id sid tid token lemma pos cord-194157-ak2gc3nz 1 1 key key NN cord-194157-ak2gc3nz 1 2 : : : cord-194157-ak2gc3nz 1 3 cord-194157-ak2gc3nz cord-194157-ak2gc3nz NNP cord-194157-ak2gc3nz 2 1 authors author NNS cord-194157-ak2gc3nz 2 2 : : : cord-194157-ak2gc3nz 2 3 Clum Clum NNP cord-194157-ak2gc3nz 2 4 , , , cord-194157-ak2gc3nz 2 5 Charles Charles NNP cord-194157-ak2gc3nz 2 6 ; ; : cord-194157-ak2gc3nz 2 7 Mixon Mixon NNP cord-194157-ak2gc3nz 2 8 , , , cord-194157-ak2gc3nz 2 9 Dustin Dustin NNP cord-194157-ak2gc3nz 2 10 G. G. NNP cord-194157-ak2gc3nz 2 11 title title NN cord-194157-ak2gc3nz 2 12 : : : cord-194157-ak2gc3nz 3 1 Parameter parameter NN cord-194157-ak2gc3nz 3 2 estimation estimation NN cord-194157-ak2gc3nz 3 3 in in IN cord-194157-ak2gc3nz 3 4 the the DT cord-194157-ak2gc3nz 3 5 SIR SIR NNP cord-194157-ak2gc3nz 3 6 model model NN cord-194157-ak2gc3nz 3 7 from from IN cord-194157-ak2gc3nz 3 8 early early JJ cord-194157-ak2gc3nz 3 9 infections infection NNS cord-194157-ak2gc3nz 3 10 date date NN cord-194157-ak2gc3nz 3 11 : : : cord-194157-ak2gc3nz 3 12 2020 2020 CD cord-194157-ak2gc3nz 3 13 - - HYPH cord-194157-ak2gc3nz 3 14 08 08 CD cord-194157-ak2gc3nz 3 15 - - SYM cord-194157-ak2gc3nz 3 16 10 10 CD cord-194157-ak2gc3nz 3 17 journal journal NN cord-194157-ak2gc3nz 3 18 : : : cord-194157-ak2gc3nz 4 1 nan nan NNP cord-194157-ak2gc3nz 4 2 DOI DOI NNP cord-194157-ak2gc3nz 4 3 : : : cord-194157-ak2gc3nz 4 4 nan nan NNP cord-194157-ak2gc3nz 4 5 sha sha NNP cord-194157-ak2gc3nz 4 6 : : : cord-194157-ak2gc3nz 4 7 6a01b1983cead2f2b390b38f2eaf0c3cb4c56c59 6a01b1983cead2f2b390b38f2eaf0c3cb4c56c59 CD cord-194157-ak2gc3nz 4 8 doc_id doc_id CD cord-194157-ak2gc3nz 4 9 : : : cord-194157-ak2gc3nz 4 10 194157 194157 CD cord-194157-ak2gc3nz 4 11 cord_uid cord_uid NNS cord-194157-ak2gc3nz 4 12 : : : cord-194157-ak2gc3nz 5 1 ak2gc3nz ak2gc3nz NNP cord-194157-ak2gc3nz 5 2 A a DT cord-194157-ak2gc3nz 5 3 standard standard JJ cord-194157-ak2gc3nz 5 4 model model NN cord-194157-ak2gc3nz 5 5 for for IN cord-194157-ak2gc3nz 5 6 epidemics epidemic NNS cord-194157-ak2gc3nz 5 7 is be VBZ cord-194157-ak2gc3nz 5 8 the the DT cord-194157-ak2gc3nz 5 9 SIR SIR NNP cord-194157-ak2gc3nz 5 10 model model NN cord-194157-ak2gc3nz 5 11 on on IN cord-194157-ak2gc3nz 5 12 a a DT cord-194157-ak2gc3nz 5 13 graph graph NN cord-194157-ak2gc3nz 5 14 . . . cord-194157-ak2gc3nz 6 1 We -PRON- PRP cord-194157-ak2gc3nz 6 2 introduce introduce VBP cord-194157-ak2gc3nz 6 3 a a DT cord-194157-ak2gc3nz 6 4 simple simple JJ cord-194157-ak2gc3nz 6 5 algorithm algorithm NN cord-194157-ak2gc3nz 6 6 that that WDT cord-194157-ak2gc3nz 6 7 uses use VBZ cord-194157-ak2gc3nz 6 8 the the DT cord-194157-ak2gc3nz 6 9 early early JJ cord-194157-ak2gc3nz 6 10 infection infection NN cord-194157-ak2gc3nz 6 11 times time NNS cord-194157-ak2gc3nz 6 12 from from IN cord-194157-ak2gc3nz 6 13 a a DT cord-194157-ak2gc3nz 6 14 sample sample NN cord-194157-ak2gc3nz 6 15 path path NN cord-194157-ak2gc3nz 6 16 of of IN cord-194157-ak2gc3nz 6 17 the the DT cord-194157-ak2gc3nz 6 18 SIR SIR NNP cord-194157-ak2gc3nz 6 19 model model NN cord-194157-ak2gc3nz 6 20 to to TO cord-194157-ak2gc3nz 6 21 estimate estimate VB cord-194157-ak2gc3nz 6 22 the the DT cord-194157-ak2gc3nz 6 23 parameters parameter NNS cord-194157-ak2gc3nz 6 24 this this DT cord-194157-ak2gc3nz 6 25 model model NN cord-194157-ak2gc3nz 6 26 , , , cord-194157-ak2gc3nz 6 27 and and CC cord-194157-ak2gc3nz 6 28 we -PRON- PRP cord-194157-ak2gc3nz 6 29 provide provide VBP cord-194157-ak2gc3nz 6 30 a a DT cord-194157-ak2gc3nz 6 31 performance performance NN cord-194157-ak2gc3nz 6 32 guarantee guarantee NN cord-194157-ak2gc3nz 6 33 in in IN cord-194157-ak2gc3nz 6 34 the the DT cord-194157-ak2gc3nz 6 35 setting setting NN cord-194157-ak2gc3nz 6 36 of of IN cord-194157-ak2gc3nz 6 37 locally locally RB cord-194157-ak2gc3nz 6 38 tree tree NN cord-194157-ak2gc3nz 6 39 - - HYPH cord-194157-ak2gc3nz 6 40 like like JJ cord-194157-ak2gc3nz 6 41 graphs graph NNS cord-194157-ak2gc3nz 6 42 . . . cord-194157-ak2gc3nz 7 1 During during IN cord-194157-ak2gc3nz 7 2 an an DT cord-194157-ak2gc3nz 7 3 epidemic epidemic NN cord-194157-ak2gc3nz 7 4 , , , cord-194157-ak2gc3nz 7 5 government government NN cord-194157-ak2gc3nz 7 6 leaders leader NNS cord-194157-ak2gc3nz 7 7 are be VBP cord-194157-ak2gc3nz 7 8 expected expect VBN cord-194157-ak2gc3nz 7 9 to to TO cord-194157-ak2gc3nz 7 10 help help VB cord-194157-ak2gc3nz 7 11 maintain maintain VB cord-194157-ak2gc3nz 7 12 public public JJ cord-194157-ak2gc3nz 7 13 health health NN cord-194157-ak2gc3nz 7 14 while while IN cord-194157-ak2gc3nz 7 15 simultaneously simultaneously RB cord-194157-ak2gc3nz 7 16 preventing prevent VBG cord-194157-ak2gc3nz 7 17 an an DT cord-194157-ak2gc3nz 7 18 economic economic JJ cord-194157-ak2gc3nz 7 19 meltdown meltdown NN cord-194157-ak2gc3nz 7 20 . . . cord-194157-ak2gc3nz 8 1 In in IN cord-194157-ak2gc3nz 8 2 the the DT cord-194157-ak2gc3nz 8 3 absence absence NN cord-194157-ak2gc3nz 8 4 of of IN cord-194157-ak2gc3nz 8 5 a a DT cord-194157-ak2gc3nz 8 6 vaccine vaccine NN cord-194157-ak2gc3nz 8 7 , , , cord-194157-ak2gc3nz 8 8 decision decision NN cord-194157-ak2gc3nz 8 9 makers maker NNS cord-194157-ak2gc3nz 8 10 must must MD cord-194157-ak2gc3nz 8 11 choose choose VB cord-194157-ak2gc3nz 8 12 between between IN cord-194157-ak2gc3nz 8 13 various various JJ cord-194157-ak2gc3nz 8 14 non non JJ cord-194157-ak2gc3nz 8 15 - - JJ cord-194157-ak2gc3nz 8 16 pharmaceutical pharmaceutical JJ cord-194157-ak2gc3nz 8 17 interventions intervention NNS cord-194157-ak2gc3nz 8 18 . . . cord-194157-ak2gc3nz 9 1 This this DT cord-194157-ak2gc3nz 9 2 decision decision NN cord-194157-ak2gc3nz 9 3 requires require VBZ cord-194157-ak2gc3nz 9 4 an an DT cord-194157-ak2gc3nz 9 5 informative informative JJ cord-194157-ak2gc3nz 9 6 forecast forecast NN cord-194157-ak2gc3nz 9 7 of of IN cord-194157-ak2gc3nz 9 8 the the DT cord-194157-ak2gc3nz 9 9 epidemic epidemic NN cord-194157-ak2gc3nz 9 10 at at IN cord-194157-ak2gc3nz 9 11 a a DT cord-194157-ak2gc3nz 9 12 very very RB cord-194157-ak2gc3nz 9 13 early early JJ cord-194157-ak2gc3nz 9 14 time time NN cord-194157-ak2gc3nz 9 15 . . . cord-194157-ak2gc3nz 10 1 To to TO cord-194157-ak2gc3nz 10 2 obtain obtain VB cord-194157-ak2gc3nz 10 3 such such PDT cord-194157-ak2gc3nz 10 4 a a DT cord-194157-ak2gc3nz 10 5 forecast forecast NN cord-194157-ak2gc3nz 10 6 , , , cord-194157-ak2gc3nz 10 7 it -PRON- PRP cord-194157-ak2gc3nz 10 8 is be VBZ cord-194157-ak2gc3nz 10 9 helpful helpful JJ cord-194157-ak2gc3nz 10 10 to to TO cord-194157-ak2gc3nz 10 11 have have VB cord-194157-ak2gc3nz 10 12 a a DT cord-194157-ak2gc3nz 10 13 parametrized parametrize VBN cord-194157-ak2gc3nz 10 14 model model NN cord-194157-ak2gc3nz 10 15 for for IN cord-194157-ak2gc3nz 10 16 epidemics epidemic NNS cord-194157-ak2gc3nz 10 17 . . . cord-194157-ak2gc3nz 11 1 What what WP cord-194157-ak2gc3nz 11 2 follows follow VBZ cord-194157-ak2gc3nz 11 3 is be VBZ cord-194157-ak2gc3nz 11 4 a a DT cord-194157-ak2gc3nz 11 5 particularly particularly RB cord-194157-ak2gc3nz 11 6 popular popular JJ cord-194157-ak2gc3nz 11 7 compartmental compartmental JJ cord-194157-ak2gc3nz 11 8 model model NN cord-194157-ak2gc3nz 11 9 that that WDT cord-194157-ak2gc3nz 11 10 originates originate VBZ cord-194157-ak2gc3nz 11 11 from from IN cord-194157-ak2gc3nz 11 12 the the DT cord-194157-ak2gc3nz 11 13 classic classic JJ cord-194157-ak2gc3nz 11 14 work work NN cord-194157-ak2gc3nz 11 15 of of IN cord-194157-ak2gc3nz 11 16 Kermack Kermack NNP cord-194157-ak2gc3nz 11 17 and and CC cord-194157-ak2gc3nz 11 18 McKendrick McKendrick NNP cord-194157-ak2gc3nz 11 19 [ [ -LRB- cord-194157-ak2gc3nz 11 20 4 4 CD cord-194157-ak2gc3nz 11 21 ] ] -RRB- cord-194157-ak2gc3nz 11 22 . . . cord-194157-ak2gc3nz 12 1 Definition definition NN cord-194157-ak2gc3nz 12 2 1 1 CD cord-194157-ak2gc3nz 12 3 ( ( -LRB- cord-194157-ak2gc3nz 12 4 SIR SIR NNP cord-194157-ak2gc3nz 12 5 model model NN cord-194157-ak2gc3nz 12 6 ) ) -RRB- cord-194157-ak2gc3nz 12 7 . . . cord-194157-ak2gc3nz 13 1 Fix fix VB cord-194157-ak2gc3nz 13 2 a a DT cord-194157-ak2gc3nz 13 3 simple simple JJ cord-194157-ak2gc3nz 13 4 , , , cord-194157-ak2gc3nz 13 5 connected connected JJ cord-194157-ak2gc3nz 13 6 graph graph NN cord-194157-ak2gc3nz 13 7 G g NN cord-194157-ak2gc3nz 13 8 and and CC cord-194157-ak2gc3nz 13 9 parameters parameter NNS cord-194157-ak2gc3nz 13 10 λ λ NN cord-194157-ak2gc3nz 13 11 , , , cord-194157-ak2gc3nz 13 12 µ µ NN cord-194157-ak2gc3nz 13 13 ≥ ≥ CD cord-194157-ak2gc3nz 