-jqqxqjzf 132 35 Kong Kong NNP cord-351030-jqqxqjzf 132 36 's 's POS cord-351030-jqqxqjzf 132 37 COV-19 COV-19 NNP cord-351030-jqqxqjzf 132 38 cumulative cumulative JJ cord-351030-jqqxqjzf 132 39 cases case NNS cord-351030-jqqxqjzf 132 40 data datum NNS cord-351030-jqqxqjzf 132 41 . . . cord-351030-jqqxqjzf 133 1 After after IN cord-351030-jqqxqjzf 133 2 establishing establish VBG cord-351030-jqqxqjzf 133 3 regression regression NN cord-351030-jqqxqjzf 133 4 models model NNS cord-351030-jqqxqjzf 133 5 using use VBG cord-351030-jqqxqjzf 133 6 known know VBN cord-351030-jqqxqjzf 133 7 data datum NNS cord-351030-jqqxqjzf 133 8 . . . cord-351030-jqqxqjzf 134 1 We -PRON- PRP cord-351030-jqqxqjzf 134 2 found find VBD cord-351030-jqqxqjzf 134 3 that that IN cord-351030-jqqxqjzf 134 4 most most JJS cord-351030-jqqxqjzf 134 5 areas area NNS cord-351030-jqqxqjzf 134 6 related relate VBN cord-351030-jqqxqjzf 134 7 to to IN cord-351030-jqqxqjzf 134 8 Hong Hong NNP cord-351030-jqqxqjzf 134 9 Kong Kong NNP cord-351030-jqqxqjzf 134 10 are be VBP cord-351030-jqqxqjzf 134 11 still still RB cord-351030-jqqxqjzf 134 12 in in IN cord-351030-jqqxqjzf 134 13 the the DT cord-351030-jqqxqjzf 134 14 outbreak outbreak NN cord-351030-jqqxqjzf 134 15 period period NN cord-351030-jqqxqjzf 134 16 of of IN cord-351030-jqqxqjzf 134 17 local local JJ cord-351030-jqqxqjzf 134 18 transmission transmission NN cord-351030-jqqxqjzf 134 19 . . . cord-351030-jqqxqjzf 135 1 In in IN cord-351030-jqqxqjzf 135 2 this this DT cord-351030-jqqxqjzf 135 3 situation situation NN cord-351030-jqqxqjzf 135 4 , , , cord-351030-jqqxqjzf 135 5 we -PRON- PRP cord-351030-jqqxqjzf 135 6 can can MD cord-351030-jqqxqjzf 135 7 use use VB cord-351030-jqqxqjzf 135 8 the the DT cord-351030-jqqxqjzf 135 9 traditional traditional JJ cord-351030-jqqxqjzf 135 10 infectious infectious JJ cord-351030-jqqxqjzf 135 11 disease disease NN cord-351030-jqqxqjzf 135 12 model model NN cord-351030-jqqxqjzf 135 13 to to TO cord-351030-jqqxqjzf 135 14 predict predict VB cord-351030-jqqxqjzf 135 15 the the DT cord-351030-jqqxqjzf 135 16 growth growth NN cord-351030-jqqxqjzf 135 17 trend trend NN cord-351030-jqqxqjzf 135 18 of of IN cord-351030-jqqxqjzf 135 19 cases case NNS cord-351030-jqqxqjzf 135 20 in in IN cord-351030-jqqxqjzf 135 21 these these DT cord-351030-jqqxqjzf 135 22 areas area NNS cord-351030-jqqxqjzf 135 23 , , , cord-351030-jqqxqjzf 135 24 thereby thereby RB cord-351030-jqqxqjzf 135 25 further further RB cord-351030-jqqxqjzf 135 26 predicting predict VBG cord-351030-jqqxqjzf 135 27 the the DT cord-351030-jqqxqjzf 135 28 possible possible JJ cord-351030-jqqxqjzf 135 29 growth growth NN cord-351030-jqqxqjzf 135 30 trend trend NN cord-351030-jqqxqjzf 135 31 of of IN cord-351030-jqqxqjzf 135 32 Hong Hong NNP cord-351030-jqqxqjzf 135 33 Kong Kong NNP cord-351030-jqqxqjzf 135 34 ( ( -LRB- cord-351030-jqqxqjzf 135 35 without without IN cord-351030-jqqxqjzf 135 36 international international JJ cord-351030-jqqxqjzf 135 37 traffic traffic NN cord-351030-jqqxqjzf 135 38 blockade blockade NN cord-351030-jqqxqjzf 135 39 ) ) -RRB- cord-351030-jqqxqjzf 135 40 . . . cord-351030-jqqxqjzf 136 1 Therefore therefore RB cord-351030-jqqxqjzf 136 2 , , , cord-351030-jqqxqjzf 136 3 this this DT cord-351030-jqqxqjzf 136 4 article article NN cord-351030-jqqxqjzf 136 5 first first RB cord-351030-jqqxqjzf 136 6 uses use VBZ cord-351030-jqqxqjzf 136 7 the the DT cord-351030-jqqxqjzf 136 8 SEIJR SEIJR NNP cord-351030-jqqxqjzf 136 9 model model NN cord-351030-jqqxqjzf 136 10 to to TO cord-351030-jqqxqjzf 136 11 predict predict VB cord-351030-jqqxqjzf 136 12 the the DT cord-351030-jqqxqjzf 136 13 growth growth NN cord-351030-jqqxqjzf 136 14 curve curve NN cord-351030-jqqxqjzf 136 15 of of IN cord-351030-jqqxqjzf 136 16 the the DT cord-351030-jqqxqjzf 136 17 number number NN cord-351030-jqqxqjzf 136 18 of of IN cord-351030-jqqxqjzf 136 19 local local JJ cord-351030-jqqxqjzf 136 20 diagnoses diagnosis NNS cord-351030-jqqxqjzf 136 21 in in IN cord-351030-jqqxqjzf 136 22 countries country NNS cord-351030-jqqxqjzf 136 23 and and CC cord-351030-jqqxqjzf 136 24 regions region NNS cord-351030-jqqxqjzf 136 25 related relate VBN cord-351030-jqqxqjzf 136 26 to to IN cord-351030-jqqxqjzf 136 27 Hong Hong NNP cord-351030-jqqxqjzf 136 28 Kong Kong NNP cord-351030-jqqxqjzf 136 29 . . . cord-351030-jqqxqjzf 137 1 Finally finally RB cord-351030-jqqxqjzf 137 2 , , , cord-351030-jqqxqjzf 137 3 through through IN cord-351030-jqqxqjzf 137 4 these these DT cord-351030-jqqxqjzf 137 5 data datum NNS cord-351030-jqqxqjzf 137 6 , , , cord-351030-jqqxqjzf 137 7 we -PRON- PRP cord-351030-jqqxqjzf 137 8 can can MD cord-351030-jqqxqjzf 137 9 fit fit VB cord-351030-jqqxqjzf 137 10 and and CC cord-351030-jqqxqjzf 137 11 predict predict VB cord-351030-jqqxqjzf 137 12 the the DT cord-351030-jqqxqjzf 137 13 future future JJ cord-351030-jqqxqjzf 137 14 growth growth NN cord-351030-jqqxqjzf 137 15 trend trend NN cord-351030-jqqxqjzf 137 16 of of IN cord-351030-jqqxqjzf 137 17 Hong Hong NNP cord-351030-jqqxqjzf 137 18 Kong Kong NNP cord-351030-jqqxqjzf 137 19 . . . cord-351030-jqqxqjzf 138 1 The the DT cord-351030-jqqxqjzf 138 2 classic classic JJ cord-351030-jqqxqjzf 138 3 SEIR SEIR NNP cord-351030-jqqxqjzf 138 4 model model NN cord-351030-jqqxqjzf 138 5 divides divide VBZ cord-351030-jqqxqjzf 138 6 the the DT cord-351030-jqqxqjzf 138 7 crowd crowd NN cord-351030-jqqxqjzf 138 8 into into IN cord-351030-jqqxqjzf 138 9 S S NNP cord-351030-jqqxqjzf 138 10 ( ( -LRB- cord-351030-jqqxqjzf 138 11 Susceptible susceptible JJ cord-351030-jqqxqjzf 138 12 ) ) -RRB- cord-351030-jqqxqjzf 138 13 , , , cord-351030-jqqxqjzf 138 14 I -PRON- PRP cord-351030-jqqxqjzf 138 15 ( ( -LRB- cord-351030-jqqxqjzf 138 16 Infected Infected NNP cord-351030-jqqxqjzf 138 17 ) ) -RRB- cord-351030-jqqxqjzf 138 18 , , , cord-351030-jqqxqjzf 138 19 E E NNP cord-351030-jqqxqjzf 138 20 ( ( -LRB- cord-351030-jqqxqjzf 138 21 Exposed exposed JJ cord-351030-jqqxqjzf 138 22 ) ) -RRB- cord-351030-jqqxqjzf 138 23 and and CC cord-351030-jqqxqjzf 138 24 R r NN cord-351030-jqqxqjzf 138 25 ( ( -LRB- cord-351030-jqqxqjzf 138 26 Recovered recover VBN cord-351030-jqqxqjzf 138 27 ) ) -RRB- cord-351030-jqqxqjzf 138 28 [ [ -LRB- cord-351030-jqqxqjzf 138 29 13 13 CD cord-351030-jqqxqjzf 138 30 ] ] -RRB- cord-351030-jqqxqjzf 138 31 . . . cord-351030-jqqxqjzf 139 1 The the DT cord-351030-jqqxqjzf 139 2 model model NN cord-351030-jqqxqjzf 139 3 also also RB cord-351030-jqqxqjzf 139 4 assumes assume VBZ cord-351030-jqqxqjzf 139 5 that that IN cord-351030-jqqxqjzf 139 6 all all DT cord-351030-jqqxqjzf 139 7 individuals individual NNS cord-351030-jqqxqjzf 139 8 in in IN cord-351030-jqqxqjzf 139 9 the the DT cord-351030-jqqxqjzf 139 10 population population NN cord-351030-jqqxqjzf 139 11 have have VBP cord-351030-jqqxqjzf 139 12 an an DT cord-351030-jqqxqjzf 139 13 organic organic JJ cord-351030-jqqxqjzf 139 14 infection infection NN cord-351030-jqqxqjzf 139 15 rate rate NN cord-351030-jqqxqjzf 139 16 [ [ -LRB- cord-351030-jqqxqjzf 139 17 14 14 CD cord-351030-jqqxqjzf 139 18 , , , cord-351030-jqqxqjzf 139 19 15 15 CD cord-351030-jqqxqjzf 139 20 ] ] -RRB- cord-351030-jqqxqjzf 139 21 . . . cord-351030-jqqxqjzf 140 1 When when WRB cord-351030-jqqxqjzf 140 2 the the DT cord-351030-jqqxqjzf 140 3 infected infected JJ cord-351030-jqqxqjzf 140 4 individual individual NN cord-351030-jqqxqjzf 140 5 recovers recover VBZ cord-351030-jqqxqjzf 140 6 , , , cord-351030-jqqxqjzf 140 7 antibodies antibody NNS cord-351030-jqqxqjzf 140 8 will will MD cord-351030-jqqxqjzf 140 9 be be VB cord-351030-jqqxqjzf 140 10 produced produce VBN cord-351030-jqqxqjzf 140 11 , , , cord-351030-jqqxqjzf 140 12 that that RB cord-351030-jqqxqjzf 140 13 is is RB cord-351030-jqqxqjzf 140 14 , , , cord-351030-jqqxqjzf 140 15 the the DT cord-351030-jqqxqjzf 140 16 recovered recover VBN cord-351030-jqqxqjzf 140 17 population population NN cord-351030-jqqxqjzf 140 18 R r NN cord-351030-jqqxqjzf 140 19 will will MD cord-351030-jqqxqjzf 140 20 not not RB cord-351030-jqqxqjzf 140 21 be be VB cord-351030-jqqxqjzf 140 22 infected infect VBN cord-351030-jqqxqjzf 140 23 again again RB cord-351030-jqqxqjzf 140 24 . . . cord-351030-jqqxqjzf 141 1 In in IN cord-351030-jqqxqjzf 141 2 this this DT cord-351030-jqqxqjzf 141 3 study study NN cord-351030-jqqxqjzf 141 4 , , , cord-351030-jqqxqjzf 141 5 the the DT cord-351030-jqqxqjzf 141 6 population population NN cord-351030-jqqxqjzf 141 7 was be VBD cord-351030-jqqxqjzf 141 8 classified classify VBN cord-351030-jqqxqjzf 141 9 as as IN cord-351030-jqqxqjzf 141 10 susceptible susceptible JJ cord-351030-jqqxqjzf 141 11 S S NNP cord-351030-jqqxqjzf 141 12 , , , cord-351030-jqqxqjzf 141 13 latent latent NN cord-351030-jqqxqjzf 141 14 E e NN cord-351030-jqqxqjzf 141 15 , , , cord-351030-jqqxqjzf 141 16 infectious infectious JJ cord-351030-jqqxqjzf 141 17 I i NN cord-351030-jqqxqjzf 141 18 , , , cord-351030-jqqxqjzf 141 19 diagnosed diagnose VBD cord-351030-jqqxqjzf 141 20 J J NNP cord-351030-jqqxqjzf 141 21 , , , cord-351030-jqqxqjzf 141 22 recovered recover VBD cord-351030-jqqxqjzf 141 23 R R NNP cord-351030-jqqxqjzf 141 24 , , , cord-351030-jqqxqjzf 141 25 1 1 CD cord-351030-jqqxqjzf 141 26 and and CC cord-351030-jqqxqjzf 141 27 2 2 CD cord-351030-jqqxqjzf 141 28 respectively respectively RB cord-351030-jqqxqjzf 141 29 representing represent VBG cord-351030-jqqxqjzf 141 30 two two CD cord-351030-jqqxqjzf 141 31 populations population NNS cord-351030-jqqxqjzf 141 32 with with IN cord-351030-jqqxqjzf 141 33 different different JJ cord-351030-jqqxqjzf 141 34 susceptibility susceptibility NN cord-351030-jqqxqjzf 141 35 among among