13 14 0 0 CD cord-194157-ak2gc3nz 13 15 . . . cord-194157-ak2gc3nz 14 1 Consider consider VB cord-194157-ak2gc3nz 14 2 a a DT cord-194157-ak2gc3nz 14 3 continuous continuous JJ cord-194157-ak2gc3nz 14 4 - - HYPH cord-194157-ak2gc3nz 14 5 time time NN cord-194157-ak2gc3nz 14 6 Markov Markov NNP cord-194157-ak2gc3nz 14 7 chain chain NN cord-194157-ak2gc3nz 14 8 in in IN cord-194157-ak2gc3nz 14 9 which which WDT cord-194157-ak2gc3nz 14 10 the the DT cord-194157-ak2gc3nz 14 11 state state NN cord-194157-ak2gc3nz 14 12 is be VBZ cord-194157-ak2gc3nz 14 13 a a DT cord-194157-ak2gc3nz 14 14 partition partition NN cord-194157-ak2gc3nz 14 15 ( ( -LRB- cord-194157-ak2gc3nz 14 16 S s NN cord-194157-ak2gc3nz 14 17 , , , cord-194157-ak2gc3nz 14 18 I -PRON- PRP cord-194157-ak2gc3nz 14 19 , , , cord-194157-ak2gc3nz 14 20 R r NN cord-194157-ak2gc3nz 14 21 ) ) -RRB- cord-194157-ak2gc3nz 14 22 of of IN cord-194157-ak2gc3nz 14 23 V V NNP cord-194157-ak2gc3nz 14 24 ( ( -LRB- cord-194157-ak2gc3nz 14 25 G G NNP cord-194157-ak2gc3nz 14 26 ) ) -RRB- cord-194157-ak2gc3nz 14 27 . . . cord-194157-ak2gc3nz 15 1 For for IN cord-194157-ak2gc3nz 15 2 the the DT cord-194157-ak2gc3nz 15 3 initial initial JJ cord-194157-ak2gc3nz 15 4 state state NN cord-194157-ak2gc3nz 15 5 , , , cord-194157-ak2gc3nz 15 6 draw draw VB cord-194157-ak2gc3nz 15 7 v v NN cord-194157-ak2gc3nz 15 8 ∼ ∼ NNP cord-194157-ak2gc3nz 15 9 Unif(V unif(v NN cord-194157-ak2gc3nz 15 10 ( ( -LRB- cord-194157-ak2gc3nz 15 11 G G NNP cord-194157-ak2gc3nz 15 12 ) ) -RRB- cord-194157-ak2gc3nz 15 13 ) ) -RRB- cord-194157-ak2gc3nz 15 14 and and CC cord-194157-ak2gc3nz 15 15 put put VBN cord-194157-ak2gc3nz 15 16 In in IN cord-194157-ak2gc3nz 15 17 fact fact NN cord-194157-ak2gc3nz 15 18 , , , cord-194157-ak2gc3nz 15 19 ( ( -LRB- cord-194157-ak2gc3nz 15 20 s(t s(t NNP cord-194157-ak2gc3nz 15 21 ) ) -RRB- cord-194157-ak2gc3nz 15 22 , , , cord-194157-ak2gc3nz 15 23 i(t i(t NNP cord-194157-ak2gc3nz 15 24 ) ) -RRB- cord-194157-ak2gc3nz 15 25 , , , cord-194157-ak2gc3nz 15 26 r(t r(t NNP cord-194157-ak2gc3nz 15 27 ) ) -RRB- cord-194157-ak2gc3nz 15 28 ) ) -RRB- cord-194157-ak2gc3nz 15 29 is be VBZ cord-194157-ak2gc3nz 15 30 also also RB cord-194157-ak2gc3nz 15 31 a a DT cord-194157-ak2gc3nz 15 32 continuous continuous JJ cord-194157-ak2gc3nz 15 33 - - HYPH cord-194157-ak2gc3nz 15 34 time time NN cord-194157-ak2gc3nz 15 35 Markov Markov NNP cord-194157-ak2gc3nz 15 36 chain chain NN cord-194157-ak2gc3nz 15 37 in in IN cord-194157-ak2gc3nz 15 38 this this DT cord-194157-ak2gc3nz 15 39 case case NN cord-194157-ak2gc3nz 15 40 . . . cord-194157-ak2gc3nz 16 1 The the DT cord-194157-ak2gc3nz 16 2 initial initial JJ cord-194157-ak2gc3nz 16 3 conditions condition NNS cord-194157-ak2gc3nz 16 4 are be VBP cord-194157-ak2gc3nz 16 5 s(0 s(0 CD cord-194157-ak2gc3nz 16 6 ) ) -RRB- cord-194157-ak2gc3nz 17 1 = = SYM cord-194157-ak2gc3nz 17 2 n n NN cord-194157-ak2gc3nz 17 3 − − NNP cord-194157-ak2gc3nz 17 4 1 1 CD cord-194157-ak2gc3nz 17 5 , , , cord-194157-ak2gc3nz 17 6 i(0 i(0 NNP cord-194157-ak2gc3nz 17 7 ) ) -RRB- cord-194157-ak2gc3nz 17 8 = = SYM cord-194157-ak2gc3nz 17 9 1 1 CD cord-194157-ak2gc3nz 17 10 , , , cord-194157-ak2gc3nz 17 11 r(0 r(0 NNP cord-194157-ak2gc3nz 17 12 ) ) -RRB- cord-194157-ak2gc3nz 17 13 = = SYM cord-194157-ak2gc3nz 17 14 0 0 CD cord-194157-ak2gc3nz 17 15 , , , cord-194157-ak2gc3nz 17 16 and and CC cord-194157-ak2gc3nz 17 17 the the DT cord-194157-ak2gc3nz 17 18 process process NN cord-194157-ak2gc3nz 17 19 transitions transition NNS cord-194157-ak2gc3nz 17 20 ( ( -LRB- cord-194157-ak2gc3nz 17 21 s s NNP cord-194157-ak2gc3nz 17 22 , , , cord-194157-ak2gc3nz 17 23 i i PRP cord-194157-ak2gc3nz 17 24 , , , cord-194157-ak2gc3nz 17 25 r r LS cord-194157-ak2gc3nz 17 26 ) ) -RRB- cord-194157-ak2gc3nz 18 1 → → NFP cord-194157-ak2gc3nz 18 2 ( ( -LRB- cord-194157-ak2gc3nz 18 3 s s NNP cord-194157-ak2gc3nz 18 4 − − NNP cord-194157-ak2gc3nz 18 5 1 1 CD cord-194157-ak2gc3nz 18 6 , , , cord-194157-ak2gc3nz 18 7 i i PRP cord-194157-ak2gc3nz 18 8 + + SYM cord-194157-ak2gc3nz 18 9 1 1 CD cord-194157-ak2gc3nz 18 10 , , , cord-194157-ak2gc3nz 18 11 r r LS cord-194157-ak2gc3nz 18 12 ) ) -RRB- cord-194157-ak2gc3nz 18 13 with with IN cord-194157-ak2gc3nz 18 14 rate rate NN cord-194157-ak2gc3nz 18 15 λis λis NN cord-194157-ak2gc3nz 18 16 and and CC cord-194157-ak2gc3nz 18 17 ( ( -LRB- cord-194157-ak2gc3nz 18 18 s s NNP cord-194157-ak2gc3nz 18 19 , , , cord-194157-ak2gc3nz 18 20 i i PRP cord-194157-ak2gc3nz 18 21 , , , cord-194157-ak2gc3nz 18 22 r r LS cord-194157-ak2gc3nz 18 23 ) ) -RRB- cord-194157-ak2gc3nz 19 1 → → NFP cord-194157-ak2gc3nz 19 2 ( ( -LRB- cord-194157-ak2gc3nz 19 3 s s NNP cord-194157-ak2gc3nz 19 4 , , , cord-194157-ak2gc3nz 19 5 i i PRP cord-194157-ak2gc3nz 19 6 − − NNP cord-194157-ak2gc3nz 19 7 1 1 CD cord-194157-ak2gc3nz 19 8 , , , cord-194157-ak2gc3nz 20 1 r r LS cord-194157-ak2gc3nz 20 2 + + SYM cord-194157-ak2gc3nz 20 3 1 1 CD cord-194157-ak2gc3nz 20 4 ) ) -RRB- cord-194157-ak2gc3nz 20 5 with with IN cord-194157-ak2gc3nz 20 6 rate rate NN cord-194157-ak2gc3nz 20 7 µi µi NN cord-194157-ak2gc3nz 20 8 . . . cord-194157-ak2gc3nz 21 1 Assuming assume VBG cord-194157-ak2gc3nz 21 2 n n CC cord-194157-ak2gc3nz 21 3 is be VBZ cord-194157-ak2gc3nz 21 4 large large JJ cord-194157-ak2gc3nz 21 5 and and CC cord-194157-ak2gc3nz 21 6 λn λn XX cord-194157-ak2gc3nz 21 7 = = NN cord-194157-ak2gc3nz 21 8 : : : cord-194157-ak2gc3nz 21 9 β β NNP cord-194157-ak2gc3nz 21 10 , , , cord-194157-ak2gc3nz 21 11 then then RB cord-194157-ak2gc3nz 21 12 putting put VBG cord-194157-ak2gc3nz 21 13 σ σ NN cord-194157-ak2gc3nz 21 14 : : : cord-194157-ak2gc3nz 21 15 = = NFP cord-194157-ak2gc3nz 21 16 s s NNP cord-194157-ak2gc3nz 21 17 / / SYM cord-194157-ak2gc3nz 21 18 n n NNP cord-194157-ak2gc3nz 21 19 , , , cord-194157-ak2gc3nz 21 20 ι ι NNS cord-194157-ak2gc3nz 21 21 : : : cord-194157-ak2gc3nz 21 22 = = NFP cord-194157-ak2gc3nz 21 23 i i NNP cord-194157-ak2gc3nz 21 24 / / SYM cord-194157-ak2gc3nz 21 25 n n NNP cord-194157-ak2gc3nz 21 26 , , , cord-194157-ak2gc3nz 21 27 and and CC cord-194157-ak2gc3nz 21 28 ρ ρ NN cord-194157-ak2gc3nz 21 29 : : : cord-194157-ak2gc3nz 21 30 = = NFP cord-194157-ak2gc3nz 21 31 r r NNP cord-194157-ak2gc3nz 21 32 / / SYM cord-194157-ak2gc3nz 21 33 n n CC cord-194157-ak2gc3nz 21 34 , , , cord-194157-ak2gc3nz 21 35 we -PRON- PRP cord-194157-ak2gc3nz 21 36 may may MD cord-194157-ak2gc3nz 21 37 pass pass VB cord-194157-ak2gc3nz 21 38 to to IN cord-194157-ak2gc3nz 21 39 the the DT cord-194157-ak2gc3nz 21 40 mean mean JJ cord-194157-ak2gc3nz 21 41 - - HYPH cord-194157-ak2gc3nz 21 42 field field NN cord-194157-ak2gc3nz 21 43 approximation approximation NN cord-194157-ak2gc3nz 21 44 : : : cord-194157-ak2gc3nz 21 45 This this DT cord-194157-ak2gc3nz 21 46 approximation approximation NN cord-194157-ak2gc3nz 21 47 is be VBZ cord-194157-ak2gc3nz 21 48 popular popular JJ cord-194157-ak2gc3nz 21 49 because because IN cord-194157-ak2gc3nz 21 50 it -PRON- PRP cord-194157-ak2gc3nz 21 51 is be VBZ cord-194157-ak2gc3nz 21 52 much much RB cord-194157-ak2gc3nz 21 53 easier easy JJR cord-194157-ak2gc3nz 21 54 to to TO cord-194157-ak2gc3nz 21 55 interact interact VB cord-194157-ak2gc3nz 21 56 with with IN cord-194157-ak2gc3nz 21 57 . . . cord-194157-ak2gc3nz 22 1 The the DT cord-194157-ak2gc3nz 22 2 approximation approximation NN cord-194157-ak2gc3nz 22 3 is be VBZ cord-194157-ak2gc3nz 22 4 good good JJ cord-194157-ak2gc3nz 22 5 once once IN cord-194157-ak2gc3nz 22 6 the the DT cord-194157-ak2gc3nz 22 7 number number NN cord-194157-ak2gc3nz 22 8 of of IN cord-194157-ak2gc3nz 22 9 infected infected JJ cord-194157-ak2gc3nz 22 10 vertices vertex NNS cord-194157-ak2gc3nz 22 11 becomes become VBZ cord-194157-ak2gc3nz 22 12 a a DT cord-194157-ak2gc3nz 22 13 fraction fraction NN cord-194157-ak2gc3nz 22 14 of of IN cord-194157-ak2gc3nz 22 15 n n NN cord-194157-ak2gc3nz 22 16 , , , cord-194157-ak2gc3nz 22 17 and and CC cord-194157-ak2gc3nz 22 18 the the DT cord-194157-ak2gc3nz 22 19 approximation approximation NN cord-194157-ak2gc3nz 22 20 is be VBZ cord-194157-ak2gc3nz 22 21 better well JJR cord-194157-ak2gc3nz 22 22 when when WRB cord-194157-ak2gc3nz 22 23 this this DT cord-194157-ak2gc3nz 22 24 fraction fraction NN cord-194157-ak2gc3nz 22 25 is be VBZ cord-194157-ak2gc3nz 22 26 larger large JJR cord-194157-ak2gc3nz 22 27 [ [ -LRB- cord-194157-ak2gc3nz 22 28 5 5 CD cord-194157-ak2gc3nz 22 29 ] ] -RRB- cord-194157-ak2gc3nz 22 30 . . . cord-194157-ak2gc3nz 23 1 This this DT cord-194157-ak2gc3nz 23 2 suggests suggest VBZ cord-194157-ak2gc3nz 23 3 an an DT cord-194157-ak2gc3nz 23 4 initial initial JJ cord-194157-ak2gc3nz 23 5 condition condition NN cord-194157-ak2gc3nz 23 6 of of IN cord-194157-ak2gc3nz 23 7 the the DT cord-194157-ak2gc3nz 23 8 form form NN cord-194157-ak2gc3nz 23 9 σ(t σ(t CD cord-194157-ak2gc3nz 23 10 0 0 NFP cord-194157-ak2gc3nz 23 11 ) ) -RRB- cord-194157-ak2gc3nz 24 1 = = NFP cord-194157-ak2gc3nz 25 1 1 1 LS cord-194157-ak2gc3nz 25 2 − − NN cord-194157-ak2gc3nz 25 3 δ δ NN cord-194157-ak2gc3nz 25 4 − − NN cord-194157-ak2gc3nz 25 5 γ γ NN cord-194157-ak2gc3nz 25 6 , , , cord-194157-ak2gc3nz 25 7 ι(t ι(t NNP cord-194157-ak2gc3nz 25 8 0 0 NFP cord-194157-ak2gc3nz 25 9 ) ) -RRB- cord-194157-ak2gc3nz 25 10 = = NFP cord-194157-ak2gc3nz 26 1 δ δ NN cord-194157-ak2gc3nz 26 2 , , , cord-194157-ak2gc3nz 26 3 ρ(t ρ(t NNP cord-194157-ak2gc3nz 26 4 0 0 NFP cord-194157-ak2gc3nz 26 5 ) ) -RRB- cord-194157-ak2gc3nz 27 1 = = NFP cord-194157-ak2gc3nz 27 2 γ γ NN cord-194157-ak2gc3nz 27 3 for for IN cord-194157-ak2gc3nz 27 4 some some DT cord-194157-ak2gc3nz 27 5 small small JJ cord-194157-ak2gc3nz 27 6 t t NN cord-194157-ak2gc3nz 27 7 0 0 CD cord-194157-ak2gc3nz 27 8 , , , cord-194157-ak2gc3nz 27 9 δ δ NN cord-194157-ak2gc3nz 27 10 , , , cord-194157-ak2gc3nz 27 11 γ γ NN cord-194157-ak2gc3nz 27 12 > > XX cord-194157-ak2gc3nz 27 13 0 0 NFP cord-194157-ak2gc3nz 27 14 . . . cord-194157-ak2gc3nz 28 1 For for IN cord-194157-ak2gc3nz 28 2 simplicity simplicity NN cord-194157-ak2gc3nz 28 3 , , , cord-194157-ak2gc3nz 28 4 we -PRON- PRP cord-194157-ak2gc3nz 28 5 translate translate VBP cord-194157-ak2gc3nz 28 6 time time NN cord-194157-ak2gc3nz 29 1 so so IN cord-194157-ak2gc3nz 29 2 that that IN cord-194157-ak2gc3nz 29 3 t t NN cord-194157-ak2gc3nz 29 4 0 0 CD cord-194157-ak2gc3nz 29 5 = = SYM cord-194157-ak2gc3nz 29 6 0 0 CD cord-194157-ak2gc3nz 29 7 . . . cord-194157-ak2gc3nz 30 1 We -PRON- PRP cord-194157-ak2gc3nz 30 2 argue argue VBP cord-194157-ak2gc3nz 30 3 there there EX cord-194157-ak2gc3nz 30 4 is be VBZ cord-194157-ak2gc3nz 30 5 no no DT cord-194157-ak2gc3nz 30 6 hope hope NN cord-194157-ak2gc3nz 30 7 of of IN cord-194157-ak2gc3nz 30 8 determining determine VBG cord-194157-ak2gc3nz 30 9 ( ( -LRB- cord-194157-ak2gc3nz 30 10 β β NN cord-194157-ak2gc3nz 30 11 , , , cord-194157-ak2gc3nz 30 12 µ µ LS cord-194157-ak2gc3nz 30 13 ) ) -RRB- cord-194157-ak2gc3nz 30 14 from from IN cord-194157-ak2gc3nz 30 15 data datum NNS cord-194157-ak2gc3nz 30 16 of of IN cord-194157-ak2gc3nz 30 17 the the DT cord-194157-ak2gc3nz 30 18 form form NN cord-194157-ak2gc3nz 30 19 { { -LRB- cord-194157-ak2gc3nz 30 20 ι(t ι(t NNP cord-194157-ak2gc3nz 30 21 ) ) -RRB- cord-194157-ak2gc3nz 30 22 + + CC cord-194157-ak2gc3nz 30 23 ρ(t ρ(t NNP cord-194157-ak2gc3nz 30 24 ) ) -RRB- cord-194157-ak2gc3nz 30 25 } } -RRB- cord-194157-ak2gc3nz 31 1 t∈[0 t∈[0 NN cord-194157-ak2gc3nz 31 2 , , , cord-194157-ak2gc3nz 31 3 ] ] -RRB- cord-194157-ak2gc3nz 31 4 for for IN cord-194157-ak2gc3nz 31 5 small small JJ cord-194157-ak2gc3nz 31 6 > > XX cord-194157-ak2gc3nz 31 7 0 0 CD cord-194157-ak2gc3nz 31 8 . . . cord-194157-ak2gc3nz 32 1 ( ( -LRB- cord-194157-ak2gc3nz 32 2 While while IN cord-194157-ak2gc3nz 32 3 the the DT cord-194157-ak2gc3nz 32 4 following follow VBG cord-194157-ak2gc3nz 32 5 argument argument NN cord-194157-ak2gc3nz 32 6 is be VBZ cord-194157-ak2gc3nz 32 7 not not RB cord-194157-ak2gc3nz 32 8 rigorous rigorous JJ cord-194157-ak2gc3nz 32 9 , , , cord-194157-ak2gc3nz 32 10 it -PRON- PRP cord-194157-ak2gc3nz 32 11 conveys convey VBZ cord-194157-ak2gc3nz 32 12 the the DT cord-194157-ak2gc3nz 32 13 main main JJ cord-194157-ak2gc3nz 32 14 idea idea NN cord-194157-ak2gc3nz 32 15 . . . cord-194157-ak2gc3nz 32 16 ) ) -RRB- cord-194157-ak2gc3nz 33 1 Notice notice VB cord-194157-ak2gc3nz 33 2 that that IN cord-194157-ak2gc3nz 33 3 for for IN cord-194157-ak2gc3nz 33 4 t t NN cord-194157-ak2gc3nz 33 5 ∈ ∈ NN cord-194157-ak2gc3nz 33 6 [ [ -LRB- cord-194157-ak2gc3nz 33 7 0 0 NFP cord-194157-ak2gc3nz 33 8 , , , cord-194157-ak2gc3nz 33 9 ] ] -RRB- cord-194157-ak2gc3nz 33 10 , , , cord-194157-ak2gc3nz 33 11 it -PRON- PRP cord-194157-ak2gc3nz 33 12 holds hold VBZ cord-194157-ak2gc3nz 33 13 that that DT cord-194157-ak2gc3nz 33 14 σ(t σ(t NN cord-194157-ak2gc3nz 33 15 ) ) -RRB- cord-194157-ak2gc3nz 34 1 ≈ ≈ NNP cord-194157-ak2gc3nz 34 2 1 1 CD cord-194157-ak2gc3nz 34 3 , , , cord-194157-ak2gc3nz 34 4 and and CC cord-194157-ak2gc3nz 34 5 so so RB cord-194157-ak2gc3nz 34 6 ι(t ι(t NNP cord-194157-ak2gc3nz 34 7 ) ) -RRB- cord-194157-ak2gc3nz 35 1 ≈ ≈ NNP cord-194157-ak2gc3nz 35 2 δe δe NNP cord-194157-ak2gc3nz 36 1 ( ( -LRB- cord-194157-ak2gc3nz 36 2 β−µ)t β−µ)t CD cord-194157-ak2gc3nz 36 3 and and CC cord-194157-ak2gc3nz 36 4 Then then RB cord-194157-ak2gc3nz 36 5 our -PRON- PRP$ cord-194157-ak2gc3nz 36 6 data datum NNS cord-194157-ak2gc3nz 36 7 takes take VBZ cord-194157-ak2gc3nz 36 8 the the DT cord-194157-ak2gc3nz 36 9 form form NN cord-194157-ak2gc3nz 37 1 δ δ NNP cord-194157-ak2gc3nz 38 1 · · NFP cord-194157-ak2gc3nz 38 2 e e NN cord-194157-ak2gc3nz 38 3 ( ( -LRB- cord-194157-ak2gc3nz 38 4 β−µ)t β−µ)t NN cord-194157-ak2gc3nz 38 5 = = SYM cord-194157-ak2gc3nz 38 6 : : : cord-194157-ak2gc3nz 38 7 a a DT cord-194157-ak2gc3nz 39 1 + + CC cord-194157-ak2gc3nz 39 2 be be VB cord-194157-ak2gc3nz 39 3 ct ct NNP cord-194157-ak2gc3nz 39 4 . . . cord-194157-ak2gc3nz 40 1 We -PRON- PRP cord-194157-ak2gc3nz 40 2 can can MD cord-194157-ak2gc3nz 40 3 expect expect VB cord-194157-ak2gc3nz 40 4 to to TO cord-194157-ak2gc3nz 40 5 determine determine VB cord-194157-ak2gc3nz 40 6 a a DT cord-194157-ak2gc3nz 40 7 , , , cord-194157-ak2gc3nz 40 8 b b NN cord-194157-ak2gc3nz 40 9 , , , cord-194157-ak2gc3nz 40 10 and and CC cord-194157-ak2gc3nz 40 11 c c NN cord-194157-ak2gc3nz 40 12 by by IN cord-194157-ak2gc3nz 40 13 curve curve NN cord-194157-ak2gc3nz 40 14 fitting fitting NN cord-194157-ak2gc3nz 40 15 . . . cord-194157-ak2gc3nz 41 1 However however RB cord-194157-ak2gc3nz 41 2 , , , cord-194157-ak2gc3nz 41 3 we -PRON- PRP cord-194157-ak2gc3nz 41 4 do do VBP cord-194157-ak2gc3nz 41 5 n't not RB cord-194157-ak2gc3nz 41 6 know know VB cord-194157-ak2gc3nz 41 7 δ δ NN cord-194157-ak2gc3nz 41 8 or or CC cord-194157-ak2gc3nz 41 9 γ γ NN cord-194157-ak2gc3nz 41 10 , , , cord-194157-ak2gc3nz 41 11 but but CC cord-194157-ak2gc3nz 41 12 rather rather RB cord-194157-ak2gc3nz 41 13 their -PRON- PRP$ cord-194157-ak2gc3nz 41 14 sum sum NN cord-194157-ak2gc3nz 41 15 . . . cord-194157-ak2gc3nz 42 1 As as IN cord-194157-ak2gc3nz 42 2 such such JJ cord-194157-ak2gc3nz 42 3 , , , cord-194157-ak2gc3nz 42 4 we -PRON- PRP cord-194157-ak2gc3nz 42 5 claim claim VBP cord-194157-ak2gc3nz 42 6 that that IN cord-194157-ak2gc3nz 42 7 ( ( -LRB- cord-194157-ak2gc3nz 42 8 a a DT cord-194157-ak2gc3nz 42 9 , , , cord-194157-ak2gc3nz 42 10 b b NN cord-194157-ak2gc3nz 42 11 , , , cord-194157-ak2gc3nz 42 12 c c LS cord-194157-ak2gc3nz 42 13 ) ) -RRB- cord-194157-ak2gc3nz 42 14 only only RB cord-194157-ak2gc3nz 42 15 determines determine VBZ cord-194157-ak2gc3nz 42 16 β β NN cord-194157-ak2gc3nz 42 17 − − CD cord-194157-ak2gc3nz 42 18 µ. µ. NN cord-194157-ak2gc3nz 43 1 Indeed indeed RB cord-194157-ak2gc3nz 43 2 , , , cord-194157-ak2gc3nz 43 3 for for IN cord-194157-ak2gc3nz 43 4 every every DT cord-194157-ak2gc3nz 43 5 choice choice NN cord-194157-ak2gc3nz 43 6 of of IN cord-194157-ak2gc3nz 43 7 ( ( -LRB- cord-194157-ak2gc3nz 43 8 β β NN cord-194157-ak2gc3nz 43 9 , , , cord-194157-ak2gc3nz 43 10 µ µ LS cord-194157-ak2gc3nz 43 11 ) ) -RRB- cord-194157-ak2gc3nz 43 12 such such JJ cord-194157-ak2gc3nz 43 13 that that DT cord-194157-ak2gc3nz 44 1 β β NNP cord-194157-ak2gc3nz 44 2 − − NNP cord-194157-ak2gc3nz 44 3 µ µ NN cord-194157-ak2gc3nz 44 4 = = SYM cord-194157-ak2gc3nz 44 5 c c NN cord-194157-ak2gc3nz 44 6 , , , cord-194157-ak2gc3nz 44 7 it -PRON- PRP cord-194157-ak2gc3nz 44 8 could could MD cord-194157-ak2gc3nz 44 9 be be VB cord-194157-ak2gc3nz 44 10 the the DT cord-194157-ak2gc3nz 44 11 case case NN cord-194157-ak2gc3nz 44 12 that that IN cord-194157-ak2gc3nz 44 13 which which WDT cord-194157-ak2gc3nz 44 14 would would MD cord-194157-ak2gc3nz 44 15 then then RB cord-194157-ak2gc3nz 44 16 be be VB cord-194157-ak2gc3nz 44 17 consistent consistent JJ cord-194157-ak2gc3nz 44 18 with with IN cord-194157-ak2gc3nz 44 19 the the DT cord-194157-ak2gc3nz 44 20 data datum NNS cord-194157-ak2gc3nz 44 21 ( ( -LRB- cord-194157-ak2gc3nz 44 22 a a NN cord-194157-ak2gc3nz 44 23 , , , cord-194157-ak2gc3nz 44 24 b b NN cord-194157-ak2gc3nz 44 25 , , , cord-194157-ak2gc3nz 44 26 c