IN cord-351030-jqqxqjzf 141 36 susceptible susceptible JJ cord-351030-jqqxqjzf 141 37 populations population NNS cord-351030-jqqxqjzf 141 38 , , , cord-351030-jqqxqjzf 141 39 The the DT cord-351030-jqqxqjzf 141 40 infection infection NN cord-351030-jqqxqjzf 141 41 risk risk NN cord-351030-jqqxqjzf 141 42 of of IN cord-351030-jqqxqjzf 141 43 2 2 CD cord-351030-jqqxqjzf 141 44 is be VBZ cord-351030-jqqxqjzf 141 45 low low JJ cord-351030-jqqxqjzf 141 46 , , , cord-351030-jqqxqjzf 141 47 risk risk NN cord-351030-jqqxqjzf 141 48 probability probability NN cord-351030-jqqxqjzf 141 49 value value NN cord-351030-jqqxqjzf 141 50 is be VBZ cord-351030-jqqxqjzf 141 51 p p NN cord-351030-jqqxqjzf 142 1 , , , cord-351030-jqqxqjzf 142 2 the the DT cord-351030-jqqxqjzf 142 3 probability probability NN cord-351030-jqqxqjzf 142 4 of of IN cord-351030-jqqxqjzf 142 5 asymptomatic asymptomatic JJ cord-351030-jqqxqjzf 142 6 latent latent JJ cord-351030-jqqxqjzf 142 7 persons person NNS cord-351030-jqqxqjzf 142 8 being be VBG cord-351030-jqqxqjzf 142 9 infectious infectious JJ cord-351030-jqqxqjzf 142 10 is be VBZ cord-351030-jqqxqjzf 142 11 q q NNP cord-351030-jqqxqjzf 142 12 , , , cord-351030-jqqxqjzf 142 13 the the DT cord-351030-jqqxqjzf 142 14 probability probability NN cord-351030-jqqxqjzf 142 15 of of IN cord-351030-jqqxqjzf 142 16 latent latent JJ cord-351030-jqqxqjzf 142 17 persons person NNS cord-351030-jqqxqjzf 142 18 turning turn VBG cord-351030-jqqxqjzf 142 19 into into IN cord-351030-jqqxqjzf 142 20 infected infected JJ cord-351030-jqqxqjzf 142 21 persons person NNS cord-351030-jqqxqjzf 142 22 is be VBZ cord-351030-jqqxqjzf 142 23 k k NNP cord-351030-jqqxqjzf 143 1 , , , cord-351030-jqqxqjzf 143 2 the the DT cord-351030-jqqxqjzf 143 3 isolation isolation NN cord-351030-jqqxqjzf 143 4 rate rate NN cord-351030-jqqxqjzf 143 5 is be VBZ cord-351030-jqqxqjzf 143 6 l l NN cord-351030-jqqxqjzf 143 7 , , , cord-351030-jqqxqjzf 143 8 the the DT cord-351030-jqqxqjzf 143 9 confirmed confirm VBN cord-351030-jqqxqjzf 143 10 rate rate NN cord-351030-jqqxqjzf 143 11 of of IN cord-351030-jqqxqjzf 143 12 infectious infectious JJ cord-351030-jqqxqjzf 143 13 persons person NNS cord-351030-jqqxqjzf 143 14 is be VBZ cord-351030-jqqxqjzf 143 15 α α NN cord-351030-jqqxqjzf 143 16 , , , cord-351030-jqqxqjzf 143 17 the the DT cord-351030-jqqxqjzf 143 18 infectious infectious JJ cord-351030-jqqxqjzf 143 19 person person NN cord-351030-jqqxqjzf 143 20 's 's POS cord-351030-jqqxqjzf 143 21 The the DT cord-351030-jqqxqjzf 143 22 recovery recovery NN cord-351030-jqqxqjzf 143 23 rate rate NN cord-351030-jqqxqjzf 143 24 γ1 γ1 NN cord-351030-jqqxqjzf 143 25 , , , cord-351030-jqqxqjzf 143 26 the the DT cord-351030-jqqxqjzf 143 27 fatality fatality NN cord-351030-jqqxqjzf 143 28 rate rate NN cord-351030-jqqxqjzf 143 29 of of IN cord-351030-jqqxqjzf 143 30 the the DT cord-351030-jqqxqjzf 143 31 infectious infectious JJ cord-351030-jqqxqjzf 143 32 person person NN cord-351030-jqqxqjzf 143 33 δ δ NN cord-351030-jqqxqjzf 143 34 , , , cord-351030-jqqxqjzf 143 35 the the DT cord-351030-jqqxqjzf 143 36 recovery recovery NN cord-351030-jqqxqjzf 143 37 rate rate NN cord-351030-jqqxqjzf 143 38 of of IN cord-351030-jqqxqjzf 143 39 the the DT cord-351030-jqqxqjzf 143 40 diagnosed diagnosed JJ cord-351030-jqqxqjzf 143 41 person person NN cord-351030-jqqxqjzf 143 42 γ2 γ2 NNP cord-351030-jqqxqjzf 143 43 , , , cord-351030-jqqxqjzf 143 44 the the DT cord-351030-jqqxqjzf 143 45 mortality mortality NN cord-351030-jqqxqjzf 143 46 rate rate NN cord-351030-jqqxqjzf 143 47 δ[16 δ[16 NN cord-351030-jqqxqjzf 143 48 ] ] -RRB- cord-351030-jqqxqjzf 143 49 . . . cord-351030-jqqxqjzf 144 1 The the DT cord-351030-jqqxqjzf 144 2 transmission transmission NN cord-351030-jqqxqjzf 144 3 rate rate NN cord-351030-jqqxqjzf 144 4 β β NN cord-351030-jqqxqjzf 144 5 is be VBZ cord-351030-jqqxqjzf 144 6 defined define VBN cord-351030-jqqxqjzf 144 7 as as IN cord-351030-jqqxqjzf 144 8 the the DT cord-351030-jqqxqjzf 144 9 average average JJ cord-351030-jqqxqjzf 144 10 number number NN cord-351030-jqqxqjzf 144 11 of of IN cord-351030-jqqxqjzf 144 12 infections infection NNS cord-351030-jqqxqjzf 144 13 caused cause VBN cord-351030-jqqxqjzf 144 14 by by IN cord-351030-jqqxqjzf 144 15 a a DT cord-351030-jqqxqjzf 144 16 person person NN cord-351030-jqqxqjzf 144 17 who who WP cord-351030-jqqxqjzf 144 18 is be VBZ cord-351030-jqqxqjzf 144 19 All all DT cord-351030-jqqxqjzf 144 20 rights right NNS cord-351030-jqqxqjzf 144 21 reserved reserve VBN cord-351030-jqqxqjzf 144 22 . . . cord-351030-jqqxqjzf 145 1 No no DT cord-351030-jqqxqjzf 145 2 reuse reuse NN cord-351030-jqqxqjzf 145 3 allowed allow VBN cord-351030-jqqxqjzf 145 4 without without IN cord-351030-jqqxqjzf 145 5 permission permission NN cord-351030-jqqxqjzf 145 6 . . . cord-351030-jqqxqjzf 146 1 ( ( -LRB- cord-351030-jqqxqjzf 146 2 which which WDT cord-351030-jqqxqjzf 146 3 was be VBD cord-351030-jqqxqjzf 146 4 not not RB cord-351030-jqqxqjzf 146 5 certified certify VBN cord-351030-jqqxqjzf 146 6 by by IN cord-351030-jqqxqjzf 146 7 peer peer NN cord-351030-jqqxqjzf 146 8 review review NN cord-351030-jqqxqjzf 146 9 ) ) -RRB- cord-351030-jqqxqjzf 146 10 is be VBZ cord-351030-jqqxqjzf 146 11 the the DT cord-351030-jqqxqjzf 146 12 author author NN cord-351030-jqqxqjzf 146 13 / / SYM cord-351030-jqqxqjzf 146 14 funder funder NN cord-351030-jqqxqjzf 146 15 , , , cord-351030-jqqxqjzf 146 16 who who WP cord-351030-jqqxqjzf 146 17 has have VBZ cord-351030-jqqxqjzf 146 18 granted grant VBN cord-351030-jqqxqjzf 146 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 146 20 a a DT cord-351030-jqqxqjzf 146 21 license license NN cord-351030-jqqxqjzf 146 22 to to TO cord-351030-jqqxqjzf 146 23 display display VB cord-351030-jqqxqjzf 146 24 the the DT cord-351030-jqqxqjzf 146 25 preprint preprint NN cord-351030-jqqxqjzf 146 26 in in IN cord-351030-jqqxqjzf 146 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 146 28 . . . cord-351030-jqqxqjzf 147 1 The the DT cord-351030-jqqxqjzf 147 2 copyright copyright NN cord-351030-jqqxqjzf 147 3 holder holder NN cord-351030-jqqxqjzf 147 4 for for IN cord-351030-jqqxqjzf 147 5 this this DT cord-351030-jqqxqjzf 147 6 preprint preprint NN cord-351030-jqqxqjzf 147 7 this this DT cord-351030-jqqxqjzf 147 8 version version NN cord-351030-jqqxqjzf 147 9 posted post VBN cord-351030-jqqxqjzf 147 10 May May NNP cord-351030-jqqxqjzf 147 11 16 16 CD cord-351030-jqqxqjzf 147 12 , , , cord-351030-jqqxqjzf 147 13 2020 2020 CD cord-351030-jqqxqjzf 147 14 . . . cord-351030-jqqxqjzf 147 15 . . . cord-351030-jqqxqjzf 148 1 https://doi.org/10.1101/2020.05.13.20099978 https://doi.org/10.1101/2020.05.13.20099978 NN cord-351030-jqqxqjzf 148 2 doi doi NN cord-351030-jqqxqjzf 148 3 : : : cord-351030-jqqxqjzf 149 1 medRxiv medRxiv NNS cord-351030-jqqxqjzf 149 2 preprint preprint NN cord-351030-jqqxqjzf 149 3 susceptible susceptible JJ cord-351030-jqqxqjzf 149 4 to to IN cord-351030-jqqxqjzf 149 5 contact contact NN cord-351030-jqqxqjzf 149 6 with with IN cord-351030-jqqxqjzf 149 7 Class class NN cord-351030-jqqxqjzf 149 8 I -PRON- PRP cord-351030-jqqxqjzf 149 9 per per IN cord-351030-jqqxqjzf 149 10 unit unit NN cord-351030-jqqxqjzf 149 11 time time NN cord-351030-jqqxqjzf 149 12 . . . cord-351030-jqqxqjzf 150 1 Based base VBN cord-351030-jqqxqjzf 150 2 on on IN cord-351030-jqqxqjzf 150 3 the the DT cord-351030-jqqxqjzf 150 4 above above JJ cord-351030-jqqxqjzf 150 5 parameters parameter NNS cord-351030-jqqxqjzf 150 6 , , , cord-351030-jqqxqjzf 150 7 the the DT cord-351030-jqqxqjzf 150 8 model model NN cord-351030-jqqxqjzf 150 9 is be VBZ cord-351030-jqqxqjzf 150 10 established establish VBN cord-351030-jqqxqjzf 150 11 as as IN cord-351030-jqqxqjzf 150 12 follows follow VBZ cord-351030-jqqxqjzf 150 13 as as IN cord-351030-jqqxqjzf 150 14 formula formula NN cord-351030-jqqxqjzf 150 15 ( ( -LRB- cord-351030-jqqxqjzf 150 16 10 10 CD cord-351030-jqqxqjzf 150 17 - - SYM cord-351030-jqqxqjzf 150 18 15 15 CD cord-351030-jqqxqjzf 150 19 ) ) -RRB- cord-351030-jqqxqjzf 150 20 : : : cord-351030-jqqxqjzf 151 1 In in IN cord-351030-jqqxqjzf 151 2 _SP cord-351030-jqqxqjzf 151 3 As as IN cord-351030-jqqxqjzf 151 4 shown show VBN cord-351030-jqqxqjzf 151 5 in in IN cord-351030-jqqxqjzf 151 6 Figure figure NN cord-351030-jqqxqjzf 151 7 1 1 CD cord-351030-jqqxqjzf 151 8 All all DT cord-351030-jqqxqjzf 151 9 rights right NNS cord-351030-jqqxqjzf 151 10 reserved reserve VBN cord-351030-jqqxqjzf 151 11 . . . cord-351030-jqqxqjzf 152 1 No no DT cord-351030-jqqxqjzf 152 2 reuse reuse NN cord-351030-jqqxqjzf 152 3 allowed allow VBN cord-351030-jqqxqjzf 152 4 without without IN cord-351030-jqqxqjzf 152 5 permission permission NN cord-351030-jqqxqjzf 152 6 . . . cord-351030-jqqxqjzf 153 1 ( ( -LRB- cord-351030-jqqxqjzf 153 2 which which WDT cord-351030-jqqxqjzf 153 3 was be VBD cord-351030-jqqxqjzf 153 4 not not RB cord-351030-jqqxqjzf 153 5 certified certify VBN cord-351030-jqqxqjzf 153 6 by by IN cord-351030-jqqxqjzf 153 7 peer peer NN cord-351030-jqqxqjzf 153 8 review review NN cord-351030-jqqxqjzf 153 9 ) ) -RRB- cord-351030-jqqxqjzf 153 10 is be VBZ cord-351030-jqqxqjzf 153 11 the the DT cord-351030-jqqxqjzf 153 12 author author NN cord-351030-jqqxqjzf 153 13 / / SYM cord-351030-jqqxqjzf 153 14 funder funder NN cord-351030-jqqxqjzf 153 15 , , , cord-351030-jqqxqjzf 153 16 who who WP cord-351030-jqqxqjzf 153 17 has have VBZ cord-351030-jqqxqjzf 153 18 granted grant VBN cord-351030-jqqxqjzf 153 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 153 20 a a DT cord-351030-jqqxqjzf 153 21 license license NN cord-351030-jqqxqjzf 153 22 to to TO cord-351030-jqqxqjzf 153 