c NNP cord-194157-ak2gc3nz 44 27 ) ) -RRB- cord-194157-ak2gc3nz 44 28 . . . cord-194157-ak2gc3nz 45 1 Of of RB cord-194157-ak2gc3nz 45 2 course course RB cord-194157-ak2gc3nz 45 3 , , , cord-194157-ak2gc3nz 45 4 additional additional JJ cord-194157-ak2gc3nz 45 5 information information NN cord-194157-ak2gc3nz 45 6 about about IN cord-194157-ak2gc3nz 45 7 ( ( -LRB- cord-194157-ak2gc3nz 45 8 β β NN cord-194157-ak2gc3nz 45 9 , , , cord-194157-ak2gc3nz 45 10 µ µ NNP cord-194157-ak2gc3nz 45 11 ) ) -RRB- cord-194157-ak2gc3nz 45 12 could could MD cord-194157-ak2gc3nz 45 13 conceivably conceivably RB cord-194157-ak2gc3nz 45 14 be be VB cord-194157-ak2gc3nz 45 15 extracted extract VBN cord-194157-ak2gc3nz 45 16 from from IN cord-194157-ak2gc3nz 45 17 higher high JJR cord-194157-ak2gc3nz 45 18 - - HYPH cord-194157-ak2gc3nz 45 19 order order NN cord-194157-ak2gc3nz 45 20 terms term NNS cord-194157-ak2gc3nz 45 21 , , , cord-194157-ak2gc3nz 45 22 since since IN cord-194157-ak2gc3nz 45 23 a a DT cord-194157-ak2gc3nz 45 24 + + NN cord-194157-ak2gc3nz 45 25 be be VB cord-194157-ak2gc3nz 45 26 ct ct NNP cord-194157-ak2gc3nz 45 27 is be VBZ cord-194157-ak2gc3nz 45 28 merely merely RB cord-194157-ak2gc3nz 45 29 an an DT cord-194157-ak2gc3nz 45 30 approximation approximation NN cord-194157-ak2gc3nz 45 31 of of IN cord-194157-ak2gc3nz 45 32 ι(t ι(t NNP cord-194157-ak2gc3nz 45 33 ) ) -RRB- cord-194157-ak2gc3nz 45 34 + + CC cord-194157-ak2gc3nz 45 35 ρ(t ρ(t NNP cord-194157-ak2gc3nz 45 36 ) ) -RRB- cord-194157-ak2gc3nz 45 37 . . . cord-194157-ak2gc3nz 46 1 However however RB cord-194157-ak2gc3nz 46 2 , , , cord-194157-ak2gc3nz 46 3 we -PRON- PRP cord-194157-ak2gc3nz 46 4 expect expect VBP cord-194157-ak2gc3nz 46 5 any any DT cord-194157-ak2gc3nz 46 6 such such JJ cord-194157-ak2gc3nz 46 7 signal signal NN cord-194157-ak2gc3nz 46 8 to to TO cord-194157-ak2gc3nz 46 9 be be VB cord-194157-ak2gc3nz 46 10 dwarfed dwarf VBN cord-194157-ak2gc3nz 46 11 by by IN cord-194157-ak2gc3nz 46 12 noise noise NN cord-194157-ak2gc3nz 46 13 in in IN cord-194157-ak2gc3nz 46 14 the the DT cord-194157-ak2gc3nz 46 15 data datum NNS cord-194157-ak2gc3nz 46 16 . . . cord-194157-ak2gc3nz 47 1 While while IN cord-194157-ak2gc3nz 47 2 the the DT cord-194157-ak2gc3nz 47 3 short short JJ cord-194157-ak2gc3nz 47 4 - - HYPH cord-194157-ak2gc3nz 47 5 term term NN cord-194157-ak2gc3nz 47 6 behavior behavior NN cord-194157-ak2gc3nz 47 7 of of IN cord-194157-ak2gc3nz 47 8 ι ι NNS cord-194157-ak2gc3nz 47 9 is be VBZ cord-194157-ak2gc3nz 47 10 exponential exponential JJ cord-194157-ak2gc3nz 47 11 with with IN cord-194157-ak2gc3nz 47 12 rate rate NN cord-194157-ak2gc3nz 47 13 β β NN cord-194157-ak2gc3nz 47 14 − − CD cord-194157-ak2gc3nz 47 15 µ µ NN cord-194157-ak2gc3nz 47 16 , , , cord-194157-ak2gc3nz 47 17 the the DT cord-194157-ak2gc3nz 47 18 long long JJ cord-194157-ak2gc3nz 47 19 - - HYPH cord-194157-ak2gc3nz 47 20 term term NN cord-194157-ak2gc3nz 47 21 behavior behavior NN cord-194157-ak2gc3nz 47 22 is be VBZ cord-194157-ak2gc3nz 47 23 instead instead RB cord-194157-ak2gc3nz 47 24 governed govern VBN cord-194157-ak2gc3nz 47 25 by by IN cord-194157-ak2gc3nz 47 26 the the DT cord-194157-ak2gc3nz 47 27 quotient quotient NN cord-194157-ak2gc3nz 47 28 R r NN cord-194157-ak2gc3nz 47 29 0 0 CD cord-194157-ak2gc3nz 47 30 : : : cord-194157-ak2gc3nz 48 1 = = NFP cord-194157-ak2gc3nz 49 1 β/µ β/µ RB cord-194157-ak2gc3nz 49 2 , , , cord-194157-ak2gc3nz 49 3 known know VBN cord-194157-ak2gc3nz 49 4 as as IN cord-194157-ak2gc3nz 49 5 the the DT cord-194157-ak2gc3nz 49 6 basic basic JJ cord-194157-ak2gc3nz 49 7 reproductive reproductive JJ cord-194157-ak2gc3nz 49 8 number number NN cord-194157-ak2gc3nz 49 9 . . . cord-194157-ak2gc3nz 50 1 This this DT cord-194157-ak2gc3nz 50 2 can can MD cord-194157-ak2gc3nz 50 3 be be VB cord-194157-ak2gc3nz 50 4 seen see VBN cord-194157-ak2gc3nz 50 5 by by IN cord-194157-ak2gc3nz 50 6 dilating dilate VBG cord-194157-ak2gc3nz 50 7 time time NN cord-194157-ak2gc3nz 50 8 by by IN cord-194157-ak2gc3nz 50 9 substituting substitute VBG cord-194157-ak2gc3nz 50 10 s s NN cord-194157-ak2gc3nz 50 11 = = SYM cord-194157-ak2gc3nz 50 12 µt µt NNP cord-194157-ak2gc3nz 50 13 . . . cord-194157-ak2gc3nz 51 1 In in IN cord-194157-ak2gc3nz 51 2 this this DT cord-194157-ak2gc3nz 51 3 variable variable NN cord-194157-ak2gc3nz 51 4 , , , cord-194157-ak2gc3nz 51 5 the the DT cord-194157-ak2gc3nz 51 6 mean mean JJ cord-194157-ak2gc3nz 51 7 - - HYPH cord-194157-ak2gc3nz 51 8 field field NN cord-194157-ak2gc3nz 51 9 approximation approximation NN cord-194157-ak2gc3nz 51 10 instead instead RB cord-194157-ak2gc3nz 51 11 takes take VBZ cord-194157-ak2gc3nz 51 12 the the DT cord-194157-ak2gc3nz 51 13 form form NN cord-194157-ak2gc3nz 51 14 That that WDT cord-194157-ak2gc3nz 51 15 is is RB cord-194157-ak2gc3nz 51 16 , , , cord-194157-ak2gc3nz 51 17 R R NNP cord-194157-ak2gc3nz 51 18 0 0 NFP cord-194157-ak2gc3nz 51 19 ( ( -LRB- cord-194157-ak2gc3nz 51 20 together together RB cord-194157-ak2gc3nz 51 21 with with IN cord-194157-ak2gc3nz 51 22 initial initial JJ cord-194157-ak2gc3nz 51 23 conditions condition NNS cord-194157-ak2gc3nz 51 24 ) ) -RRB- cord-194157-ak2gc3nz 51 25 determines determine VBZ cord-194157-ak2gc3nz 51 26 ι ι NNS cord-194157-ak2gc3nz 51 27 modulo modulo JJ cord-194157-ak2gc3nz 51 28 time time NN cord-194157-ak2gc3nz 51 29 dilation dilation NN cord-194157-ak2gc3nz 51 30 , , , cord-194157-ak2gc3nz 51 31 and and CC cord-194157-ak2gc3nz 51 32 notably notably RB cord-194157-ak2gc3nz 51 33 , , , cord-194157-ak2gc3nz 51 34 whether whether IN cord-194157-ak2gc3nz 51 35 the the DT cord-194157-ak2gc3nz 51 36 curve curve NN cord-194157-ak2gc3nz 51 37 ever ever RB cord-194157-ak2gc3nz 51 38 exceeds exceed VBZ cord-194157-ak2gc3nz 51 39 the the DT cord-194157-ak2gc3nz 51 40 capacity capacity NN cord-194157-ak2gc3nz 51 41 of of IN cord-194157-ak2gc3nz 51 42 the the DT cord-194157-ak2gc3nz 51 43 medical medical JJ cord-194157-ak2gc3nz 51 44 care care NN cord-194157-ak2gc3nz 51 45 system system NN cord-194157-ak2gc3nz 51 46 . . . cord-194157-ak2gc3nz 52 1 However however RB cord-194157-ak2gc3nz 52 2 , , , cord-194157-ak2gc3nz 52 3 R r NN cord-194157-ak2gc3nz 52 4 0 0 CD cord-194157-ak2gc3nz 52 5 = = NFP cord-194157-ak2gc3nz 53 1 β/µ β/µ UH cord-194157-ak2gc3nz 53 2 can can MD cord-194157-ak2gc3nz 53 3 not not RB cord-194157-ak2gc3nz 53 4 be be VB cord-194157-ak2gc3nz 53 5 determined determine VBN cord-194157-ak2gc3nz 53 6 from from IN cord-194157-ak2gc3nz 53 7 β β NNP cord-194157-ak2gc3nz 53 8 − − CD cord-194157-ak2gc3nz 53 9 µ. µ. NN cord-194157-ak2gc3nz 54 1 Overall overall RB cord-194157-ak2gc3nz 54 2 , , , cord-194157-ak2gc3nz 54 3 the the DT cord-194157-ak2gc3nz 54 4 complete complete JJ cord-194157-ak2gc3nz 54 5 graph graph NN cord-194157-ak2gc3nz 54 6 is be VBZ cord-194157-ak2gc3nz 54 7 not not RB cord-194157-ak2gc3nz 54 8 amenable amenable JJ cord-194157-ak2gc3nz 54 9 to to IN cord-194157-ak2gc3nz 54 10 determining determine VBG cord-194157-ak2gc3nz 54 11 ( ( -LRB- cord-194157-ak2gc3nz 54 12 λ λ NN cord-194157-ak2gc3nz 54 13 , , , cord-194157-ak2gc3nz 54 14 µ µ NN cord-194157-ak2gc3nz 54 15 ) ) -RRB- cord-194157-ak2gc3nz 54 16 from from IN cord-194157-ak2gc3nz 54 17 { { -LRB- cord-194157-ak2gc3nz 54 18 U u NN cord-194157-ak2gc3nz 54 19 ( ( -LRB- cord-194157-ak2gc3nz 54 20 t t NN cord-194157-ak2gc3nz 54 21 ) ) -RRB- cord-194157-ak2gc3nz 54 22 } } -RRB- cord-194157-ak2gc3nz 54 23 t∈[0 t∈[0 NN cord-194157-ak2gc3nz 54 24 , , , cord-194157-ak2gc3nz 54 25 ] ] -RRB- cord-194157-ak2gc3nz 54 26 . . . cord-194157-ak2gc3nz 55 1 However however RB cord-194157-ak2gc3nz 55 2 , , , cord-194157-ak2gc3nz 55 3 real real JJ cord-194157-ak2gc3nz 55 4 - - HYPH cord-194157-ak2gc3nz 55 5 world world NN cord-194157-ak2gc3nz 55 6 social social JJ cord-194157-ak2gc3nz 55 7 networks network NNS cord-194157-ak2gc3nz 55 8 are be VBP cord-194157-ak2gc3nz 55 9 far far RB cord-194157-ak2gc3nz 55 10 from from IN cord-194157-ak2gc3nz 55 11 complete complete JJ cord-194157-ak2gc3nz 55 12 . . . cord-194157-ak2gc3nz 56 1 Like like IN cord-194157-ak2gc3nz 56 2 social social JJ cord-194157-ak2gc3nz 56 3 networks network NNS cord-194157-ak2gc3nz 56 4 , , , cord-194157-ak2gc3nz 56 5 expander expander NN cord-194157-ak2gc3nz 56 6 graphs graph NNS cord-194157-ak2gc3nz 56 7 have have VBP cord-194157-ak2gc3nz 56 8 low low JJ cord-194157-ak2gc3nz 56 9 degree degree NN cord-194157-ak2gc3nz 56 10 , , , cord-194157-ak2gc3nz 56 11 but but CC cord-194157-ak2gc3nz 56 12 considering consider VBG cord-194157-ak2gc3nz 56 13 their -PRON- PRP$ cord-194157-ak2gc3nz 56 14 spectral spectral JJ cord-194157-ak2gc3nz 56 15 properties property NNS cord-194157-ak2gc3nz 56 16 , , , cord-194157-ak2gc3nz 56 17 one one PRP cord-194157-ak2gc3nz 56 18 might may MD cord-194157-ak2gc3nz 56 19 presume presume VB cord-194157-ak2gc3nz 56 20 that that IN cord-194157-ak2gc3nz 56 21 they -PRON- PRP cord-194157-ak2gc3nz 56 22 are be VBP cord-194157-ak2gc3nz 56 23 just just RB cord-194157-ak2gc3nz 56 24 as as RB cord-194157-ak2gc3nz 56 25 opaque opaque JJ cord-194157-ak2gc3nz 56 26 as as IN cord-194157-ak2gc3nz 56 27 the the DT cord-194157-ak2gc3nz 56 28 complete complete JJ cord-194157-ak2gc3nz 56 29 graph graph NN cord-194157-ak2gc3nz 56 30 . . . cord-194157-ak2gc3nz 57 1 Surprisingly surprisingly RB cord-194157-ak2gc3nz 57 2 , , , cord-194157-ak2gc3nz 57 3 this this DT cord-194157-ak2gc3nz 57 4 is be VBZ cord-194157-ak2gc3nz 57 5 not not RB cord-194157-ak2gc3nz 57 6 correct correct JJ cord-194157-ak2gc3nz 57 7 ! ! . cord-194157-ak2gc3nz 58 1 In in IN cord-194157-ak2gc3nz 58 2 this this DT cord-194157-ak2gc3nz 58 3 paper paper NN cord-194157-ak2gc3nz 58 4 , , , cord-194157-ak2gc3nz 58 5 we -PRON- PRP cord-194157-ak2gc3nz 58 6 show show VBP cord-194157-ak2gc3nz 58 7 how how WRB cord-194157-ak2gc3nz 58 8 certain certain JJ cord-194157-ak2gc3nz 58 9 graphs graph NNS cord-194157-ak2gc3nz 58 10 ( ( -LRB- cord-194157-ak2gc3nz 58 11 including include VBG cord-194157-ak2gc3nz 58 12 certain certain JJ cord-194157-ak2gc3nz 58 13 expander expander NN cord-194157-ak2gc3nz 58 14 graphs graph NNS cord-194157-ak2gc3nz 58 15 ) ) -RRB- cord-194157-ak2gc3nz 58 16 are be VBP cord-194157-ak2gc3nz 58 17 provably provably RB cord-194157-ak2gc3nz 58 18 amenable amenable JJ cord-194157-ak2gc3nz 58 19 to to IN cord-194157-ak2gc3nz 58 20 determining determine VBG cord-194157-ak2gc3nz 58 21 ( ( -LRB- cord-194157-ak2gc3nz 58 22 λ λ NN cord-194157-ak2gc3nz 58 23 , , , cord-194157-ak2gc3nz 58 24 µ µ NN cord-194157-ak2gc3nz 58 25 ) ) -RRB- cord-194157-ak2gc3nz 58 26 from from IN cord-194157-ak2gc3nz 58 27 { { -LRB- cord-194157-ak2gc3nz 58 28 U u NN cord-194157-ak2gc3nz 58 29 ( ( -LRB- cord-194157-ak2gc3nz 58 30 t t NN cord-194157-ak2gc3nz 58 31 ) ) -RRB- cord-194157-ak2gc3nz 58 32 } } -RRB- cord-194157-ak2gc3nz 58 33 t∈[0 t∈[0 NN cord-194157-ak2gc3nz 58 34 , , , cord-194157-ak2gc3nz 58 35 ] ] -RRB- cord-194157-ak2gc3nz 58 36 . . . cord-194157-ak2gc3nz 59 1 In in IN cord-194157-ak2gc3nz 59 2 the the DT cord-194157-ak2gc3nz 59 3 following following JJ cord-194157-ak2gc3nz 59 4 section section NN cord-194157-ak2gc3nz 59 5 , , , cord-194157-ak2gc3nz 59 6 we -PRON- PRP cord-194157-ak2gc3nz 59 7 introduce introduce VBP cord-194157-ak2gc3nz 59 8 our -PRON- PRP$ cord-194157-ak2gc3nz 59 9 approach approach NN cord-194157-ak2gc3nz 59 10 . . . cord-194157-ak2gc3nz 60 1 Specifically specifically RB cord-194157-ak2gc3nz 60 2 , , , cord-194157-ak2gc3nz 60 3 we -PRON- PRP cord-194157-ak2gc3nz 60 4 isolate isolate VBP cord-194157-ak2gc3nz 60 5 infections infection NNS cord-194157-ak2gc3nz 60 6 that that WDT cord-194157-ak2gc3nz 60 7 pass pass VBP cord-194157-ak2gc3nz 60 8 across across IN cord-194157-ak2gc3nz 60 9 bridges bridge NNS cord-194157-ak2gc3nz 60 10 in in IN cord-194157-ak2gc3nz 60 11 a a DT cord-194157-ak2gc3nz 60 12 local local JJ cord-194157-ak2gc3nz 60 13 subgraph subgraph NN cord-194157-ak2gc3nz 60 14 of of IN cord-194157-ak2gc3nz 60 15 the the DT cord-194157-ak2gc3nz 60 16 social social JJ cord-194157-ak2gc3nz 60 17 network network NN cord-194157-ak2gc3nz 60 18 , , , cord-194157-ak2gc3nz 60 19 and and CC cord-194157-ak2gc3nz 60 20 then then RB cord-194157-ak2gc3nz 60 21 we -PRON- PRP cord-194157-ak2gc3nz 60 22 estimate estimate VBP cord-194157-ak2gc3nz 60 23 λ λ NN cord-194157-ak2gc3nz 60 24 and and CC cord-194157-ak2gc3nz 60 25 µ µ NN cord-194157-ak2gc3nz 60 26 from from IN cord-194157-ak2gc3nz 60 27 these these DT cord-194157-ak2gc3nz 60 28 infection infection NN cord-194157-ak2gc3nz 60 29 statistics statistic NNS cord-194157-ak2gc3nz 60 30 . . . cord-194157-ak2gc3nz 61 1 Section section NN cord-194157-ak2gc3nz 61 2 3 3 CD cord-194157-ak2gc3nz 61 3 gives give VBZ cord-194157-ak2gc3nz 61 4 the the DT cord-194157-ak2gc3nz 61 5 proof proof NN cord-194157-ak2gc3nz 61 6 of of IN cord-194157-ak2gc3nz 61 7 our -PRON- PRP$ cord-194157-ak2gc3nz 61 8 main main JJ cord-194157-ak2gc3nz 61 9 result result NN cord-194157-ak2gc3nz 61 10 : : : cord-194157-ak2gc3nz 61 11 that that IN cord-194157-ak2gc3nz 61 12 our -PRON- PRP$ cord-194157-ak2gc3nz 61 13 approach approach NN cord-194157-ak2gc3nz 61 14 provides provide VBZ cord-194157-ak2gc3nz 61 15 decent decent JJ cord-194157-ak2gc3nz 61 16 estimates estimate NNS cord-194157-ak2gc3nz 61 17 of of IN cord-194157-ak2gc3nz 61 18 λ λ NN cord-194157-ak2gc3nz 61 19 and and CC cord-194157-ak2gc3nz 61 20 µ µ NN cord-194157-ak2gc3nz 61 21 in in IN cord-194157-ak2gc3nz 61 22 the the DT cord-194157-ak2gc3nz 61 23 setting setting NN cord-194157-ak2gc3nz 61 24 of of IN cord-194157-ak2gc3nz 61 25 locally locally RB cord-194157-ak2gc3nz 61 26 tree tree NN cord-194157-ak2gc3nz 61 27 - - HYPH cord-194157-ak2gc3nz 61 28 like like JJ cord-194157-ak2gc3nz 61 29 graphs graph NNS cord-194157-ak2gc3nz 61 30 . . . cord-194157-ak2gc3nz 62 1 Our -PRON- PRP$ cord-194157-ak2gc3nz 62 2 proof proof NN cord-194157-ak2gc3nz 62 3 makes make VBZ cord-194157-ak2gc3nz 62 4 use use NN cord-194157-ak2gc3nz 62 5 of of IN cord-194157-ak2gc3nz 62 6 the the DT cord-194157-ak2gc3nz 62 7 vast vast JJ cord-194157-ak2gc3nz 62 8 literature literature NN cord-194157-ak2gc3nz 62 9 on on IN cord-194157-ak2gc3nz 62 10 SIR SIR NNP cord-194157-ak2gc3nz 62 11 dynamics dynamic NNS cord-194157-ak2gc3nz 62 12 on on IN cord-194157-ak2gc3nz 62 13 infinite infinite JJ cord-194157-ak2gc3nz 62 14 trees tree NNS cord-194157-ak2gc3nz 62 15 . . . cord-194157-ak2gc3nz 63 1 We -PRON- PRP cord-194157-ak2gc3nz 63 2 conclude conclude VBP cord-194157-ak2gc3nz 63 3 in in IN cord-194157-ak2gc3nz 63 4 Section section NN cord-194157-ak2gc3nz 63 5 4 4 CD cord-194157-ak2gc3nz 63 6 with with IN cord-194157-ak2gc3nz 63 7 a a DT cord-194157-ak2gc3nz 63 8 discussion discussion NN cord-194157-ak2gc3nz 63 9 of of IN cord-194157-ak2gc3nz 63 10 opportunities opportunity NNS cord-194157-ak2gc3nz 63 11 for for IN cord-194157-ak2gc3nz 63 12 future future JJ cord-194157-ak2gc3nz 63 13 work work NN cord-194157-ak2gc3nz 63 14 . . . cord-194157-ak2gc3nz 64 1 We -PRON- PRP cord-194157-ak2gc3nz 64 2 start start VBP cord-194157-ak2gc3nz 64 3 with with IN cord-194157-ak2gc3nz 64 4 the the DT cord-194157-ak2gc3nz 64 5 simple simple JJ cord-194157-ak2gc3nz 64 6 example example NN cord-194157-ak2gc3nz 64 7 in in IN cord-194157-ak2gc3nz 64 8 which which WDT cord-194157-ak2gc3nz 64 9 G g NN cord-194157-ak2gc3nz 64 10 = = SYM cord-194157-ak2gc3nz 64 11 K K NNP cord-194157-ak2gc3nz 64 12 2 2 CD cord-194157-ak2gc3nz 64 13 . . . cord-194157-ak2gc3nz 65 1 According accord VBG cord-194157-ak2gc3nz 65 2 to to IN cord-194157-ak2gc3nz 65 3 the the DT cord-194157-ak2gc3nz 65 4 SIR SIR NNP cord-194157-ak2gc3nz 65 5 process process NN cord-194157-ak2gc3nz 65 6 , , , cord-194157-ak2gc3nz 65 7 one one CD cord-194157-ak2gc3nz 65 8 of of IN cord-194157-ak2gc3nz 65 9 the the DT cord-194157-ak2gc3nz 65 10 two two CD cord-194157-ak2gc3nz 65 11 vertices vertex NNS cord-194157-ak2gc3nz 65 12 is be VBZ cord-194157-ak2gc3nz 65 13 infected infect VBN cord-194157-ak2gc3nz 65 14 , , , cord-194157-ak2gc3nz 65 15 and and CC cord-194157-ak2gc3nz 65 16 then then RB cord-194157-ak2gc3nz 65 17 it -PRON- PRP cord-194157-ak2gc3nz 65 18 either either CC cord-194157-ak2gc3nz 65 19 infects infect VBZ cord-194157-ak2gc3nz 65 20 the the DT cord-194157-ak2gc3nz 65 21 other other JJ cord-194157-ak2gc3nz 65 22 vertex vertex NN cord-194157-ak2gc3nz 65 23 or or CC cord-194157-ak2gc3nz 65 24 it -PRON- PRP cord-194157-ak2gc3nz 65 25 recovers recover VBZ cord-194157-ak2gc3nz 65 26 before before IN cord-194157-ak2gc3nz 65 27 doing do VBG cord-194157-ak2gc3nz 65 28 so so RB cord-194157-ak2gc3nz 65 29 . . . cord-194157-ak2gc3nz 66 1 Let let VB cord-194157-ak2gc3nz 66 2 Z z PRP cord-194157-ak2gc3nz 66 3 denote denote VB cord-194157-ak2gc3nz 66 4 the the DT cord-194157-ak2gc3nz 66 5 random random JJ cord-194157-ak2gc3nz 66 6 amount amount NN cord-194157-ak2gc3nz 66 7 of of IN cord-194157-ak2gc3nz 66 8 time time NN cord-194157-ak2gc3nz 66 9 it -PRON- PRP cord-194157-ak2gc3nz 66 10 takes take VBZ cord-194157-ak2gc3nz 66 11 for for IN cord-194157-ak2gc3nz 66 12 the the DT cord-194157-ak2gc3nz 66 13 second second JJ cord-194157-ak2gc3nz 66 14 