23 display display VB cord-351030-jqqxqjzf 153 24 the the DT cord-351030-jqqxqjzf 153 25 preprint preprint NN cord-351030-jqqxqjzf 153 26 in in IN cord-351030-jqqxqjzf 153 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 153 28 . . . cord-351030-jqqxqjzf 154 1 The the DT cord-351030-jqqxqjzf 154 2 copyright copyright NN cord-351030-jqqxqjzf 154 3 holder holder NN cord-351030-jqqxqjzf 154 4 for for IN cord-351030-jqqxqjzf 154 5 this this DT cord-351030-jqqxqjzf 154 6 preprint preprint NN cord-351030-jqqxqjzf 154 7 this this DT cord-351030-jqqxqjzf 154 8 version version NN cord-351030-jqqxqjzf 154 9 posted post VBN cord-351030-jqqxqjzf 154 10 May May NNP cord-351030-jqqxqjzf 154 11 16 16 CD cord-351030-jqqxqjzf 154 12 , , , cord-351030-jqqxqjzf 154 13 2020 2020 CD cord-351030-jqqxqjzf 154 14 . . . cord-351030-jqqxqjzf 154 15 . . . cord-351030-jqqxqjzf 155 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 155 2 . . . cord-351030-jqqxqjzf 156 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 156 2 doi doi NN cord-351030-jqqxqjzf 156 3 : : : cord-351030-jqqxqjzf 157 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 157 2 preprint preprint NNP cord-351030-jqqxqjzf 158 1 The the DT cord-351030-jqqxqjzf 158 2 results result NNS cord-351030-jqqxqjzf 158 3 are be VBP cord-351030-jqqxqjzf 158 4 encouraging encouraging JJ cord-351030-jqqxqjzf 158 5 , , , cord-351030-jqqxqjzf 158 6 From from IN cord-351030-jqqxqjzf 158 7 Table table NN cord-351030-jqqxqjzf 158 8 1 1 CD cord-351030-jqqxqjzf 158 9 , , , cord-351030-jqqxqjzf 158 10 we -PRON- PRP cord-351030-jqqxqjzf 158 11 find find VBP cord-351030-jqqxqjzf 158 12 that that IN cord-351030-jqqxqjzf 158 13 the the DT cord-351030-jqqxqjzf 158 14 United United NNP cord-351030-jqqxqjzf 158 15 States States NNP cord-351030-jqqxqjzf 158 16 , , , cord-351030-jqqxqjzf 158 17 Hubei Hubei NNP cord-351030-jqqxqjzf 158 18 , , , cord-351030-jqqxqjzf 158 19 China China NNP cord-351030-jqqxqjzf 158 20 , , , cord-351030-jqqxqjzf 158 21 Iran Iran NNP cord-351030-jqqxqjzf 158 22 , , , cord-351030-jqqxqjzf 158 23 Italy Italy NNP cord-351030-jqqxqjzf 158 24 and and CC cord-351030-jqqxqjzf 158 25 other other JJ cord-351030-jqqxqjzf 158 26 countries country NNS cord-351030-jqqxqjzf 158 27 are be VBP cord-351030-jqqxqjzf 158 28 Hub Hub NNP cord-351030-jqqxqjzf 158 29 nodes node NNS cord-351030-jqqxqjzf 158 30 in in IN cord-351030-jqqxqjzf 158 31 the the DT cord-351030-jqqxqjzf 158 32 network network NN cord-351030-jqqxqjzf 158 33 . . . cord-351030-jqqxqjzf 159 1 These these DT cord-351030-jqqxqjzf 159 2 countries country NNS cord-351030-jqqxqjzf 159 3 have have VBP cord-351030-jqqxqjzf 159 4 the the DT cord-351030-jqqxqjzf 159 5 most most JJS cord-351030-jqqxqjzf 159 6 relations relation NNS cord-351030-jqqxqjzf 159 7 with with IN cord-351030-jqqxqjzf 159 8 other other JJ cord-351030-jqqxqjzf 159 9 countries country NNS cord-351030-jqqxqjzf 159 10 , , , cord-351030-jqqxqjzf 159 11 which which WDT cord-351030-jqqxqjzf 159 12 means mean VBZ cord-351030-jqqxqjzf 159 13 that that IN cord-351030-jqqxqjzf 159 14 these these DT cord-351030-jqqxqjzf 159 15 countries country NNS cord-351030-jqqxqjzf 159 16 are be VBP cord-351030-jqqxqjzf 159 17 the the DT cord-351030-jqqxqjzf 159 18 main main JJ cord-351030-jqqxqjzf 159 19 sources source NNS cord-351030-jqqxqjzf 159 20 of of IN cord-351030-jqqxqjzf 159 21 international international JJ cord-351030-jqqxqjzf 159 22 communication communication NN cord-351030-jqqxqjzf 159 23 . . . cord-351030-jqqxqjzf 160 1 This this DT cord-351030-jqqxqjzf 160 2 result result NN cord-351030-jqqxqjzf 160 3 is be VBZ cord-351030-jqqxqjzf 160 4 consistent consistent JJ cord-351030-jqqxqjzf 160 5 with with IN cord-351030-jqqxqjzf 160 6 existing exist VBG cord-351030-jqqxqjzf 160 7 general general JJ cord-351030-jqqxqjzf 160 8 knowledge knowledge NN cord-351030-jqqxqjzf 160 9 . . . cord-351030-jqqxqjzf 161 1 Next next RB cord-351030-jqqxqjzf 161 2 , , , cord-351030-jqqxqjzf 161 3 we -PRON- PRP cord-351030-jqqxqjzf 161 4 extracted extract VBD cord-351030-jqqxqjzf 161 5 the the DT cord-351030-jqqxqjzf 161 6 subnets subnet NNS cord-351030-jqqxqjzf 161 7 of of IN cord-351030-jqqxqjzf 161 8 countries country NNS cord-351030-jqqxqjzf 161 9 and and CC cord-351030-jqqxqjzf 161 10 regions region NNS cord-351030-jqqxqjzf 161 11 related relate VBN cord-351030-jqqxqjzf 161 12 to to IN cord-351030-jqqxqjzf 161 13 Hong Hong NNP cord-351030-jqqxqjzf 161 14 Kong Kong NNP cord-351030-jqqxqjzf 161 15 . . . cord-351030-jqqxqjzf 162 1 As as IN cord-351030-jqqxqjzf 162 2 shown show VBN cord-351030-jqqxqjzf 162 3 in in IN cord-351030-jqqxqjzf 162 4 Figure figure NN cord-351030-jqqxqjzf 162 5 2 2 CD cord-351030-jqqxqjzf 162 6 , , , cord-351030-jqqxqjzf 162 7 we -PRON- PRP cord-351030-jqqxqjzf 162 8 found find VBD cord-351030-jqqxqjzf 162 9 that that IN cord-351030-jqqxqjzf 162 10 24 24 CD cord-351030-jqqxqjzf 162 11 countries country NNS cord-351030-jqqxqjzf 162 12 and and CC cord-351030-jqqxqjzf 162 13 regions region NNS cord-351030-jqqxqjzf 162 14 are be VBP cord-351030-jqqxqjzf 162 15 connected connect VBN cord-351030-jqqxqjzf 162 16 to to IN cord-351030-jqqxqjzf 162 17 Hong Hong NNP cord-351030-jqqxqjzf 162 18 Kong Kong NNP cord-351030-jqqxqjzf 162 19 . . . cord-351030-jqqxqjzf 163 1 In in IN cord-351030-jqqxqjzf 163 2 addition addition NN cord-351030-jqqxqjzf 163 3 to to IN cord-351030-jqqxqjzf 163 4 the the DT cord-351030-jqqxqjzf 163 5 hub hub NN cord-351030-jqqxqjzf 163 6 nodes node NNS cord-351030-jqqxqjzf 163 7 of of IN cord-351030-jqqxqjzf 163 8 the the DT cord-351030-jqqxqjzf 163 9 network network NN cord-351030-jqqxqjzf 163 10 . . . cord-351030-jqqxqjzf 164 1 We -PRON- PRP cord-351030-jqqxqjzf 164 2 also also RB cord-351030-jqqxqjzf 164 3 found find VBD cord-351030-jqqxqjzf 164 4 South South NNP cord-351030-jqqxqjzf 164 5 Korea Korea NNP cord-351030-jqqxqjzf 164 6 , , , cord-351030-jqqxqjzf 164 7 Russia Russia NNP cord-351030-jqqxqjzf 164 8 and and CC cord-351030-jqqxqjzf 164 9 other other JJ cord-351030-jqqxqjzf 164 10 countries country NNS cord-351030-jqqxqjzf 164 11 that that WDT cord-351030-jqqxqjzf 164 12 have have VBP cord-351030-jqqxqjzf 164 13 close close JJ cord-351030-jqqxqjzf 164 14 contacts contact NNS cord-351030-jqqxqjzf 164 15 with with IN cord-351030-jqqxqjzf 164 16 Hong Hong NNP cord-351030-jqqxqjzf 164 17 Kong Kong NNP cord-351030-jqqxqjzf 164 18 . . . cord-351030-jqqxqjzf 165 1 We -PRON- PRP cord-351030-jqqxqjzf 165 2 hope hope VBP cord-351030-jqqxqjzf 165 3 that that IN cord-351030-jqqxqjzf 165 4 the the DT cord-351030-jqqxqjzf 165 5 use use NN cord-351030-jqqxqjzf 165 6 of of IN cord-351030-jqqxqjzf 165 7 data datum NNS cord-351030-jqqxqjzf 165 8 from from IN cord-351030-jqqxqjzf 165 9 these these DT cord-351030-jqqxqjzf 165 10 countries country NNS cord-351030-jqqxqjzf 165 11 and and CC cord-351030-jqqxqjzf 165 12 regions region NNS cord-351030-jqqxqjzf 165 13 that that WDT cord-351030-jqqxqjzf 165 14 are be VBP cord-351030-jqqxqjzf 165 15 closely closely RB cord-351030-jqqxqjzf 165 16 related related JJ cord-351030-jqqxqjzf 165 17 to to IN cord-351030-jqqxqjzf 165 18 Hong Hong NNP cord-351030-jqqxqjzf 165 19 Kong Kong NNP cord-351030-jqqxqjzf 165 20 can can MD cord-351030-jqqxqjzf 165 21 help help VB cord-351030-jqqxqjzf 165 22 us -PRON- PRP cord-351030-jqqxqjzf 165 23 fit fit VB cord-351030-jqqxqjzf 165 24 the the DT cord-351030-jqqxqjzf 165 25 existing exist VBG cord-351030-jqqxqjzf 165 26 cumulative cumulative JJ cord-351030-jqqxqjzf 165 27 case case NN cord-351030-jqqxqjzf 165 28 growth growth NN cord-351030-jqqxqjzf 165 29 data datum NNS cord-351030-jqqxqjzf 165 30 in in IN cord-351030-jqqxqjzf 165 31 Hong Hong NNP cord-351030-jqqxqjzf 165 32 Kong Kong NNP cord-351030-jqqxqjzf 165 33 and and CC cord-351030-jqqxqjzf 165 34 predict predict VB cord-351030-jqqxqjzf 165 35 future future JJ cord-351030-jqqxqjzf 165 36 trends trend NNS cord-351030-jqqxqjzf 165 37 . . . cord-351030-jqqxqjzf 166 1 We -PRON- PRP cord-351030-jqqxqjzf 166 2 have have VBP cord-351030-jqqxqjzf 166 3 found find VBN cord-351030-jqqxqjzf 166 4 that that IN cord-351030-jqqxqjzf 166 5 in in IN cord-351030-jqqxqjzf 166 6 areas area NNS cord-351030-jqqxqjzf 166 7 related relate VBN cord-351030-jqqxqjzf 166 8 to to IN cord-351030-jqqxqjzf 166 9 Hong Hong NNP cord-351030-jqqxqjzf 166 10 Kong Kong NNP cord-351030-jqqxqjzf 166 11 , , , cord-351030-jqqxqjzf 166 12 except except IN cord-351030-jqqxqjzf 166 13 for for IN cord-351030-jqqxqjzf 166 14 a a DT cord-351030-jqqxqjzf 166 15 few few JJ cord-351030-jqqxqjzf 166 16 areas area NNS cord-351030-jqqxqjzf 166 17 such such JJ cord-351030-jqqxqjzf 166 18 as as IN cord-351030-jqqxqjzf 166 19 Hubei Hubei NNP cord-351030-jqqxqjzf 166 20 in in IN cord-351030-jqqxqjzf 166 21 China China NNP cord-351030-jqqxqjzf 166 22 , , , cord-351030-jqqxqjzf 166 23 other other JJ cord-351030-jqqxqjzf 166 24 areas area NNS cord-351030-jqqxqjzf 166 25 are be VBP cord-351030-jqqxqjzf 166 26 at at IN cord-351030-jqqxqjzf 166 27 the the DT cord-351030-jqqxqjzf 166 28 peak peak NN cord-351030-jqqxqjzf 166 29 of of IN cord-351030-jqqxqjzf 166 30 local local JJ cord-351030-jqqxqjzf 166 31 transmission transmission NN cord-351030-jqqxqjzf 166 32 . . . cord-351030-jqqxqjzf 167 1 This this DT cord-351030-jqqxqjzf 167 2 situation situation NN cord-351030-jqqxqjzf 167 3 means mean VBZ cord-351030-jqqxqjzf 167 4 that that IN cord-351030-jqqxqjzf 167 5 researchers researcher NNS cord-351030-jqqxqjzf 167 6 can can MD cord-351030-jqqxqjzf 167 7 use use VB cord-351030-jqqxqjzf 167 8 traditional traditional JJ cord-351030-jqqxqjzf 167 9 infectious infectious JJ cord-351030-jqqxqjzf 167 10 