vertex vertex NN cord-194157-ak2gc3nz 66 15 to to TO cord-194157-ak2gc3nz 66 16 become become VB cord-194157-ak2gc3nz 66 17 infected infected JJ cord-194157-ak2gc3nz 66 18 . . . cord-194157-ak2gc3nz 67 1 Notice notice VB cord-194157-ak2gc3nz 67 2 that that DT cord-194157-ak2gc3nz 67 3 Z z NN cord-194157-ak2gc3nz 68 1 = = NFP cord-194157-ak2gc3nz 68 2 ∞ ∞ NNP cord-194157-ak2gc3nz 68 3 with with IN cord-194157-ak2gc3nz 68 4 probability probability NN cord-194157-ak2gc3nz 68 5 µ µ NN cord-194157-ak2gc3nz 68 6 λ+µ λ+µ ADD cord-194157-ak2gc3nz 68 7 . . . cord-194157-ak2gc3nz 69 1 On on IN cord-194157-ak2gc3nz 69 2 the the DT cord-194157-ak2gc3nz 69 3 other other JJ cord-194157-ak2gc3nz 69 4 hand hand NN cord-194157-ak2gc3nz 69 5 , , , cord-194157-ak2gc3nz 69 6 if if IN cord-194157-ak2gc3nz 69 7 we -PRON- PRP cord-194157-ak2gc3nz 69 8 condition condition VBP cord-194157-ak2gc3nz 69 9 on on IN cord-194157-ak2gc3nz 69 10 the the DT cord-194157-ak2gc3nz 69 11 event event NN cord-194157-ak2gc3nz 69 12 Z z NN cord-194157-ak2gc3nz 69 13 < < XX cord-194157-ak2gc3nz 70 1 ∞ ∞ NNP cord-194157-ak2gc3nz 70 2 , , , cord-194157-ak2gc3nz 70 3 then then RB cord-194157-ak2gc3nz 70 4 the the DT cord-194157-ak2gc3nz 70 5 distribution distribution NN cord-194157-ak2gc3nz 70 6 of of IN cord-194157-ak2gc3nz 70 7 Z Z NNP cord-194157-ak2gc3nz 70 8 is be VBZ cord-194157-ak2gc3nz 70 9 exponential exponential JJ cord-194157-ak2gc3nz 70 10 with with IN cord-194157-ak2gc3nz 70 11 rate rate NN cord-194157-ak2gc3nz 70 12 λ λ NN cord-194157-ak2gc3nz 70 13 + + CC cord-194157-ak2gc3nz 70 14 µ. µ. NN cord-194157-ak2gc3nz 71 1 ( ( -LRB- cord-194157-ak2gc3nz 71 2 This this DT cord-194157-ak2gc3nz 71 3 is be VBZ cord-194157-ak2gc3nz 71 4 a a DT cord-194157-ak2gc3nz 71 5 consequence consequence NN cord-194157-ak2gc3nz 71 6 of of IN cord-194157-ak2gc3nz 71 7 the the DT cord-194157-ak2gc3nz 71 8 fact fact NN cord-194157-ak2gc3nz 71 9 that that IN cord-194157-ak2gc3nz 71 10 the the DT cord-194157-ak2gc3nz 71 11 minimum minimum NN cord-194157-ak2gc3nz 71 12 and and CC cord-194157-ak2gc3nz 71 13 minimizer minimizer NN cord-194157-ak2gc3nz 71 14 of of IN cord-194157-ak2gc3nz 71 15 independent independent JJ cord-194157-ak2gc3nz 71 16 exponential exponential JJ cord-194157-ak2gc3nz 71 17 random random JJ cord-194157-ak2gc3nz 71 18 variables variable NNS cord-194157-ak2gc3nz 71 19 are be VBP cord-194157-ak2gc3nz 71 20 independent independent JJ cord-194157-ak2gc3nz 71 21 . . . cord-194157-ak2gc3nz 71 22 ) ) -RRB- cord-194157-ak2gc3nz 72 1 Notice notice VB cord-194157-ak2gc3nz 72 2 that that IN cord-194157-ak2gc3nz 72 3 if if IN cord-194157-ak2gc3nz 72 4 we -PRON- PRP cord-194157-ak2gc3nz 72 5 could could MD cord-194157-ak2gc3nz 72 6 estimate estimate VB cord-194157-ak2gc3nz 72 7 then then RB cord-194157-ak2gc3nz 72 8 we -PRON- PRP cord-194157-ak2gc3nz 72 9 could could MD cord-194157-ak2gc3nz 72 10 recover recover VB cord-194157-ak2gc3nz 72 11 ( ( -LRB- cord-194157-ak2gc3nz 72 12 λ λ NN cord-194157-ak2gc3nz 72 13 , , , cord-194157-ak2gc3nz 72 14 µ µ NNP cord-194157-ak2gc3nz 72 15 ) ) -RRB- cord-194157-ak2gc3nz 72 16 , , , cord-194157-ak2gc3nz 72 17 as as IN cord-194157-ak2gc3nz 72 18 desired desire VBN cord-194157-ak2gc3nz 72 19 . . . cord-194157-ak2gc3nz 73 1 For for IN cord-194157-ak2gc3nz 73 2 example example NN cord-194157-ak2gc3nz 73 3 , , , cord-194157-ak2gc3nz 73 4 if if IN cord-194157-ak2gc3nz 73 5 we -PRON- PRP cord-194157-ak2gc3nz 73 6 had have VBD cord-194157-ak2gc3nz 73 7 access access NN cord-194157-ak2gc3nz 73 8 to to IN cord-194157-ak2gc3nz 73 9 multiple multiple JJ cord-194157-ak2gc3nz 73 10 independent independent JJ cord-194157-ak2gc3nz 73 11 draws draw NNS cord-194157-ak2gc3nz 73 12 of of IN cord-194157-ak2gc3nz 73 13 the the DT cord-194157-ak2gc3nz 73 14 SIR SIR NNP cord-194157-ak2gc3nz 73 15 model model NN cord-194157-ak2gc3nz 73 16 on on IN cord-194157-ak2gc3nz 73 17 K K NNP cord-194157-ak2gc3nz 73 18 2 2 CD cord-194157-ak2gc3nz 73 19 , , , cord-194157-ak2gc3nz 73 20 then then RB cord-194157-ak2gc3nz 73 21 we -PRON- PRP cord-194157-ak2gc3nz 73 22 could could MD cord-194157-ak2gc3nz 73 23 obtain obtain VB cord-194157-ak2gc3nz 73 24 such such JJ cord-194157-ak2gc3nz 73 25 estimates estimate NNS cord-194157-ak2gc3nz 73 26 . . . cord-194157-ak2gc3nz 74 1 For for IN cord-194157-ak2gc3nz 74 2 certain certain JJ cord-194157-ak2gc3nz 74 3 types type NNS cord-194157-ak2gc3nz 74 4 of of IN cord-194157-ak2gc3nz 74 5 graphs graph NNS cord-194157-ak2gc3nz 74 6 , , , cord-194157-ak2gc3nz 74 7 we -PRON- PRP cord-194157-ak2gc3nz 74 8 can can MD cord-194157-ak2gc3nz 74 9 actually actually RB cord-194157-ak2gc3nz 74 10 simulate simulate VB cord-194157-ak2gc3nz 74 11 this this DT cord-194157-ak2gc3nz 74 12 setup setup NN cord-194157-ak2gc3nz 74 13 , , , cord-194157-ak2gc3nz 74 14 and and CC cord-194157-ak2gc3nz 74 15 this this DT cord-194157-ak2gc3nz 74 16 is be VBZ cord-194157-ak2gc3nz 74 17 the the DT cord-194157-ak2gc3nz 74 18 main main JJ cord-194157-ak2gc3nz 74 19 idea idea NN cord-194157-ak2gc3nz 74 20 of of IN cord-194157-ak2gc3nz 74 21 our -PRON- PRP$ cord-194157-ak2gc3nz 74 22 approach approach NN cord-194157-ak2gc3nz 74 23 . . . cord-194157-ak2gc3nz 75 1 In in IN cord-194157-ak2gc3nz 75 2 practice practice NN cord-194157-ak2gc3nz 75 3 , , , cord-194157-ak2gc3nz 75 4 we -PRON- PRP cord-194157-ak2gc3nz 75 5 will will MD cord-194157-ak2gc3nz 75 6 not not RB cord-194157-ak2gc3nz 75 7 have have VB cord-194157-ak2gc3nz 75 8 the the DT cord-194157-ak2gc3nz 75 9 time time NN cord-194157-ak2gc3nz 75 10 to to TO cord-194157-ak2gc3nz 75 11 determine determine VB cord-194157-ak2gc3nz 75 12 whether whether IN cord-194157-ak2gc3nz 75 13 Z z NN cord-194157-ak2gc3nz 75 14 < < XX cord-194157-ak2gc3nz 75 15 ∞ ∞ NNP cord-194157-ak2gc3nz 75 16 , , , cord-194157-ak2gc3nz 75 17 and and CC cord-194157-ak2gc3nz 75 18 so so RB cord-194157-ak2gc3nz 75 19 we -PRON- PRP cord-194157-ak2gc3nz 75 20 instead instead RB cord-194157-ak2gc3nz 75 21 truncate truncate VBP cord-194157-ak2gc3nz 75 22 Z z NN cord-194157-ak2gc3nz 75 23 ← ← NN cord-194157-ak2gc3nz 75 24 min{Z min{z NN cord-194157-ak2gc3nz 75 25 , , , cord-194157-ak2gc3nz 75 26 τ τ NN cord-194157-ak2gc3nz 75 27 } } -RRB- cord-194157-ak2gc3nz 75 28 for for IN cord-194157-ak2gc3nz 75 29 some some DT cord-194157-ak2gc3nz 75 30 threshold threshold NN cord-194157-ak2gc3nz 75 31 τ τ NN cord-194157-ak2gc3nz 75 32 > > XX cord-194157-ak2gc3nz 75 33 0 0 NFP cord-194157-ak2gc3nz 75 34 . . . cord-194157-ak2gc3nz 76 1 In in IN cord-194157-ak2gc3nz 76 2 particular particular JJ cord-194157-ak2gc3nz 76 3 , , , cord-194157-ak2gc3nz 76 4 we -PRON- PRP cord-194157-ak2gc3nz 76 5 write write VBP cord-194157-ak2gc3nz 76 6 Z Z NNP cord-194157-ak2gc3nz 76 7 ∼ ∼ NNP cord-194157-ak2gc3nz 76 8 CI(λ CI(λ NNP cord-194157-ak2gc3nz 76 9 , , , cord-194157-ak2gc3nz 76 10 µ µ NN cord-194157-ak2gc3nz 76 11 , , , cord-194157-ak2gc3nz 76 12 τ τ NN cord-194157-ak2gc3nz 76 13 ) ) -RRB- cord-194157-ak2gc3nz 76 14 to to TO cord-194157-ak2gc3nz 76 15 denote denote VB cord-194157-ak2gc3nz 76 16 a a DT cord-194157-ak2gc3nz 76 17 random random JJ cord-194157-ak2gc3nz 76 18 variable variable NN cord-194157-ak2gc3nz 76 19 with with IN cord-194157-ak2gc3nz 76 20 distribution distribution NN cord-194157-ak2gc3nz 76 21 We -PRON- PRP cord-194157-ak2gc3nz 76 22 seek seek VBP cord-194157-ak2gc3nz 76 23 to to TO cord-194157-ak2gc3nz 76 24 estimate estimate VB cord-194157-ak2gc3nz 76 25 λ λ NN cord-194157-ak2gc3nz 76 26 and and CC cord-194157-ak2gc3nz 76 27 µ µ NN cord-194157-ak2gc3nz 76 28 given give VBN cord-194157-ak2gc3nz 76 29 τ τ NN cord-194157-ak2gc3nz 76 30 and and CC cord-194157-ak2gc3nz 76 31 estimates estimate NNS cord-194157-ak2gc3nz 76 32 of of IN cord-194157-ak2gc3nz 76 33 the the DT cord-194157-ak2gc3nz 76 34 following following JJ cord-194157-ak2gc3nz 76 35 quantities quantity NNS cord-194157-ak2gc3nz 76 36 : : : cord-194157-ak2gc3nz 76 37 First first RB cord-194157-ak2gc3nz 76 38 , , , cord-194157-ak2gc3nz 76 39 we -PRON- PRP cord-194157-ak2gc3nz 76 40 show show VBP cord-194157-ak2gc3nz 76 41 that that IN cord-194157-ak2gc3nz 76 42 good good JJ cord-194157-ak2gc3nz 76 43 estimates estimate NNS cord-194157-ak2gc3nz 76 44 of of IN cord-194157-ak2gc3nz 76 45 p p NN cord-194157-ak2gc3nz 76 46 and and CC cord-194157-ak2gc3nz 76 47 q q NN cord-194157-ak2gc3nz 76 48 yield yield VB cord-194157-ak2gc3nz 76 49 good good JJ cord-194157-ak2gc3nz 76 50 estimates estimate NNS cord-194157-ak2gc3nz 76 51 of of IN cord-194157-ak2gc3nz 76 52 λ λ NN cord-194157-ak2gc3nz 76 53 and and CC cord-194157-ak2gc3nz 