disease disease NN cord-351030-jqqxqjzf 167 11 models model NNS cord-351030-jqqxqjzf 167 12 to to TO cord-351030-jqqxqjzf 167 13 predict predict VB cord-351030-jqqxqjzf 167 14 epidemic epidemic NN cord-351030-jqqxqjzf 167 15 trends trend NNS cord-351030-jqqxqjzf 167 16 in in IN cord-351030-jqqxqjzf 167 17 these these DT cord-351030-jqqxqjzf 167 18 areas area NNS cord-351030-jqqxqjzf 167 19 , , , cord-351030-jqqxqjzf 167 20 which which WDT cord-351030-jqqxqjzf 167 21 is be VBZ cord-351030-jqqxqjzf 167 22 also also RB cord-351030-jqqxqjzf 167 23 the the DT cord-351030-jqqxqjzf 167 24 basis basis NN cord-351030-jqqxqjzf 167 25 for for IN cord-351030-jqqxqjzf 167 26 this this DT cord-351030-jqqxqjzf 167 27 article article NN cord-351030-jqqxqjzf 167 28 to to TO cord-351030-jqqxqjzf 167 29 use use VB cord-351030-jqqxqjzf 167 30 the the DT cord-351030-jqqxqjzf 167 31 SEJIR SEJIR NNP cord-351030-jqqxqjzf 167 32 model model NN cord-351030-jqqxqjzf 167 33 . . . cord-351030-jqqxqjzf 168 1 After after IN cord-351030-jqqxqjzf 168 2 getting get VBG cord-351030-jqqxqjzf 168 3 the the DT cord-351030-jqqxqjzf 168 4 Hong Hong NNP cord-351030-jqqxqjzf 168 5 Kong Kong NNP cord-351030-jqqxqjzf 168 6 relationship relationship NN cord-351030-jqqxqjzf 168 7 subnet subnet NN cord-351030-jqqxqjzf 168 8 . . . cord-351030-jqqxqjzf 169 1 We -PRON- PRP cord-351030-jqqxqjzf 169 2 used use VBD cord-351030-jqqxqjzf 169 3 Passive Passive NNP cord-351030-jqqxqjzf 169 4 Aggressive Aggressive NNP cord-351030-jqqxqjzf 169 5 Algorithm Algorithm NNP cord-351030-jqqxqjzf 169 6 based base VBN cord-351030-jqqxqjzf 169 7 on on IN cord-351030-jqqxqjzf 169 8 1 1 CD cord-351030-jqqxqjzf 169 9 and and CC cord-351030-jqqxqjzf 169 10 2 2 CD cord-351030-jqqxqjzf 169 11 norm norm NN cord-351030-jqqxqjzf 169 12 to to TO cord-351030-jqqxqjzf 169 13 establish establish VB cord-351030-jqqxqjzf 169 14 regression regression NN cord-351030-jqqxqjzf 169 15 models model NNS cord-351030-jqqxqjzf 169 16 respectively respectively RB cord-351030-jqqxqjzf 169 17 . . . cord-351030-jqqxqjzf 170 1 The the DT cord-351030-jqqxqjzf 170 2 experimental experimental JJ cord-351030-jqqxqjzf 170 3 results result NNS cord-351030-jqqxqjzf 170 4 are be VBP cord-351030-jqqxqjzf 170 5 shown show VBN cord-351030-jqqxqjzf 170 6 in in IN cord-351030-jqqxqjzf 170 7 Figure Figure NNP cord-351030-jqqxqjzf 170 8 3 3 CD cord-351030-jqqxqjzf 170 9 . . . cord-351030-jqqxqjzf 171 1 As as IN cord-351030-jqqxqjzf 171 2 shown show VBN cord-351030-jqqxqjzf 171 3 in in IN cord-351030-jqqxqjzf 171 4 Table Table NNP cord-351030-jqqxqjzf 171 5 2 2 CD cord-351030-jqqxqjzf 171 6 -3 -3 NNP cord-351030-jqqxqjzf 171 7 , , , cord-351030-jqqxqjzf 171 8 the the DT cord-351030-jqqxqjzf 171 9 Passive Passive NNP cord-351030-jqqxqjzf 171 10 Aggressive Aggressive NNP cord-351030-jqqxqjzf 171 11 Algorithm Algorithm NNP cord-351030-jqqxqjzf 171 12 can can MD cord-351030-jqqxqjzf 171 13 fit fit VB cord-351030-jqqxqjzf 171 14 the the DT cord-351030-jqqxqjzf 171 15 existing exist VBG cord-351030-jqqxqjzf 171 16 growth growth NN cord-351030-jqqxqjzf 171 17 curve curve NN cord-351030-jqqxqjzf 171 18 well well RB cord-351030-jqqxqjzf 171 19 , , , cord-351030-jqqxqjzf 171 20 and and CC cord-351030-jqqxqjzf 171 21 the the DT cord-351030-jqqxqjzf 171 22 error error NN cord-351030-jqqxqjzf 171 23 of of IN cord-351030-jqqxqjzf 171 24 the the DT cord-351030-jqqxqjzf 171 25 5-fold 5-fold CD cord-351030-jqqxqjzf 171 26 cross cross NN cord-351030-jqqxqjzf 171 27 - - NN cord-351030-jqqxqjzf 171 28 validation validation NN cord-351030-jqqxqjzf 171 29 is be VBZ cord-351030-jqqxqjzf 171 30 only only RB cord-351030-jqqxqjzf 171 31 -6.94 -6.94 CD cord-351030-jqqxqjzf 171 32 . . . cord-351030-jqqxqjzf 172 1 Among among IN cord-351030-jqqxqjzf 172 2 them -PRON- PRP cord-351030-jqqxqjzf 172 3 , , , cord-351030-jqqxqjzf 172 4 Passive Passive NNP cord-351030-jqqxqjzf 172 5 Aggressive Aggressive NNP cord-351030-jqqxqjzf 172 6 Algorithm_L2 Algorithm_L2 NNP cord-351030-jqqxqjzf 172 7 has have VBZ cord-351030-jqqxqjzf 172 8 a a DT cord-351030-jqqxqjzf 172 9 better well JJR cord-351030-jqqxqjzf 172 10 realization realization NN cord-351030-jqqxqjzf 172 11 , , , cord-351030-jqqxqjzf 172 12 and and CC cord-351030-jqqxqjzf 172 13 the the DT cord-351030-jqqxqjzf 172 14 minimum minimum NN cord-351030-jqqxqjzf 172 15 error error NN cord-351030-jqqxqjzf 172 16 is be VBZ cord-351030-jqqxqjzf 172 17 only only RB cord-351030-jqqxqjzf 172 18 0.12 0.12 CD cord-351030-jqqxqjzf 172 19 . . . cord-351030-jqqxqjzf 173 1 The the DT cord-351030-jqqxqjzf 173 2 explained_variance explained_variance NN cord-351030-jqqxqjzf 173 3 and and CC cord-351030-jqqxqjzf 173 4 r2 r2 NNP cord-351030-jqqxqjzf 173 5 indicators indicator NNS cord-351030-jqqxqjzf 173 6 of of IN cord-351030-jqqxqjzf 173 7 both both DT cord-351030-jqqxqjzf 173 8 models model NNS cord-351030-jqqxqjzf 173 9 are be VBP cord-351030-jqqxqjzf 173 10 0.99 0.99 CD cord-351030-jqqxqjzf 173 11 , , , cord-351030-jqqxqjzf 173 12 and and CC cord-351030-jqqxqjzf 173 13 mean_absolute_error mean_absolute_error NNP cord-351030-jqqxqjzf 173 14 is be VBZ cord-351030-jqqxqjzf 173 15 lower low JJR cord-351030-jqqxqjzf 173 16 than than IN cord-351030-jqqxqjzf 173 17 13.3 13.3 CD cord-351030-jqqxqjzf 173 18 , , , cord-351030-jqqxqjzf 173 19 Shows show VBZ cord-351030-jqqxqjzf 173 20 an an DT cord-351030-jqqxqjzf 173 21 extremely extremely RB cord-351030-jqqxqjzf 173 22 high high JJ cord-351030-jqqxqjzf 173 23 degree degree NN cord-351030-jqqxqjzf 173 24 of of IN cord-351030-jqqxqjzf 173 25 fit fit NN cord-351030-jqqxqjzf 173 26 to to IN cord-351030-jqqxqjzf 173 27 existing exist VBG cord-351030-jqqxqjzf 173 28 growth growth NN cord-351030-jqqxqjzf 173 29 data datum NNS cord-351030-jqqxqjzf 173 30 . . . cord-351030-jqqxqjzf 174 1 This this DT cord-351030-jqqxqjzf 174 2 result result NN cord-351030-jqqxqjzf 174 3 shows show VBZ cord-351030-jqqxqjzf 174 4 that that IN cord-351030-jqqxqjzf 174 5 we -PRON- PRP cord-351030-jqqxqjzf 174 6 can can MD cord-351030-jqqxqjzf 174 7 use use VB cord-351030-jqqxqjzf 174 8 the the DT cord-351030-jqqxqjzf 174 9 data datum NNS cord-351030-jqqxqjzf 174 10 based base VBN cord-351030-jqqxqjzf 174 11 on on IN cord-351030-jqqxqjzf 174 12 the the DT cord-351030-jqqxqjzf 174 13 relation relation NN cord-351030-jqqxqjzf 174 14 network network NN cord-351030-jqqxqjzf 174 15 to to TO cord-351030-jqqxqjzf 174 16 fit fit VB cord-351030-jqqxqjzf 174 17 the the DT cord-351030-jqqxqjzf 174 18 existing exist VBG cord-351030-jqqxqjzf 174 19 case case NN cord-351030-jqqxqjzf 174 20 growth growth NN cord-351030-jqqxqjzf 174 21 situation situation NN cord-351030-jqqxqjzf 174 22 in in IN cord-351030-jqqxqjzf 174 23 Hong Hong NNP cord-351030-jqqxqjzf 174 24 Kong Kong NNP cord-351030-jqqxqjzf 174 25 . . . cord-351030-jqqxqjzf 175 1 This this DT cord-351030-jqqxqjzf 175 2 means mean VBZ cord-351030-jqqxqjzf 175 3 that that IN cord-351030-jqqxqjzf 175 4 we -PRON- PRP cord-351030-jqqxqjzf 175 5 can can MD cord-351030-jqqxqjzf 175 6 use use VB cord-351030-jqqxqjzf 175 7 24 24 CD cord-351030-jqqxqjzf 175 8 countries country NNS cord-351030-jqqxqjzf 175 9 related relate VBN cord-351030-jqqxqjzf 175 10 to to IN cord-351030-jqqxqjzf 175 11 Hong Hong NNP cord-351030-jqqxqjzf 175 12 Kong Kong NNP cord-351030-jqqxqjzf 175 13 to to TO cord-351030-jqqxqjzf 175 14 predict predict VB cord-351030-jqqxqjzf 175 15 the the DT cord-351030-jqqxqjzf 175 16 future future JJ cord-351030-jqqxqjzf 175 17 case case NN cord-351030-jqqxqjzf 175 18 growth growth NN cord-351030-jqqxqjzf 175 19 curve curve NN cord-351030-jqqxqjzf 175 20 of of IN cord-351030-jqqxqjzf 175 21 Hong Hong NNP cord-351030-jqqxqjzf 175 22 Kong Kong NNP cord-351030-jqqxqjzf 175 23 ( ( -LRB- cord-351030-jqqxqjzf 175 24 unblocked unblocked JJ cord-351030-jqqxqjzf 175 25 traffic traffic NN cord-351030-jqqxqjzf 175 26 ) ) -RRB- cord-351030-jqqxqjzf 175 27 . . . cord-351030-jqqxqjzf 176 1 All all DT cord-351030-jqqxqjzf 176 2 rights right NNS cord-351030-jqqxqjzf 176 3 reserved reserve VBN cord-351030-jqqxqjzf 176 4 . . . cord-351030-jqqxqjzf 177 1 No no DT cord-351030-jqqxqjzf 177 2 reuse reuse NN cord-351030-jqqxqjzf 177 3 allowed allow VBN cord-351030-jqqxqjzf 177 4 without without IN cord-351030-jqqxqjzf 177 5 permission permission NN cord-351030-jqqxqjzf 177 6 . . . cord-351030-jqqxqjzf 178 1 ( ( -LRB- cord-351030-jqqxqjzf 178 2 which which WDT cord-351030-jqqxqjzf 178 3 was be VBD cord-351030-jqqxqjzf 178 4 not not RB cord-351030-jqqxqjzf 178 5 certified certify VBN cord-351030-jqqxqjzf 178 6 by by IN cord-351030-jqqxqjzf 178 7 peer peer NN cord-351030-jqqxqjzf 178 8 review review NN cord-351030-jqqxqjzf 178 9 ) ) -RRB- cord-351030-jqqxqjzf 178 10 is be VBZ cord-351030-jqqxqjzf 178 11 the the DT cord-351030-jqqxqjzf 178 12 author author NN cord-351030-jqqxqjzf 178 13 / / SYM cord-351030-jqqxqjzf 178 14 funder funder NN cord-351030-jqqxqjzf 178 15 , , , cord-351030-jqqxqjzf 178 16 who who WP cord-351030-jqqxqjzf 178 17 has have VBZ cord-351030-jqqxqjzf 178 18 granted grant VBN cord-351030-jqqxqjzf 178 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 178 20 a a DT cord-351030-jqqxqjzf 178 21 license license NN cord-351030-jqqxqjzf 178 22 to to TO cord-351030-jqqxqjzf 178 23 display display VB cord-351030-jqqxqjzf 178 24 the the DT cord-351030-jqqxqjzf 178 25 preprint preprint NN cord-351030-jqqxqjzf 178 26 in in IN cord-351030-jqqxqjzf 178 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 178 28 . . . cord-351030-jqqxqjzf 179 1 The the DT cord-351030-jqqxqjzf 179 2 copyright copyright NN cord-351030-jqqxqjzf 179 3 holder holder NN cord-351030-jqqxqjzf 179 4 for for IN cord-351030-jqqxqjzf 