76 54 µ µ NN cord-194157-ak2gc3nz 77 1 : : : cord-194157-ak2gc3nz 77 2 Lemma Lemma NNP cord-194157-ak2gc3nz 77 3 4 4 CD cord-194157-ak2gc3nz 77 4 . . . cord-194157-ak2gc3nz 78 1 Suppose suppose VB cord-194157-ak2gc3nz 78 2 m m NN cord-194157-ak2gc3nz 78 3 : : : cord-194157-ak2gc3nz 78 4 = = NFP cord-194157-ak2gc3nz 78 5 ( ( -LRB- cord-194157-ak2gc3nz 78 6 λ λ NN cord-194157-ak2gc3nz 78 7 + + CC cord-194157-ak2gc3nz 78 8 µ)τ µ)τ NNP cord-194157-ak2gc3nz 78 9 ≥ ≥ CD cord-194157-ak2gc3nz 78 10 2 2 CD cord-194157-ak2gc3nz 78 11 , , , cord-194157-ak2gc3nz 78 12 and and CC cord-194157-ak2gc3nz 78 13 take take VB cord-194157-ak2gc3nz 78 14 P p NN cord-194157-ak2gc3nz 78 15 and and CC cord-194157-ak2gc3nz 78 16 Q q NN cord-194157-ak2gc3nz 78 17 such such JJ cord-194157-ak2gc3nz 78 18 that that IN cord-194157-ak2gc3nz 78 19 for for IN cord-194157-ak2gc3nz 78 20 some some DT cord-194157-ak2gc3nz 78 21 > > XX cord-194157-ak2gc3nz 78 22 0 0 CD cord-194157-ak2gc3nz 78 23 . . . cord-194157-ak2gc3nz 79 1 Then then RB cord-194157-ak2gc3nz 79 2 Proof Proof NNP cord-194157-ak2gc3nz 79 3 . . . cord-194157-ak2gc3nz 80 1 First first RB cord-194157-ak2gc3nz 80 2 , , , cord-194157-ak2gc3nz 80 3 observe observe VB cord-194157-ak2gc3nz 80 4 that that IN cord-194157-ak2gc3nz 80 5 Since since IN cord-194157-ak2gc3nz 80 6 m m NN cord-194157-ak2gc3nz 80 7 ≥ ≥ CD cord-194157-ak2gc3nz 80 8 2 2 CD cord-194157-ak2gc3nz 80 9 , , , cord-194157-ak2gc3nz 80 10 we -PRON- PRP cord-194157-ak2gc3nz 80 11 have have VBP cord-194157-ak2gc3nz 81 1 ( ( -LRB- cord-194157-ak2gc3nz 81 2 m m NN cord-194157-ak2gc3nz 81 3 + + CC cord-194157-ak2gc3nz 81 4 1)e 1)e CD cord-194157-ak2gc3nz 81 5 −m −m NNP cord-194157-ak2gc3nz 81 6 ≤ ≤ NNPS cord-194157-ak2gc3nz 81 7 1/2 1/2 CD cord-194157-ak2gc3nz 81 8 , , , cord-194157-ak2gc3nz 81 9 and and CC cord-194157-ak2gc3nz 82 1 so so RB cord-194157-ak2gc3nz 82 2 Thus thus RB cord-194157-ak2gc3nz 82 3 , , , cord-194157-ak2gc3nz 82 4 and and CC cord-194157-ak2gc3nz 82 5 similarly similarly RB cord-194157-ak2gc3nz 82 6 for for IN cord-194157-ak2gc3nz 82 7 ( ( -LRB- cord-194157-ak2gc3nz 82 8 1 1 CD cord-194157-ak2gc3nz 82 9 − − NN cord-194157-ak2gc3nz 82 10 P p NN cord-194157-ak2gc3nz 82 11 ) ) -RRB- cord-194157-ak2gc3nz 83 1 /Q. /Q. . cord-194157-ak2gc3nz 84 1 Next next RB cord-194157-ak2gc3nz 84 2 , , , cord-194157-ak2gc3nz 84 3 we -PRON- PRP cord-194157-ak2gc3nz 84 4 produce produce VBP cord-194157-ak2gc3nz 84 5 estimates estimate NNS cord-194157-ak2gc3nz 84 6 P p NN cord-194157-ak2gc3nz 84 7 and and CC cord-194157-ak2gc3nz 84 8 Q Q NNP cord-194157-ak2gc3nz 84 9 given give VBN cord-194157-ak2gc3nz 84 10 independent independent JJ cord-194157-ak2gc3nz 84 11 realizations realization NNS cord-194157-ak2gc3nz 84 12 of of IN cord-194157-ak2gc3nz 84 13 Z z NN cord-194157-ak2gc3nz 84 14 : : : cord-194157-ak2gc3nz 84 15 Proof proof NN cord-194157-ak2gc3nz 84 16 . . . cord-194157-ak2gc3nz 85 1 For for IN cord-194157-ak2gc3nz 85 2 convenience convenience NN cord-194157-ak2gc3nz 85 3 , , , cord-194157-ak2gc3nz 85 4 we -PRON- PRP cord-194157-ak2gc3nz 85 5 put put VBP cord-194157-ak2gc3nz 85 6 k k NN cord-194157-ak2gc3nz 85 7 : : : cord-194157-ak2gc3nz 85 8 = = SYM cord-194157-ak2gc3nz 85 9 |A| |a| XX cord-194157-ak2gc3nz 85 10 and and CC cord-194157-ak2gc3nz 85 11 identify identify VB cord-194157-ak2gc3nz 85 12 A a DT cord-194157-ak2gc3nz 85 13 = = : cord-194157-ak2gc3nz 85 14 [ [ -LRB- cord-194157-ak2gc3nz 85 15 k k NNP cord-194157-ak2gc3nz 85 16 ] ] -RRB- cord-194157-ak2gc3nz 85 17 . . . cord-194157-ak2gc3nz 86 1 We -PRON- PRP cord-194157-ak2gc3nz 86 2 have have VBP cord-194157-ak2gc3nz 86 3 EL EL NNP cord-194157-ak2gc3nz 86 4 i i PRP cord-194157-ak2gc3nz 86 5 = = SYM cord-194157-ak2gc3nz 86 6 p p NN cord-194157-ak2gc3nz 86 7 , , , cord-194157-ak2gc3nz 87 1 Var Var NNP cord-194157-ak2gc3nz 87 2 L L NNP cord-194157-ak2gc3nz 87 3 i i NN cord-194157-ak2gc3nz 87 4 = = VBZ cord-194157-ak2gc3nz 87 5 p(1 p(1 NN cord-194157-ak2gc3nz 87 6 − − NN cord-194157-ak2gc3nz 87 7 p p NN cord-194157-ak2gc3nz 87 8 ) ) -RRB- cord-194157-ak2gc3nz 87 9 , , , cord-194157-ak2gc3nz 87 10 and and CC cord-194157-ak2gc3nz 88 1 L L NNP cord-194157-ak2gc3nz 88 2 i i PRP cord-194157-ak2gc3nz 88 3 ∈ ∈ VBP cord-194157-ak2gc3nz 88 4 [ [ -LRB- cord-194157-ak2gc3nz 88 5 0 0 CD cord-194157-ak2gc3nz 88 6 , , , cord-194157-ak2gc3nz 88 7 1 1 CD cord-194157-ak2gc3nz 88 8 ] ] -RRB- cord-194157-ak2gc3nz 88 9 almost almost RB cord-194157-ak2gc3nz 88 10 surely surely RB cord-194157-ak2gc3nz 88 11 . . . cord-194157-ak2gc3nz 89 1 As as IN cord-194157-ak2gc3nz 89 2 such such JJ cord-194157-ak2gc3nz 89 3 , , , cord-194157-ak2gc3nz 89 4 we -PRON- PRP cord-194157-ak2gc3nz 89 5 may may MD cord-194157-ak2gc3nz 89 6 apply apply VB cord-194157-ak2gc3nz 89 7 Bernstein Bernstein NNP cord-194157-ak2gc3nz 89 8 's 's POS cord-194157-ak2gc3nz 89 9 inequality inequality NN cord-194157-ak2gc3nz 89 10 for for IN cord-194157-ak2gc3nz 89 11 bounded bound VBN cord-194157-ak2gc3nz 89 12 random random JJ cord-194157-ak2gc3nz 89 13 variables variable NNS cord-194157-ak2gc3nz 89 14 ( ( -LRB- cord-194157-ak2gc3nz 89 15 see see VB cord-194157-ak2gc3nz 90 1 Theorem theorem NN cord-194157-ak2gc3nz 90 2 2.8.4 2.8.4 CD cord-194157-ak2gc3nz 90 3 in in IN cord-194157-ak2gc3nz 90 4 [ [ -LRB- cord-194157-ak2gc3nz 90 5 7 7 CD cord-194157-ak2gc3nz 90 6 ] ] -RRB- cord-194157-ak2gc3nz 91 1 ): ): NNP cord-194157-ak2gc3nz 92 1 Put put VB cord-194157-ak2gc3nz 92 2 δ δ NN cord-194157-ak2gc3nz 92 3 = = SYM cord-194157-ak2gc3nz 92 4 1 1 CD cord-194157-ak2gc3nz 92 5 − − NN cord-194157-ak2gc3nz 92 6 e e NN cord-194157-ak2gc3nz 92 7 − − NN cord-194157-ak2gc3nz 92 8 . . . cord-194157-ak2gc3nz 93 1 Then then RB cord-194157-ak2gc3nz 93 2 both both DT cord-194157-ak2gc3nz 93 3 of of IN cord-194157-ak2gc3nz 93 4 the the DT cord-194157-ak2gc3nz 93 5 following following JJ cord-194157-ak2gc3nz 93 6 hold hold NN cord-194157-ak2gc3nz 93 7 with with IN cord-194157-ak2gc3nz 93 8 probability probability NN cord-194157-ak2gc3nz 93 9 1 1 CD cord-194157-ak2gc3nz 93 10 − − CD cord-194157-ak2gc3nz 93 11 2e 2e NN cord-194157-ak2gc3nz 93 12 −c −c NNP cord-194157-ak2gc3nz 93 13 kp(1−p kp(1−p NNP cord-194157-ak2gc3nz 93 14 ) ) -RRB- cord-194157-ak2gc3nz 93 15 : : : cord-194157-ak2gc3nz 93 16 Note note VB cord-194157-ak2gc3nz 93 17 that that IN cord-194157-ak2gc3nz 93 18 this this DT cord-194157-ak2gc3nz 93 19 implies imply VBZ cord-194157-ak2gc3nz 93 20 Next next RB cord-194157-ak2gc3nz 93 21 , , , cord-194157-ak2gc3nz 93 22 we -PRON- PRP cord-194157-ak2gc3nz 93 23 estimate estimate VBP cord-194157-ak2gc3nz 93 24 Q. Q. NNP cord-194157-ak2gc3nz 93 25 Conditioned condition VBN cord-194157-ak2gc3nz 93 26 on on IN cord-194157-ak2gc3nz 93 27 A A NNP cord-194157-ak2gc3nz 93 28 , , , cord-194157-ak2gc3nz 93 29 the the DT cord-194157-ak2gc3nz 93 30 random random JJ cord-194157-ak2gc3nz 93 31 variables variable NNS cord-194157-ak2gc3nz 93 32 { { -LRB- cord-194157-ak2gc3nz 93 33 Z Z NNP cord-194157-ak2gc3nz 93 34 a a DT cord-194157-ak2gc3nz 93 35 } } -RRB- cord-194157-ak2gc3nz 93 36 a∈A a∈a NN cord-194157-ak2gc3nz 93 37 are be VBP cord-194157-ak2gc3nz 93 38 all all DT cord-194157-ak2gc3nz 93 39 distributed distribute VBN cord-194157-ak2gc3nz 93 40 like like IN cord-194157-ak2gc3nz 93 41 a a DT cord-194157-ak2gc3nz 93 42 τ τ NN cord-194157-ak2gc3nz 93 43 -truncated -truncated : cord-194157-ak2gc3nz 93 44 version version NN cord-194157-ak2gc3nz 93 45 Y Y NNP cord-194157-ak2gc3nz 93 46 of of IN cord-194157-ak2gc3nz 93 47 a a DT cord-194157-ak2gc3nz 93 48 random random JJ cord-194157-ak2gc3nz 93 49 variable variable NN cord-194157-ak2gc3nz 93 50 X x NN cord-194157-ak2gc3nz 93 51 ∼ ∼ NNP cord-194157-ak2gc3nz 93 52 Exp(λ Exp(λ NNPS cord-194157-ak2gc3nz 93 53 + + CC cord-194157-ak2gc3nz 93 54 µ µ NN cord-194157-ak2gc3nz 93 55 ) ) -RRB- cord-194157-ak2gc3nz 93 56 , , , cord-194157-ak2gc3nz 93 57 and and CC cord-194157-ak2gc3nz 93 58 there there EX cord-194157-ak2gc3nz 93 59 exist exist VBP cord-194157-ak2gc3nz 93 60 absolute absolute JJ cord-194157-ak2gc3nz 93 61 constants constant NNS cord-194157-ak2gc3nz 93 62 C C NNP cord-194157-ak2gc3nz 93 63 1 1 CD cord-194157-ak2gc3nz 93 64 , , , cord-194157-ak2gc3nz 94 1 C c NN cord-194157-ak2gc3nz 94 2 2 2 CD cord-194157-ak2gc3nz 94 3 > > SYM cord-194157-ak2gc3nz 94 4 0 0 NFP cord-194157-ak2gc3nz 94 5 such such JJ cord-194157-ak2gc3nz 94 6 that that IN cord-194157-ak2gc3nz 94 7 As as IN cord-194157-ak2gc3nz 94 8 such such JJ cord-194157-ak2gc3nz 94 9 , , , cord-194157-ak2gc3nz 94 10 we -PRON- PRP cord-194157-ak2gc3nz 94 11 may may MD