179 5 this this DT cord-351030-jqqxqjzf 179 6 preprint preprint NN cord-351030-jqqxqjzf 179 7 this this DT cord-351030-jqqxqjzf 179 8 version version NN cord-351030-jqqxqjzf 179 9 posted post VBN cord-351030-jqqxqjzf 179 10 May May NNP cord-351030-jqqxqjzf 179 11 16 16 CD cord-351030-jqqxqjzf 179 12 , , , cord-351030-jqqxqjzf 179 13 2020 2020 CD cord-351030-jqqxqjzf 179 14 . . . cord-351030-jqqxqjzf 179 15 . . . cord-351030-jqqxqjzf 180 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 180 2 . . . cord-351030-jqqxqjzf 181 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 181 2 doi doi NN cord-351030-jqqxqjzf 181 3 : : : cord-351030-jqqxqjzf 182 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 182 2 preprint preprint NN cord-351030-jqqxqjzf 182 3 Finally finally RB cord-351030-jqqxqjzf 182 4 , , , cord-351030-jqqxqjzf 182 5 we -PRON- PRP cord-351030-jqqxqjzf 182 6 used use VBD cord-351030-jqqxqjzf 182 7 the the DT cord-351030-jqqxqjzf 182 8 SEJIR SEJIR NNP cord-351030-jqqxqjzf 182 9 model model NN cord-351030-jqqxqjzf 182 10 to to TO cord-351030-jqqxqjzf 182 11 simulate simulate VB cord-351030-jqqxqjzf 182 12 the the DT cord-351030-jqqxqjzf 182 13 cumulative cumulative JJ cord-351030-jqqxqjzf 182 14 case case NN cord-351030-jqqxqjzf 182 15 growth growth NN cord-351030-jqqxqjzf 182 16 data datum NNS cord-351030-jqqxqjzf 182 17 of of IN cord-351030-jqqxqjzf 182 18 23 23 CD cord-351030-jqqxqjzf 182 19 countries country NNS cord-351030-jqqxqjzf 182 20 and and CC cord-351030-jqqxqjzf 182 21 regions region NNS cord-351030-jqqxqjzf 182 22 related relate VBN cord-351030-jqqxqjzf 182 23 to to IN cord-351030-jqqxqjzf 182 24 Hong Hong NNP cord-351030-jqqxqjzf 182 25 Kong Kong NNP cord-351030-jqqxqjzf 182 26 . . . cord-351030-jqqxqjzf 183 1 The the DT cord-351030-jqqxqjzf 183 2 parameters parameter NNS cord-351030-jqqxqjzf 183 3 used use VBN cord-351030-jqqxqjzf 183 4 in in IN cord-351030-jqqxqjzf 183 5 this this DT cord-351030-jqqxqjzf 183 6 article article NN cord-351030-jqqxqjzf 183 7 are be VBP cord-351030-jqqxqjzf 183 8 shown show VBN cord-351030-jqqxqjzf 183 9 in in IN cord-351030-jqqxqjzf 183 10 Table Table NNP cord-351030-jqqxqjzf 183 11 4 4 CD cord-351030-jqqxqjzf 183 12 , , , cord-351030-jqqxqjzf 183 13 where where WRB cord-351030-jqqxqjzf 183 14 Beta beta NN cord-351030-jqqxqjzf 183 15 is be VBZ cord-351030-jqqxqjzf 183 16 a a DT cord-351030-jqqxqjzf 183 17 floating float VBG cord-351030-jqqxqjzf 183 18 value value NN cord-351030-jqqxqjzf 183 19 , , , cord-351030-jqqxqjzf 183 20 which which WDT cord-351030-jqqxqjzf 183 21 is be VBZ cord-351030-jqqxqjzf 183 22 adjusted adjust VBN cord-351030-jqqxqjzf 183 23 according accord VBG cord-351030-jqqxqjzf 183 24 to to IN cord-351030-jqqxqjzf 183 25 the the DT cord-351030-jqqxqjzf 183 26 specific specific JJ cord-351030-jqqxqjzf 183 27 conditions condition NNS cord-351030-jqqxqjzf 183 28 of of IN cord-351030-jqqxqjzf 183 29 each each DT cord-351030-jqqxqjzf 183 30 country country NN cord-351030-jqqxqjzf 183 31 . . . cord-351030-jqqxqjzf 184 1 Since since IN cord-351030-jqqxqjzf 184 2 this this DT cord-351030-jqqxqjzf 184 3 article article NN cord-351030-jqqxqjzf 184 4 can can MD cord-351030-jqqxqjzf 184 5 collect collect VB cord-351030-jqqxqjzf 184 6 real real JJ cord-351030-jqqxqjzf 184 7 data datum NNS cord-351030-jqqxqjzf 184 8 from from IN cord-351030-jqqxqjzf 184 9 other other JJ cord-351030-jqqxqjzf 184 10 countries country NNS cord-351030-jqqxqjzf 184 11 from from IN cord-351030-jqqxqjzf 184 12 April April NNP cord-351030-jqqxqjzf 184 13 2 2 CD cord-351030-jqqxqjzf 184 14 - - SYM cord-351030-jqqxqjzf 184 15 19 19 CD cord-351030-jqqxqjzf 184 16 , , , cord-351030-jqqxqjzf 184 17 this this DT cord-351030-jqqxqjzf 184 18 article article NN cord-351030-jqqxqjzf 184 19 first first RB cord-351030-jqqxqjzf 184 20 uses use VBZ cord-351030-jqqxqjzf 184 21 real real JJ cord-351030-jqqxqjzf 184 22 data datum NNS cord-351030-jqqxqjzf 184 23 to to TO cord-351030-jqqxqjzf 184 24 predict predict VB cord-351030-jqqxqjzf 184 25 the the DT cord-351030-jqqxqjzf 184 26 growth growth NN cord-351030-jqqxqjzf 184 27 curve curve NN cord-351030-jqqxqjzf 184 28 of of IN cord-351030-jqqxqjzf 184 29 Hong Hong NNP cord-351030-jqqxqjzf 184 30 Kong Kong NNP cord-351030-jqqxqjzf 184 31 's 's POS cord-351030-jqqxqjzf 184 32 epidemic epidemic NN cord-351030-jqqxqjzf 184 33 without without IN cord-351030-jqqxqjzf 184 34 blocking block VBG cord-351030-jqqxqjzf 184 35 international international JJ cord-351030-jqqxqjzf 184 36 traffic traffic NN cord-351030-jqqxqjzf 184 37 , , , cord-351030-jqqxqjzf 184 38 the the DT cord-351030-jqqxqjzf 184 39 purpose purpose NN cord-351030-jqqxqjzf 184 40 is be VBZ cord-351030-jqqxqjzf 184 41 to to TO cord-351030-jqqxqjzf 184 42 evaluate evaluate VB cord-351030-jqqxqjzf 184 43 the the DT cord-351030-jqqxqjzf 184 44 necessity necessity NN cord-351030-jqqxqjzf 184 45 of of IN cord-351030-jqqxqjzf 184 46 traffic traffic NN cord-351030-jqqxqjzf 184 47 blockade blockade NN cord-351030-jqqxqjzf 184 48 . . . cord-351030-jqqxqjzf 185 1 As as IN cord-351030-jqqxqjzf 185 2 shown show VBN cord-351030-jqqxqjzf 185 3 in in IN cord-351030-jqqxqjzf 185 4 _SP cord-351030-jqqxqjzf 186 1 At at IN cord-351030-jqqxqjzf 186 2 present present NN cord-351030-jqqxqjzf 186 3 , , , cord-351030-jqqxqjzf 186 4 researchers researcher NNS cord-351030-jqqxqjzf 186 5 have have VBP cord-351030-jqqxqjzf 186 6 done do VBN cord-351030-jqqxqjzf 186 7 a a DT cord-351030-jqqxqjzf 186 8 lot lot NN cord-351030-jqqxqjzf 186 9 of of IN cord-351030-jqqxqjzf 186 10 work work NN cord-351030-jqqxqjzf 186 11 to to TO cord-351030-jqqxqjzf 186 12 predict predict VB cord-351030-jqqxqjzf 186 13 the the DT cord-351030-jqqxqjzf 186 14 trend trend NN cord-351030-jqqxqjzf 186 15 of of IN cord-351030-jqqxqjzf 186 16 local local JJ cord-351030-jqqxqjzf 186 17 transmission transmission NN cord-351030-jqqxqjzf 186 18 of of IN cord-351030-jqqxqjzf 186 19 COV-19 COV-19 NNP cord-351030-jqqxqjzf 186 20 . . . cord-351030-jqqxqjzf 187 1 However however RB cord-351030-jqqxqjzf 187 2 , , , cord-351030-jqqxqjzf 187 3 in in IN cord-351030-jqqxqjzf 187 4 many many JJ cord-351030-jqqxqjzf 187 5 countries country NNS cord-351030-jqqxqjzf 187 6 and and CC cord-351030-jqqxqjzf 187 7 regions region NNS cord-351030-jqqxqjzf 187 8 , , , cord-351030-jqqxqjzf 187 9 the the DT cord-351030-jqqxqjzf 187 10 growth growth NN cord-351030-jqqxqjzf 187 11 pattern pattern NN cord-351030-jqqxqjzf 187 12 of of IN cord-351030-jqqxqjzf 187 13 outbreaks outbreak NNS cord-351030-jqqxqjzf 187 14 is be VBZ cord-351030-jqqxqjzf 187 15 dominated dominate VBN cord-351030-jqqxqjzf 187 16 by by IN cord-351030-jqqxqjzf 187 17 overseas overseas JJ cord-351030-jqqxqjzf 187 18 imports import NNS cord-351030-jqqxqjzf 187 19 . . . cord-351030-jqqxqjzf 188 1 Existing exist VBG cord-351030-jqqxqjzf 188 2 research research NN cord-351030-jqqxqjzf 188 3 is be VBZ cord-351030-jqqxqjzf 188 4 difficult difficult JJ cord-351030-jqqxqjzf 188 5 to to TO cord-351030-jqqxqjzf 188 6 predict predict VB cord-351030-jqqxqjzf 188 7 effectively effectively RB cord-351030-jqqxqjzf 188 8 . . . cord-351030-jqqxqjzf 189 1 Therefore therefore RB cord-351030-jqqxqjzf 189 2 , , , cord-351030-jqqxqjzf 189 3 we -PRON- PRP cord-351030-jqqxqjzf 189 4 take take VBP cord-351030-jqqxqjzf 189 5 Hong Hong NNP cord-351030-jqqxqjzf 189 6 Kong Kong NNP cord-351030-jqqxqjzf 189 7 as as IN cord-351030-jqqxqjzf 189 8 an an DT cord-351030-jqqxqjzf 189 9 example example NN cord-351030-jqqxqjzf 189 10 , , , cord-351030-jqqxqjzf 189 11 the the DT cord-351030-jqqxqjzf 189 12 purpose purpose NN cord-351030-jqqxqjzf 189 13 is be VBZ cord-351030-jqqxqjzf 189 14 to to TO cord-351030-jqqxqjzf 189 15 propose propose VB cord-351030-jqqxqjzf 189 16 an an DT cord-351030-jqqxqjzf 189 17 infectious infectious JJ cord-351030-jqqxqjzf 189 18 disease disease NN cord-351030-jqqxqjzf 189 19 model model NN cord-351030-jqqxqjzf 189 20 that that WDT cord-351030-jqqxqjzf 189 21 predicts predict VBZ cord-351030-jqqxqjzf 189 22 the the DT cord-351030-jqqxqjzf 189 23 growth growth NN cord-351030-jqqxqjzf 189 24 trend trend NN cord-351030-jqqxqjzf 189 25 of of IN cord-351030-jqqxqjzf 189 26 imported import VBN cord-351030-jqqxqjzf 189 27 cases case NNS cord-351030-jqqxqjzf 189 28 abroad abroad RB cord-351030-jqqxqjzf 189 29 . . . cord-351030-jqqxqjzf 190 1 In in IN cord-351030-jqqxqjzf 190 2 this this DT cord-351030-jqqxqjzf 190 3 article article NN cord-351030-jqqxqjzf 190 4 , , , cord-351030-jqqxqjzf 190 5 first first RB cord-351030-jqqxqjzf 190 6 , , , cord-351030-jqqxqjzf 190 7 we -PRON- PRP cord-351030-jqqxqjzf 190 8 proposed propose VBD cord-351030-jqqxqjzf 190 9 the the DT cord-351030-jqqxqjzf 190 10 sparse sparse JJ cord-351030-jqqxqjzf 190 11 network network NN cord-351030-jqqxqjzf 190 12 model model NN cord-351030-jqqxqjzf 190 13 based base VBN cord-351030-jqqxqjzf 190 14 on on IN cord-351030-jqqxqjzf 190 15 lasso lasso NN cord-351030-jqqxqjzf 190 16 , , , cord-351030-jqqxqjzf 190 17 by by IN cord-351030-jqqxqjzf 190 18 analyzing analyze VBG cord-351030-jqqxqjzf 190 19 the the DT cord-351030-jqqxqjzf 190 20 data datum NNS cord-351030-jqqxqjzf 190 21 matrix matrix NN cord-351030-jqqxqjzf 190 22 of of IN cord-351030-jqqxqjzf 190 23 real real JJ cord-351030-jqqxqjzf 190 24 case case NN cord-351030-jqqxqjzf 190 25 statistics statistic NNS cord-351030-jqqxqjzf 190 26 and and CC cord-351030-jqqxqjzf 190 27 drawing draw VBG cord-351030-jqqxqjzf 190 28 the the DT cord-351030-jqqxqjzf 190 29 COV-19 COV-19 NNP cord-351030-jqqxqjzf 190 30 epidemic epidemic JJ cord-351030-jqqxqjzf 190 31 international international JJ cord-351030-jqqxqjzf 190 32 network network NN cord-351030-jqqxqjzf 190 33 . . . cord-351030-jqqxqjzf 191 1 From from IN cord-351030-jqqxqjzf 191 2 this this DT cord-351030-jqqxqjzf 191 3 All all DT cord-351030-jqqxqjzf 191 4 rights right NNS cord-351030-jqqxqjzf 191 5 reserved reserve VBN cord-351030-jqqxqjzf 191 6 . . . cord-351030-jqqxqjzf 192 1 No no DT cord-351030-jqqxqjzf 192 2 reuse reuse NN cord-351030-jqqxqjzf 192 3 allowed allow VBN cord-351030-jqqxqjzf 192 4 without without IN cord-351030-jqqxqjzf 192 5 permission permission NN cord-351030-jqqxqjzf 192 6 . . . cord-351030-jqqxqjzf 193 1 ( ( -LRB- cord-351030-jqqxqjzf 193 2 which which WDT cord-351030-jqqxqjzf 193 3 was be VBD cord-351030-jqqxqjzf 193 4 not not RB cord-351030-jqqxqjzf 193 5 certified certify VBN cord-351030-jqqxqjzf 193 6 by by IN cord-351030-jqqxqjzf 193 7 peer peer NN cord-351030-jqqxqjzf 193 8 review review NN cord-351030-jqqxqjzf 193 9 ) ) -RRB- cord-351030-jqqxqjzf 193 10 is be VBZ cord-351030-jqqxqjzf 193 11 the the DT cord-351030-jqqxqjzf 193 12 author author NN cord-351030-jqqxqjzf 193 13 / / SYM cord-351030-jqqxqjzf 193 14 funder funder NN cord-351030-jqqxqjzf 193 15 , , , cord-351030-jqqxqjzf 193 16 who who WP cord-351030-jqqxqjzf 193 17 has have VBZ cord-351030-jqqxqjzf 193 18 granted grant VBN cord-351030-jqqxqjzf 193 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 193 20 a a DT cord-351030-jqqxqjzf 193 21 license license NN cord-351030-jqqxqjzf 193 22 to to TO cord-351030-jqqxqjzf 193 23 display display VB cord-351030-jqqxqjzf 193 24 the the DT cord-351030-jqqxqjzf 193 25 preprint preprint NN cord-351030-jqqxqjzf 193 26 in in IN cord-351030-jqqxqjzf 193 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 193 28 . . . cord-351030-jqqxqjzf 194 1 This this DT cord-351030-jqqxqjzf 194 2 article article NN cord-351030-jqqxqjzf 194 3 still still RB cord-351030-jqqxqjzf 194 4 has have VBZ cord-351030-jqqxqjzf 194 5 some some DT cord-351030-jqqxqjzf 194 6 shortcomings shortcoming NNS cord-351030-jqqxqjzf 194 7 . . . cord-351030-jqqxqjzf 195 1 For for IN cord-351030-jqqxqjzf 195 2 example example NN cord-351030-jqqxqjzf 195 3 , , , cord-351030-jqqxqjzf 195 4 we -PRON- PRP cord-351030-jqqxqjzf 195 5 assume assume VBP cord-351030-jqqxqjzf 195 6 that that IN cord-351030-jqqxqjzf 195 7 international international JJ cord-351030-jqqxqjzf 195 8 tourists tourist NNS cord-351030-jqqxqjzf 195 9 in in IN cord-351030-jqqxqjzf 195 10 Hong Hong NNP cord-351030-jqqxqjzf 195 11 Kong Kong NNP cord-351030-jqqxqjzf 195 12 will will MD cord-351030-jqqxqjzf 195 13 be be VB cord-351030-jqqxqjzf 195 14 quarantined quarantine VBN cord-351030-jqqxqjzf 195 15 and and CC cord-351030-jqqxqjzf 195 16 all all DT cord-351030-jqqxqjzf 195 17 infected infected JJ cord-351030-jqqxqjzf 195 18 persons person NNS cord-351030-jqqxqjzf 195 19 will will MD cord-351030-jqqxqjzf 195 20 be be VB cord-351030-jqqxqjzf 195 21 diagnosed diagnose VBN cord-351030-jqqxqjzf 195 22 . . . cord-351030-jqqxqjzf 196 1 However however RB cord-351030-jqqxqjzf 196 2 , , , cord-351030-jqqxqjzf 196 3 some some DT cord-351030-jqqxqjzf 196 4 asymptomatic asymptomatic JJ cord-351030-jqqxqjzf 196 5 infected infected JJ cord-351030-jqqxqjzf 196 6 persons person NNS cord-351030-jqqxqjzf 196 7 may may MD cord-351030-jqqxqjzf 196 8 still still RB cord-351030-jqqxqjzf 196 9 be be VB cord-351030-jqqxqjzf 196 10 missed miss VBN cord-351030-jqqxqjzf 196 11 , , , cord-351030-jqqxqjzf 196 12 causing cause VBG cord-351030-jqqxqjzf 196 13 local local JJ cord-351030-jqqxqjzf 196 14 transmission transmission NN cord-351030-jqqxqjzf 196 15 in in IN cord-351030-jqqxqjzf 196 16 Hong Hong NNP cord-351030-jqqxqjzf 196 17 Kong Kong NNP cord-351030-jqqxqjzf 196 18 . . . cord-351030-jqqxqjzf 197 1 Therefore therefore RB cord-351030-jqqxqjzf 197 2 , , , cord-351030-jqqxqjzf 197 3 in in IN cord-351030-jqqxqjzf 197 4 the the DT cord-351030-jqqxqjzf 197 5 next next JJ cord-351030-jqqxqjzf 197 6 step step NN cord-351030-jqqxqjzf 197 7 we -PRON- PRP cord-351030-jqqxqjzf 197 8 plan plan VBP cord-351030-jqqxqjzf 197 9 to to TO cord-351030-jqqxqjzf 197 10 count count VB cord-351030-jqqxqjzf 197 11 the the DT cord-351030-jqqxqjzf 197 12 asymptomatic asymptomatic JJ cord-351030-jqqxqjzf 197 13 infection infection NN cord-351030-jqqxqjzf 197 14 rate rate NN cord-351030-jqqxqjzf 197 15 in in IN cord-351030-jqqxqjzf 197 16 Hong Hong NNP cord-351030-jqqxqjzf 197 17 Kong Kong NNP cord-351030-jqqxqjzf 197 18 and and CC cord-351030-jqqxqjzf 197 19 further further RB cord-351030-jqqxqjzf 197 20 improve improve VB cord-351030-jqqxqjzf 197 21 the the DT cord-351030-jqqxqjzf 197 22 model model NN cord-351030-jqqxqjzf 197 23 in in IN cord-351030-jqqxqjzf 197 24 this this DT cord-351030-jqqxqjzf 197 25 article article NN cord-351030-jqqxqjzf 197 26 . . . cord-351030-jqqxqjzf 198 1 No no DT cord-351030-jqqxqjzf 198 2 potential potential JJ cord-351030-jqqxqjzf 198 3 conflict conflict NN cord-351030-jqqxqjzf 198 4 of of IN cord-351030-jqqxqjzf 198 5 interest interest NN cord-351030-jqqxqjzf 198 6 was be VBD cord-351030-jqqxqjzf 198 7 reported report VBN cord-351030-jqqxqjzf 198 8 by by IN cord-351030-jqqxqjzf 198 9 the the DT cord-351030-jqqxqjzf 198 10 author(s author(s NNP cord-351030-jqqxqjzf 198 11 ) ) -RRB- cord-351030-jqqxqjzf 198 12 . . . cord-351030-jqqxqjzf 199 1 All all DT cord-351030-jqqxqjzf 199 2 rights right NNS cord-351030-jqqxqjzf 199 3 reserved reserve VBN cord-351030-jqqxqjzf 199 4 . . . cord-351030-jqqxqjzf 200 1 No no DT cord-351030-jqqxqjzf 200 2 reuse reuse NN cord-351030-jqqxqjzf 200 3 allowed allow VBN cord-351030-jqqxqjzf 200 4 without without IN cord-351030-jqqxqjzf 200 5 permission permission NN cord-351030-jqqxqjzf 200 6 . . . cord-351030-jqqxqjzf 201 1 ( ( -LRB- cord-351030-jqqxqjzf 201 2 which which WDT cord-351030-jqqxqjzf 201 3 was be VBD cord-351030-jqqxqjzf 201 4 not not RB cord-351030-jqqxqjzf 201 5 certified certify VBN cord-351030-jqqxqjzf 201 6 by by IN cord-351030-jqqxqjzf 201 7 peer peer NN cord-351030-jqqxqjzf 201 8 review review NN cord-351030-jqqxqjzf 201 9 ) ) -RRB- cord-351030-jqqxqjzf 201 10 is be VBZ cord-351030-jqqxqjzf 201 11 the the DT cord-351030-jqqxqjzf 201 12 author author NN cord-351030-jqqxqjzf 201 13 / / SYM cord-351030-jqqxqjzf 201 14 funder funder NN cord-351030-jqqxqjzf 201 15 , , , cord-351030-jqqxqjzf 201 16 who who WP cord-351030-jqqxqjzf 201 17 has have VBZ cord-351030-jqqxqjzf 201 18 granted grant VBN cord-351030-jqqxqjzf 201 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 201 20 a a DT cord-351030-jqqxqjzf 201 21 license license NN cord-351030-jqqxqjzf 201 22 to to TO cord-351030-jqqxqjzf 201 23 display display VB cord-351030-jqqxqjzf 201 24 the the DT cord-351030-jqqxqjzf 201 25 preprint preprint NN cord-351030-jqqxqjzf 201 26 in in IN cord-351030-jqqxqjzf 201 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 201 28 . . . cord-351030-jqqxqjzf 202 1 ( ( -LRB- cord-351030-jqqxqjzf 202 2 which which WDT cord-351030-jqqxqjzf 202 3 was be VBD cord-351030-jqqxqjzf 202 4 not not RB cord-351030-jqqxqjzf 202 5 certified certify VBN cord-351030-jqqxqjzf 202 6 by by IN cord-351030-jqqxqjzf 202 7 peer peer NN cord-351030-jqqxqjzf 202 8 review review NN cord-351030-jqqxqjzf 202 9 ) ) -RRB- cord-351030-jqqxqjzf 202 10 is be VBZ cord-351030-jqqxqjzf 202 11 the the DT cord-351030-jqqxqjzf 202 12 author author NN cord-351030-jqqxqjzf 202 13 / / SYM cord-351030-jqqxqjzf 202 14 funder funder NN cord-351030-jqqxqjzf 202 15 , , , cord-351030-jqqxqjzf 202 16 who who WP cord-351030-jqqxqjzf 202 17 has have VBZ cord-351030-jqqxqjzf 202 18 granted grant VBN cord-351030-jqqxqjzf 202 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 202 20 a a DT cord-351030-jqqxqjzf 202 21 license license NN cord-351030-jqqxqjzf 202 22 to to TO cord-351030-jqqxqjzf 202 23 display display VB cord-351030-jqqxqjzf 202 24 the the DT cord-351030-jqqxqjzf 202 25 preprint preprint NN cord-351030-jqqxqjzf 202 26 in in IN cord-351030-jqqxqjzf 202 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 202 28 . . . cord-351030-jqqxqjzf 203 1 The the DT cord-351030-jqqxqjzf 203 2 copyright copyright NN cord-351030-jqqxqjzf 203 3 holder holder NN cord-351030-jqqxqjzf 203 4 for for IN cord-351030-jqqxqjzf 203 5 this this DT cord-351030-jqqxqjzf 203 6 preprint preprint NN cord-351030-jqqxqjzf 203 7 this this DT cord-351030-jqqxqjzf 203 8 version version NN cord-351030-jqqxqjzf 203 9 posted post VBN cord-351030-jqqxqjzf 203 10 May May NNP cord-351030-jqqxqjzf 203 11 16 16 CD cord-351030-jqqxqjzf 203 12 , , , cord-351030-jqqxqjzf 203 13 2020 2020 CD cord-351030-jqqxqjzf 203 14 . . . cord-351030-jqqxqjzf 203 15 . . . cord-351030-jqqxqjzf 204 1 https://doi.org/10.1101/2020.05.13.20099978 https://doi.org/10.1101/2020.05.13.20099978 NN cord-351030-jqqxqjzf 204 2 doi doi NN cord-351030-jqqxqjzf 204 3 : : : cord-351030-jqqxqjzf 205 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 205 2 preprint preprint NN cord-351030-jqqxqjzf 205 3 ( ( -LRB- cord-351030-jqqxqjzf 205 4 which which WDT cord-351030-jqqxqjzf 205 5 was be VBD cord-351030-jqqxqjzf 205 6 not not RB cord-351030-jqqxqjzf 205 7 certified certify VBN cord-351030-jqqxqjzf 205 8 by by IN cord-351030-jqqxqjzf 205 9 peer peer NN cord-351030-jqqxqjzf 205 10 review review NN cord-351030-jqqxqjzf 205 11 ) ) -RRB- cord-351030-jqqxqjzf 205 12 is be VBZ cord-351030-jqqxqjzf 205 13 the the DT cord-351030-jqqxqjzf 205 14 author author NN cord-351030-jqqxqjzf 205 15 / / SYM cord-351030-jqqxqjzf 205 16 funder funder NN cord-351030-jqqxqjzf 205 17 , , , cord-351030-jqqxqjzf 205 18 who who WP cord-351030-jqqxqjzf 205 19 has have VBZ cord-351030-jqqxqjzf 205 20 granted grant VBN cord-351030-jqqxqjzf 205 21 medRxiv medRxiv NNS cord-351030-jqqxqjzf 205 22 a a DT cord-351030-jqqxqjzf 205 23 license license NN cord-351030-jqqxqjzf 205 24 to to TO cord-351030-jqqxqjzf 205 25 display display VB cord-351030-jqqxqjzf 205 26 the the DT cord-351030-jqqxqjzf 205 27 preprint preprint NN cord-351030-jqqxqjzf 205 28 in in IN cord-351030-jqqxqjzf 205 29 perpetuity perpetuity NN cord-351030-jqqxqjzf 205 30 . . . cord-351030-jqqxqjzf 206 1 The the DT cord-351030-jqqxqjzf 206 2 copyright copyright NN cord-351030-jqqxqjzf 206 3 holder holder NN cord-351030-jqqxqjzf 206 4 for for IN cord-351030-jqqxqjzf 206 5 this this DT cord-351030-jqqxqjzf 206 6 preprint preprint NN cord-351030-jqqxqjzf 206 7 this this DT cord-351030-jqqxqjzf 206 8 version version NN cord-351030-jqqxqjzf 206 9 posted post VBN cord-351030-jqqxqjzf 206 10 May May NNP cord-351030-jqqxqjzf 206 11 16 16 CD cord-351030-jqqxqjzf 206 12 , , , cord-351030-jqqxqjzf 206 13 2020 2020 CD cord-351030-jqqxqjzf 206 14 . . . cord-351030-jqqxqjzf 206 15 . . . cord-351030-jqqxqjzf 207 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 207 2 . . . cord-351030-jqqxqjzf 208 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 208 2 doi doi NN cord-351030-jqqxqjzf 208 3 : : : cord-351030-jqqxqjzf 209 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 209 2 preprint preprint NN cord-351030-jqqxqjzf 209 3 Figure figure NN cord-351030-jqqxqjzf 209 4 3 3 CD cord-351030-jqqxqjzf 209 5 Fitting fitting NN cord-351030-jqqxqjzf 209 6 curve curve NN cord-351030-jqqxqjzf 209 7 using use VBG cord-351030-jqqxqjzf 209 8 Passive Passive NNP cord-351030-jqqxqjzf 209 9 Aggressive Aggressive NNP cord-351030-jqqxqjzf 209 10 Algorithm Algorithm NNP cord-351030-jqqxqjzf 209 11 based base VBN cord-351030-jqqxqjzf 209 12 on on IN cord-351030-jqqxqjzf 209 13 1 1 CD cord-351030-jqqxqjzf 209 14 and and CC cord-351030-jqqxqjzf 209 15 2 2 CD cord-351030-jqqxqjzf 210 1 Figure figure NN cord-351030-jqqxqjzf 211 1 4 4 CD cord-351030-jqqxqjzf 211 2 Comparison comparison NN cord-351030-jqqxqjzf 211 3 between between IN cord-351030-jqqxqjzf 211 4 the the DT cord-351030-jqqxqjzf 211 5 predicted predict VBN cord-351030-jqqxqjzf 211 6 growth growth NN cord-351030-jqqxqjzf 211 7 curve curve NN cord-351030-jqqxqjzf 211 8 and and CC cord-351030-jqqxqjzf 211 9 the the DT cord-351030-jqqxqjzf 211 10 true true JJ cord-351030-jqqxqjzf 211 11 growth growth NN cord-351030-jqqxqjzf 211 12 curve curve NN cord-351030-jqqxqjzf 211 13 without without IN cord-351030-jqqxqjzf 211 14 hindering hinder VBG cord-351030-jqqxqjzf 211 15 international international JJ cord-351030-jqqxqjzf 211 16 flows flow VBZ cord-351030-jqqxqjzf 211 17 All all DT cord-351030-jqqxqjzf 211 18 rights right NNS cord-351030-jqqxqjzf 211 19 reserved reserve VBN cord-351030-jqqxqjzf 211 20 . . . cord-351030-jqqxqjzf 212 1 No no DT cord-351030-jqqxqjzf 212 2 reuse reuse NN cord-351030-jqqxqjzf 212 3 allowed allow VBN cord-351030-jqqxqjzf 212 4 without without IN cord-351030-jqqxqjzf 212 5 permission permission NN cord-351030-jqqxqjzf 212 6 . . . cord-351030-jqqxqjzf 213 1 ( ( -LRB- cord-351030-jqqxqjzf 213 2 which which WDT cord-351030-jqqxqjzf 213 3 was be VBD cord-351030-jqqxqjzf 213 4 not not RB cord-351030-jqqxqjzf 213 5 certified certify VBN cord-351030-jqqxqjzf 213 6 by by IN cord-351030-jqqxqjzf 213 7 peer peer NN cord-351030-jqqxqjzf 213 8 review review NN cord-351030-jqqxqjzf 213 9 ) ) -RRB- cord-351030-jqqxqjzf 213 10 is be VBZ cord-351030-jqqxqjzf 213 11 the the DT cord-351030-jqqxqjzf 213 12 author author NN cord-351030-jqqxqjzf 213 13 / / SYM cord-351030-jqqxqjzf 213 14 funder funder NN cord-351030-jqqxqjzf 213 15 , , , cord-351030-jqqxqjzf 213 16 who who WP cord-351030-jqqxqjzf 213 17 has have VBZ cord-351030-jqqxqjzf 213 18 granted grant VBN cord-351030-jqqxqjzf 213 19 medRxiv medRxiv NNS cord-351030-jqqxqjzf 213 20 a a DT cord-351030-jqqxqjzf 213 21 license license NN cord-351030-jqqxqjzf 213 22 to to TO cord-351030-jqqxqjzf 213 23 display display VB cord-351030-jqqxqjzf 213 24 the the DT cord-351030-jqqxqjzf 213 25 preprint preprint NN cord-351030-jqqxqjzf 213 26 in in IN cord-351030-jqqxqjzf 213 27 perpetuity perpetuity NN cord-351030-jqqxqjzf 213 28 . . . cord-351030-jqqxqjzf 214 1 The the DT cord-351030-jqqxqjzf 214 2 copyright copyright NN cord-351030-jqqxqjzf 214 3 holder holder NN cord-351030-jqqxqjzf 214 4 for for IN cord-351030-jqqxqjzf 214 5 this this DT cord-351030-jqqxqjzf 214 6 preprint preprint NN cord-351030-jqqxqjzf 214 7 this this DT cord-351030-jqqxqjzf 214 8 version version NN cord-351030-jqqxqjzf 214 9 posted post VBN cord-351030-jqqxqjzf 214 10 May May NNP cord-351030-jqqxqjzf 214 11 16 16 CD cord-351030-jqqxqjzf 214 12 , , , cord-351030-jqqxqjzf 214 13 2020 2020 CD cord-351030-jqqxqjzf 214 14 . . . cord-351030-jqqxqjzf 214 15 . . . cord-351030-jqqxqjzf 215 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 215 2 . . . cord-351030-jqqxqjzf 216 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 216 2 doi doi NN cord-351030-jqqxqjzf 216 3 : : : cord-351030-jqqxqjzf 217 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 217 2 preprint preprint NN cord-351030-jqqxqjzf 217 3 _SP cord-351030-jqqxqjzf 217 4 Predicting predict VBG cord-351030-jqqxqjzf 217 5 the the DT cord-351030-jqqxqjzf 217 6 cumulative cumulative JJ cord-351030-jqqxqjzf 217 7 number number NN cord-351030-jqqxqjzf 217 8 of of IN cord-351030-jqqxqjzf 217 9 cases case NNS cord-351030-jqqxqjzf 217 10 for for IN cord-351030-jqqxqjzf 217 11 the the DT cord-351030-jqqxqjzf 217 12 COVID-19 covid-19 JJ cord-351030-jqqxqjzf 217 13 epidemic epidemic NN cord-351030-jqqxqjzf 217 14 in in IN cord-351030-jqqxqjzf 217 15 China China NNP cord-351030-jqqxqjzf 217 16 from from IN cord-351030-jqqxqjzf 217 17 early early JJ cord-351030-jqqxqjzf 217 18 data datum NNS cord-351030-jqqxqjzf 218 1 The the DT cord-351030-jqqxqjzf 218 2 effect effect NN cord-351030-jqqxqjzf 218 3 of of IN cord-351030-jqqxqjzf 218 4 travel travel NN cord-351030-jqqxqjzf 218 5 restrictions restriction NNS cord-351030-jqqxqjzf 218 6 on on IN cord-351030-jqqxqjzf 218 7 the the DT cord-351030-jqqxqjzf 218 8 spread spread NN cord-351030-jqqxqjzf 218 9 of of IN cord-351030-jqqxqjzf 218 10 the the DT cord-351030-jqqxqjzf 218 11 2019 2019 CD cord-351030-jqqxqjzf 218 12 novel novel NN cord-351030-jqqxqjzf 218 13 coronavirus coronavirus NN cord-351030-jqqxqjzf 218 14 ( ( -LRB- cord-351030-jqqxqjzf 218 15 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 218 16 ) ) -RRB- cord-351030-jqqxqjzf 218 17 outbreak outbreak NN cord-351030-jqqxqjzf 218 18 Preparedness preparedness NN cord-351030-jqqxqjzf 218 19 and and CC cord-351030-jqqxqjzf 218 20 vulnerability vulnerability NN cord-351030-jqqxqjzf 218 21 of of IN cord-351030-jqqxqjzf 218 22 African african JJ cord-351030-jqqxqjzf 218 23 countries country NNS cord-351030-jqqxqjzf 218 24 against against IN cord-351030-jqqxqjzf 218 25 importations importation NNS cord-351030-jqqxqjzf 218 26 of of IN cord-351030-jqqxqjzf 218 27 COVID-19 covid-19 NN cord-351030-jqqxqjzf 218 28 : : : cord-351030-jqqxqjzf 218 29 a a DT cord-351030-jqqxqjzf 218 30 modelling modelling NN cord-351030-jqqxqjzf 218 31 study study NN cord-351030-jqqxqjzf 218 32 COVID-19 COVID-19 NNP cord-351030-jqqxqjzf 218 33 and and CC cord-351030-jqqxqjzf 218 34 Italy Italy NNP cord-351030-jqqxqjzf 218 35 : : : cord-351030-jqqxqjzf 218 36 what what WP cord-351030-jqqxqjzf 218 37 next next JJ cord-351030-jqqxqjzf 218 38 ? ? . cord-351030-jqqxqjzf 219 1 The the DT cord-351030-jqqxqjzf 219 2 Lancet Lancet NNP cord-351030-jqqxqjzf 219 3 Estimation Estimation NNP cord-351030-jqqxqjzf 219 4 of of IN cord-351030-jqqxqjzf 219 5 the the DT cord-351030-jqqxqjzf 219 6 transmission transmission NN cord-351030-jqqxqjzf 219 7 risk risk NN cord-351030-jqqxqjzf 219 8 of of IN cord-351030-jqqxqjzf 219 9 the the DT cord-351030-jqqxqjzf 219 10 2019-nCoV 2019-ncov CD cord-351030-jqqxqjzf 219 11 and and CC cord-351030-jqqxqjzf 219 12 its -PRON- PRP$ cord-351030-jqqxqjzf 219 13 implication implication NN cord-351030-jqqxqjzf 219 14 for for IN cord-351030-jqqxqjzf 219 15 public public JJ cord-351030-jqqxqjzf 219 16 health health NN cord-351030-jqqxqjzf 219 17 interventions intervention NNS cord-351030-jqqxqjzf 219 18 Gibbs Gibbs NNP cord-351030-jqqxqjzf 219 19 and and CC cord-351030-jqqxqjzf 219 20 Markov Markov NNP cord-351030-jqqxqjzf 219 21 properties property NNS cord-351030-jqqxqjzf 219 22 of of IN cord-351030-jqqxqjzf 219 23 graphs graphs NN cord-351030-jqqxqjzf 219 24 Regression regression NN cord-351030-jqqxqjzf 219 25 shrinkage shrinkage NN cord-351030-jqqxqjzf 219 26 and and CC cord-351030-jqqxqjzf 219 27 selection selection NN cord-351030-jqqxqjzf 219 28 via via IN cord-351030-jqqxqjzf 219 29 the the DT cord-351030-jqqxqjzf 219 30 lasso lasso NN cord-351030-jqqxqjzf 219 31 : : : cord-351030-jqqxqjzf 219 32 a a DT cord-351030-jqqxqjzf 219 33 retrospective retrospective JJ cord-351030-jqqxqjzf 219 34 Asymptotics Asymptotics NNP cord-351030-jqqxqjzf 219 35 for for IN cord-351030-jqqxqjzf 219 36 lasso lasso NN cord-351030-jqqxqjzf 219 37 - - HYPH cord-351030-jqqxqjzf 219 38 type type NN cord-351030-jqqxqjzf 219 39 estimators estimator NNS cord-351030-jqqxqjzf 219 40 Pattern Pattern NNP cord-351030-jqqxqjzf 219 41 recognition recognition NN cord-351030-jqqxqjzf 219 42 and and CC cord-351030-jqqxqjzf 219 43 machine machine NN cord-351030-jqqxqjzf 219 44 learning learn VBG cord-351030-jqqxqjzf 219 45 A a DT cord-351030-jqqxqjzf 219 46 statistical statistical JJ cord-351030-jqqxqjzf 219 47 view view NN cord-351030-jqqxqjzf 219 48 of of IN cord-351030-jqqxqjzf 219 49 some some DT cord-351030-jqqxqjzf 219 50 chemometrics chemometric NNS cord-351030-jqqxqjzf 219 51 regression regression NN cord-351030-jqqxqjzf 219 52 tools tool NNS cord-351030-jqqxqjzf 219 53 Linear linear JJ cord-351030-jqqxqjzf 219 54 model model NN cord-351030-jqqxqjzf 219 55 selection selection NN cord-351030-jqqxqjzf 219 56 by by IN cord-351030-jqqxqjzf 219 57 cross cross NN cord-351030-jqqxqjzf 219 58 - - JJ cord-351030-jqqxqjzf 219 59 validation validation JJ cord-351030-jqqxqjzf 219 60 Online online JJ cord-351030-jqqxqjzf 219 61 passive passive JJ cord-351030-jqqxqjzf 219 62 - - HYPH cord-351030-jqqxqjzf 219 63 aggressive aggressive JJ cord-351030-jqqxqjzf 219 64 algorithms algorithm NNS cord-351030-jqqxqjzf 219 65 Global global JJ cord-351030-jqqxqjzf 219 66 stability stability NN cord-351030-jqqxqjzf 219 67 for for IN cord-351030-jqqxqjzf 219 68 the the DT cord-351030-jqqxqjzf 219 69 SEIR SEIR NNP cord-351030-jqqxqjzf 219 70 model model NN cord-351030-jqqxqjzf 219 71 in in IN cord-351030-jqqxqjzf 219 72 epidemiology epidemiology NN cord-351030-jqqxqjzf 219 73 Statistical statistical JJ cord-351030-jqqxqjzf 219 74 inference inference NN cord-351030-jqqxqjzf 219 75 in in IN cord-351030-jqqxqjzf 219 76 a a DT cord-351030-jqqxqjzf 219 77 stochastic stochastic JJ cord-351030-jqqxqjzf 219 78 epidemic epidemic NN cord-351030-jqqxqjzf 219 79 SEIR seir NN cord-351030-jqqxqjzf 219 80 model model NN cord-351030-jqqxqjzf 219 81 with with IN cord-351030-jqqxqjzf 219 82 control control NN cord-351030-jqqxqjzf 219 83 intervention intervention NN cord-351030-jqqxqjzf 219 84 : : : cord-351030-jqqxqjzf 219 85 Ebola Ebola NNP cord-351030-jqqxqjzf 219 86 as as IN cord-351030-jqqxqjzf 219 87 a a DT cord-351030-jqqxqjzf 219 88 case case NN cord-351030-jqqxqjzf 219 89 study study NN cord-351030-jqqxqjzf 219 90 How how WRB cord-351030-jqqxqjzf 219 91 will will MD cord-351030-jqqxqjzf 219 92 country country NN cord-351030-jqqxqjzf 219 93 - - HYPH cord-351030-jqqxqjzf 219 94 based base VBN cord-351030-jqqxqjzf 219 95 mitigation mitigation NN cord-351030-jqqxqjzf 219 96 measures measure NNS cord-351030-jqqxqjzf 219 97 influence influence VBP cord-351030-jqqxqjzf 219 98 the the DT cord-351030-jqqxqjzf 219 99 course course NN cord-351030-jqqxqjzf 219 100 of of IN cord-351030-jqqxqjzf 219 101 the the DT cord-351030-jqqxqjzf 219 102 COVID-19 covid-19 JJ cord-351030-jqqxqjzf 219 103 epidemic epidemic NN cord-351030-jqqxqjzf 219 104 ? ? . cord-351030-jqqxqjzf 220 1 The the DT cord-351030-jqqxqjzf 220 2 Lancet Lancet NNP cord-351030-jqqxqjzf 220 3 All all DT cord-351030-jqqxqjzf 220 4 rights right NNS cord-351030-jqqxqjzf 220 5 reserved reserve VBN cord-351030-jqqxqjzf 220 6 . . . cord-351030-jqqxqjzf 221 1 No no DT cord-351030-jqqxqjzf 221 2 reuse reuse NN cord-351030-jqqxqjzf 221 3 allowed allow VBN cord-351030-jqqxqjzf 221 4 without without IN cord-351030-jqqxqjzf 221 5 permission.(which permission.(which NNP cord-351030-jqqxqjzf 221 6 was be VBD cord-351030-jqqxqjzf 221 7 not not RB cord-351030-jqqxqjzf 221 8 certified certify VBN cord-351030-jqqxqjzf 221 9 by by IN cord-351030-jqqxqjzf 221 10 peer peer NN cord-351030-jqqxqjzf 221 11 review review NN cord-351030-jqqxqjzf 221 12 ) ) -RRB- cord-351030-jqqxqjzf 221 13 is be VBZ cord-351030-jqqxqjzf 221 14 the the DT cord-351030-jqqxqjzf 221 15 author author NN cord-351030-jqqxqjzf 221 16 / / SYM cord-351030-jqqxqjzf 221 17 funder funder NN cord-351030-jqqxqjzf 221 18 , , , cord-351030-jqqxqjzf 221 19 who who WP cord-351030-jqqxqjzf 221 20 has have VBZ cord-351030-jqqxqjzf 221 21 granted grant VBN cord-351030-jqqxqjzf 221 22 medRxiv medRxiv NNS cord-351030-jqqxqjzf 221 23 a a DT cord-351030-jqqxqjzf 221 24 license license NN cord-351030-jqqxqjzf 221 25 to to TO cord-351030-jqqxqjzf 221 26 display display VB cord-351030-jqqxqjzf 221 27 the the DT cord-351030-jqqxqjzf 221 28 preprint preprint NN cord-351030-jqqxqjzf 221 29 in in IN cord-351030-jqqxqjzf 221 30 perpetuity perpetuity NN cord-351030-jqqxqjzf 221 31 . . . cord-351030-jqqxqjzf 222 1 The the DT cord-351030-jqqxqjzf 222 2 copyright copyright NN cord-351030-jqqxqjzf 222 3 holder holder NN cord-351030-jqqxqjzf 222 4 for for IN cord-351030-jqqxqjzf 222 5 this this DT cord-351030-jqqxqjzf 222 6 preprint preprint NN cord-351030-jqqxqjzf 222 7 this this DT cord-351030-jqqxqjzf 222 8 version version NN cord-351030-jqqxqjzf 222 9 posted post VBN cord-351030-jqqxqjzf 222 10 May May NNP cord-351030-jqqxqjzf 222 11 16 16 CD cord-351030-jqqxqjzf 222 12 , , , cord-351030-jqqxqjzf 222 13 2020 2020 CD cord-351030-jqqxqjzf 222 14 . . . cord-351030-jqqxqjzf 222 15 . . . cord-351030-jqqxqjzf 223 1 https://doi.org/10.1101/2020.05.13.20099978 https://doi.org/10.1101/2020.05.13.20099978 NN cord-351030-jqqxqjzf 223 2 doi doi NN cord-351030-jqqxqjzf 223 3 : : : cord-351030-jqqxqjzf 224 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 224 2 preprint preprint NNP cord-351030-jqqxqjzf 225 1 All all DT cord-351030-jqqxqjzf 225 2 rights right NNS cord-351030-jqqxqjzf 225 3 reserved reserve VBN cord-351030-jqqxqjzf 225 4 . . . cord-351030-jqqxqjzf 226 1 No no DT cord-351030-jqqxqjzf 226 2 reuse reuse NN cord-351030-jqqxqjzf 226 3 allowed allow VBN cord-351030-jqqxqjzf 226 4 without without IN cord-351030-jqqxqjzf 226 5 permission.(which permission.(which NNP cord-351030-jqqxqjzf 226 6 was be VBD cord-351030-jqqxqjzf 226 7 not not RB cord-351030-jqqxqjzf 226 8 certified certify VBN cord-351030-jqqxqjzf 226 9 by by IN cord-351030-jqqxqjzf 226 10 peer peer NN cord-351030-jqqxqjzf 226 11 review review NN cord-351030-jqqxqjzf 226 12 ) ) -RRB- cord-351030-jqqxqjzf 226 13 is be VBZ cord-351030-jqqxqjzf 226 14 the the DT cord-351030-jqqxqjzf 226 15 author author NN cord-351030-jqqxqjzf 226 16 / / SYM cord-351030-jqqxqjzf 226 17 funder funder NN cord-351030-jqqxqjzf 226 18 , , , cord-351030-jqqxqjzf 226 19 who who WP cord-351030-jqqxqjzf 226 20 has have VBZ cord-351030-jqqxqjzf 226 21 granted grant VBN cord-351030-jqqxqjzf 226 22 medRxiv medRxiv NNS cord-351030-jqqxqjzf 226 23 a a DT cord-351030-jqqxqjzf 226 24 license license NN cord-351030-jqqxqjzf 226 25 to to TO cord-351030-jqqxqjzf 226 26 display display VB cord-351030-jqqxqjzf 226 27 the the DT cord-351030-jqqxqjzf 226 28 preprint preprint NN cord-351030-jqqxqjzf 226 29 in in IN cord-351030-jqqxqjzf 226 30 perpetuity perpetuity NN cord-351030-jqqxqjzf 226 31 . . . cord-351030-jqqxqjzf 227 1 The the DT cord-351030-jqqxqjzf 227 2 copyright copyright NN cord-351030-jqqxqjzf 227 3 holder holder NN cord-351030-jqqxqjzf 227 4 for for IN cord-351030-jqqxqjzf 227 5 this this DT cord-351030-jqqxqjzf 227 6 preprint preprint NN cord-351030-jqqxqjzf 227 7 this this DT cord-351030-jqqxqjzf 227 8 version version NN cord-351030-jqqxqjzf 227 9 posted post VBN cord-351030-jqqxqjzf 227 10 May May NNP cord-351030-jqqxqjzf 227 11 16 16 CD cord-351030-jqqxqjzf 227 12 , , , cord-351030-jqqxqjzf 227 13 2020 2020 CD cord-351030-jqqxqjzf 227 14 . . . cord-351030-jqqxqjzf 227 15 . . . cord-351030-jqqxqjzf 228 1 https://doi.org/10.1101/2020.05.13.20099978 https://doi.org/10.1101/2020.05.13.20099978 NN cord-351030-jqqxqjzf 228 2 doi doi NN cord-351030-jqqxqjzf 228 3 : : : cord-351030-jqqxqjzf 229 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 229 2 preprint preprint NNP cord-351030-jqqxqjzf 230 1 All all DT cord-351030-jqqxqjzf 230 2 rights right NNS cord-351030-jqqxqjzf 230 3 reserved reserve VBN cord-351030-jqqxqjzf 230 4 . . . cord-351030-jqqxqjzf 231 1 No no DT cord-351030-jqqxqjzf 231 2 reuse reuse NN cord-351030-jqqxqjzf 231 3 allowed allow VBN cord-351030-jqqxqjzf 231 4 without without IN cord-351030-jqqxqjzf 231 5 permission.(which permission.(which NNP cord-351030-jqqxqjzf 231 6 was be VBD cord-351030-jqqxqjzf 231 7 not not RB cord-351030-jqqxqjzf 231 8 certified certify VBN cord-351030-jqqxqjzf 231 9 by by IN cord-351030-jqqxqjzf 231 10 peer peer NN cord-351030-jqqxqjzf 231 11 review review NN cord-351030-jqqxqjzf 231 12 ) ) -RRB- cord-351030-jqqxqjzf 231 13 is be VBZ cord-351030-jqqxqjzf 231 14 the the DT cord-351030-jqqxqjzf 231 15 author author NN cord-351030-jqqxqjzf 231 16 / / SYM cord-351030-jqqxqjzf 231 17 funder funder NN cord-351030-jqqxqjzf 231 18 , , , cord-351030-jqqxqjzf 231 19 who who WP cord-351030-jqqxqjzf 231 20 has have VBZ cord-351030-jqqxqjzf 231 21 granted grant VBN cord-351030-jqqxqjzf 231 22 medRxiv medRxiv NNS cord-351030-jqqxqjzf 231 23 a a DT cord-351030-jqqxqjzf 231 24 license license NN cord-351030-jqqxqjzf 231 25 to to TO cord-351030-jqqxqjzf 231 26 display display VB cord-351030-jqqxqjzf 231 27 the the DT cord-351030-jqqxqjzf 231 28 preprint preprint NN cord-351030-jqqxqjzf 231 29 in in IN cord-351030-jqqxqjzf 231 30 perpetuity perpetuity NN cord-351030-jqqxqjzf 231 31 . . . cord-351030-jqqxqjzf 232 1 The the DT cord-351030-jqqxqjzf 232 2 copyright copyright NN cord-351030-jqqxqjzf 232 3 holder holder NN cord-351030-jqqxqjzf 232 4 for for IN cord-351030-jqqxqjzf 232 5 this this DT cord-351030-jqqxqjzf 232 6 preprint preprint NN cord-351030-jqqxqjzf 232 7 this this DT cord-351030-jqqxqjzf 232 8 version version NN cord-351030-jqqxqjzf 232 9 posted post VBN cord-351030-jqqxqjzf 232 10 May May NNP cord-351030-jqqxqjzf 232 11 16 16 CD cord-351030-jqqxqjzf 232 12 , , , cord-351030-jqqxqjzf 232 13 2020 2020 CD cord-351030-jqqxqjzf 232 14 . . . cord-351030-jqqxqjzf 232 15 . . . cord-351030-jqqxqjzf 233 1 https://doi.org/10.1101/2020.05 https://doi.org/10.1101/2020.05 NNP cord-351030-jqqxqjzf 233 2 . . . cord-351030-jqqxqjzf 234 1 13.20099978 13.20099978 CD cord-351030-jqqxqjzf 234 2 doi doi NN cord-351030-jqqxqjzf 234 3 : : : cord-351030-jqqxqjzf 235 1 medRxiv medRxiv NNP cord-351030-jqqxqjzf 235 2 preprint preprint NNP cord-351030-jqqxqjzf 235 3 _SP