cord-194157-ak2gc3nz 94 12 apply apply VB cord-194157-ak2gc3nz 94 13 Bernstein Bernstein NNP cord-194157-ak2gc3nz 94 14 's 's POS cord-194157-ak2gc3nz 94 15 inequality inequality NN cord-194157-ak2gc3nz 94 16 for for IN cord-194157-ak2gc3nz 94 17 subexponential subexponential JJ cord-194157-ak2gc3nz 94 18 random random JJ cord-194157-ak2gc3nz 94 19 variables variable NNS cord-194157-ak2gc3nz 94 20 ( ( -LRB- cord-194157-ak2gc3nz 94 21 see see VB cord-194157-ak2gc3nz 95 1 Theorem theorem NN cord-194157-ak2gc3nz 95 2 2.8.1 2.8.1 NN cord-194157-ak2gc3nz 95 3 in in IN cord-194157-ak2gc3nz 95 4 [ [ -LRB- cord-194157-ak2gc3nz 95 5 7 7 CD cord-194157-ak2gc3nz 95 6 ] ] -RRB- cord-194157-ak2gc3nz 96 1 ): ): NNP cord-194157-ak2gc3nz 97 1 The the DT cord-194157-ak2gc3nz 97 2 result result NN cord-194157-ak2gc3nz 97 3 follows follow VBZ cord-194157-ak2gc3nz 97 4 from from IN cord-194157-ak2gc3nz 97 5 the the DT cord-194157-ak2gc3nz 97 6 union union NN cord-194157-ak2gc3nz 97 7 bound bind VBN cord-194157-ak2gc3nz 97 8 . . . cord-194157-ak2gc3nz 98 1 If if IN cord-194157-ak2gc3nz 98 2 we -PRON- PRP cord-194157-ak2gc3nz 98 3 had have VBD cord-194157-ak2gc3nz 98 4 access access NN cord-194157-ak2gc3nz 98 5 to to IN cord-194157-ak2gc3nz 98 6 the the DT cord-194157-ak2gc3nz 98 7 infected infected JJ cord-194157-ak2gc3nz 98 8 vertices vertex NNS cord-194157-ak2gc3nz 98 9 at at IN cord-194157-ak2gc3nz 98 10 time time NN cord-194157-ak2gc3nz 98 11 t t NNP cord-194157-ak2gc3nz 98 12 0 0 CD cord-194157-ak2gc3nz 98 13 , , , cord-194157-ak2gc3nz 98 14 we -PRON- PRP cord-194157-ak2gc3nz 98 15 could could MD cord-194157-ak2gc3nz 98 16 use use VB cord-194157-ak2gc3nz 98 17 the the DT cord-194157-ak2gc3nz 98 18 formulas formula NNS cord-194157-ak2gc3nz 98 19 in in IN cord-194157-ak2gc3nz 98 20 Lemma Lemma NNP cord-194157-ak2gc3nz 98 21 5 5 CD cord-194157-ak2gc3nz 98 22 to to TO cord-194157-ak2gc3nz 98 23 obtain obtain VB cord-194157-ak2gc3nz 98 24 estimators estimator NNS cord-194157-ak2gc3nz 98 25 of of IN cord-194157-ak2gc3nz 98 26 the the DT cord-194157-ak2gc3nz 98 27 SIR SIR NNP cord-194157-ak2gc3nz 98 28 parameters parameter NNS cord-194157-ak2gc3nz 98 29 that that WDT cord-194157-ak2gc3nz 98 30 provide provide VBP cord-194157-ak2gc3nz 98 31 a a DT cord-194157-ak2gc3nz 98 32 good good JJ cord-194157-ak2gc3nz 98 33 approximation approximation NN cord-194157-ak2gc3nz 98 34 to to IN cord-194157-ak2gc3nz 98 35 the the DT cord-194157-ak2gc3nz 98 36 true true JJ cord-194157-ak2gc3nz 98 37 parameters parameter NNS cord-194157-ak2gc3nz 98 38 : : : cord-194157-ak2gc3nz 98 39 Lemma Lemma NNP cord-194157-ak2gc3nz 98 40 6 6 CD cord-194157-ak2gc3nz 98 41 . . . cord-194157-ak2gc3nz 99 1 Consider consider VB cord-194157-ak2gc3nz 99 2 the the DT cord-194157-ak2gc3nz 99 3 SIR SIR NNP cord-194157-ak2gc3nz 99 4 model model NN cord-194157-ak2gc3nz 99 5 on on IN cord-194157-ak2gc3nz 99 6 a a DT cord-194157-ak2gc3nz 99 7 graph graph NN cord-194157-ak2gc3nz 99 8 G g NN cord-194157-ak2gc3nz 99 9 with with IN cord-194157-ak2gc3nz 99 10 parameters parameter NNS cord-194157-ak2gc3nz 99 11 λ λ NN cord-194157-ak2gc3nz 99 12 and and CC cord-194157-ak2gc3nz 99 13 µ. µ. NN cord-194157-ak2gc3nz 99 14 Select Select NNP cord-194157-ak2gc3nz 99 15 r r NNP cord-194157-ak2gc3nz 99 16 , , , cord-194157-ak2gc3nz 99 17 t t NNP cord-194157-ak2gc3nz 99 18 0 0 CD cord-194157-ak2gc3nz 99 19 , , , cord-194157-ak2gc3nz 99 20 t t NN cord-194157-ak2gc3nz 99 21 1 1 CD cord-194157-ak2gc3nz 99 22 > > SYM cord-194157-ak2gc3nz 99 23 0 0 NFP cord-194157-ak2gc3nz 99 24 and and CC cord-194157-ak2gc3nz 99 25 put put VB cord-194157-ak2gc3nz 99 26 τ τ NN cord-194157-ak2gc3nz 99 27 : : : cord-194157-ak2gc3nz 99 28 = = NFP cord-194157-ak2gc3nz 100 1 t t NNP cord-194157-ak2gc3nz 100 2 1 1 CD cord-194157-ak2gc3nz 100 3 − − NNP cord-194157-ak2gc3nz 100 4 t t NN cord-194157-ak2gc3nz 100 5 0 0 CD cord-194157-ak2gc3nz 100 6 . . . cord-194157-ak2gc3nz 101 1 Let let VB cord-194157-ak2gc3nz 101 2 B(r B(r NNS cord-194157-ak2gc3nz 101 3 ) ) -RRB- cord-194157-ak2gc3nz 101 4 denote denote VB cord-194157-ak2gc3nz 101 5 the the DT cord-194157-ak2gc3nz 101 6 subgraph subgraph NN cord-194157-ak2gc3nz 101 7 of of IN cord-194157-ak2gc3nz 101 8 G g NN cord-194157-ak2gc3nz 101 9 induced induce VBN cord-194157-ak2gc3nz 101 10 by by IN cord-194157-ak2gc3nz 101 11 vertices vertex NNS cord-194157-ak2gc3nz 101 12 of of IN cord-194157-ak2gc3nz 101 13 distance distance NN cord-194157-ak2gc3nz 101 14 at at IN cord-194157-ak2gc3nz 101 15 most most RBS cord-194157-ak2gc3nz 101 16 r r NN cord-194157-ak2gc3nz 101 17 from from IN cord-194157-ak2gc3nz 101 18 U U NNP cord-194157-ak2gc3nz 101 19 ( ( -LRB- cord-194157-ak2gc3nz 101 20 0 0 NFP cord-194157-ak2gc3nz 101 21 ) ) -RRB- cord-194157-ak2gc3nz 101 22 . . . cord-194157-ak2gc3nz 102 1 The the DT cord-194157-ak2gc3nz 102 2 set set NN cord-194157-ak2gc3nz 102 3 of of IN cord-194157-ak2gc3nz 102 4 bridges bridge NNS cord-194157-ak2gc3nz 102 5 in in IN cord-194157-ak2gc3nz 102 6 B(r B(r NNS cord-194157-ak2gc3nz 102 7 ) ) -RRB- cord-194157-ak2gc3nz 102 8 with with IN cord-194157-ak2gc3nz 102 9 one one CD cord-194157-ak2gc3nz 102 10 vertex vertex NN cord-194157-ak2gc3nz 102 11 in in IN cord-194157-ak2gc3nz 102 12 I(t I(t NNP cord-194157-ak2gc3nz 102 13 0 0 CD cord-194157-ak2gc3nz 102 14 ) ) -RRB- cord-194157-ak2gc3nz 102 15 and and CC cord-194157-ak2gc3nz 102 16 another another DT cord-194157-ak2gc3nz 102 17 vertex vertex NN cord-194157-ak2gc3nz 102 18 in in IN cord-194157-ak2gc3nz 102 19 For for IN cord-194157-ak2gc3nz 102 20 any any DT cord-194157-ak2gc3nz 102 21 fixed fixed JJ cord-194157-ak2gc3nz 102 22 k k NN cord-194157-ak2gc3nz 102 23 , , , cord-194157-ak2gc3nz 102 24 > > XX cord-194157-ak2gc3nz 102 25 0 0 NFP cord-194157-ak2gc3nz 102 26 , , , cord-194157-ak2gc3nz 102 27 define define VB cord-194157-ak2gc3nz 102 28 the the DT cord-194157-ak2gc3nz 102 29 events event NNS cord-194157-ak2gc3nz 102 30 Proof Proof NNP cord-194157-ak2gc3nz 102 31 . . . cord-194157-ak2gc3nz 103 1 Let let VB cord-194157-ak2gc3nz 103 2 S S NNP cord-194157-ak2gc3nz 103 3 denote denote VB cord-194157-ak2gc3nz 103 4 the the DT cord-194157-ak2gc3nz 103 5 vertices vertex NNS cord-194157-ak2gc3nz 103 6 in in IN cord-194157-ak2gc3nz 103 7 G g NN cord-194157-ak2gc3nz 103 8 of of IN cord-194157-ak2gc3nz 103 9 distance distance NN cord-194157-ak2gc3nz 104 1 exactly exactly RB cord-194157-ak2gc3nz 104 2 r r VBN cord-194157-ak2gc3nz 104 3 from from IN cord-194157-ak2gc3nz 104 4 U U NNP cord-194157-ak2gc3nz 104 5 ( ( -LRB- cord-194157-ak2gc3nz 104 6 0 0 NFP cord-194157-ak2gc3nz 104 7 ) ) -RRB- cord-194157-ak2gc3nz 104 8 . . . cord-194157-ak2gc3nz 105 1 Notice notice VB cord-194157-ak2gc3nz 105 2 that that IN cord-194157-ak2gc3nz 105 3 for for IN cord-194157-ak2gc3nz 105 4 every every DT cord-194157-ak2gc3nz 105 5 vertex vertex NN cord-194157-ak2gc3nz 105 6 v v NN cord-194157-ak2gc3nz 105 7 ∈ ∈ NN cord-194157-ak2gc3nz 105 8 V v NN cord-194157-ak2gc3nz 105 9 ( ( -LRB- cord-194157-ak2gc3nz 105 10 B(r B(r NNS cord-194157-ak2gc3nz 105 11 ) ) -RRB- cord-194157-ak2gc3nz 105 12 ) ) -RRB- cord-194157-ak2gc3nz 106 1 \ \ LS cord-194157-ak2gc3nz 107 1 S S NNP cord-194157-ak2gc3nz 107 2 , , , cord-194157-ak2gc3nz 107 3 the the DT cord-194157-ak2gc3nz 107 4 edges edge NNS cord-194157-ak2gc3nz 107 5 incident incident NN cord-194157-ak2gc3nz 107 6 to to IN cord-194157-ak2gc3nz 107 7 v v NN cord-194157-ak2gc3nz 107 8 in in IN cord-194157-ak2gc3nz 107 9 B(r B(r NNS cord-194157-ak2gc3nz 107 10 ) ) -RRB- cord-194157-ak2gc3nz 107 11 are be VBP cord-194157-ak2gc3nz 107 12 precisely precisely RB cord-194157-ak2gc3nz 107 13 the the DT cord-194157-ak2gc3nz 107 14 edges edge NNS cord-194157-ak2gc3nz 107 15 incident incident NN cord-194157-ak2gc3nz 107 16 to to IN cord-194157-ak2gc3nz 107 17 v v NN cord-194157-ak2gc3nz 107 18 in in IN cord-194157-ak2gc3nz 107 19 G. G. NNP cord-194157-ak2gc3nz 108 1 As as IN cord-194157-ak2gc3nz 108 2 such such JJ cord-194157-ak2gc3nz 108 3 , , , cord-194157-ak2gc3nz 108 4 the the DT cord-194157-ak2gc3nz 108 5 SIR SIR NNP cord-194157-ak2gc3nz 108 6 processes process VBZ cord-194157-ak2gc3nz 108 7 on on IN cord-194157-ak2gc3nz 108 8 G g NN cord-194157-ak2gc3nz 108 9 and and CC cord-194157-ak2gc3nz 108 10 on on IN cord-194157-ak2gc3nz 108 11 B(r B(r NNS cord-194157-ak2gc3nz 108 12 ) ) -RRB- cord-194157-ak2gc3nz 108 13 are be VBP cord-194157-ak2gc3nz 108 14 identical identical JJ cord-194157-ak2gc3nz 108 15 until until IN cord-194157-ak2gc3nz 108 16 the the DT cord-194157-ak2gc3nz 108 17 stopping stop VBG cord-194157-ak2gc3nz 108 18 time time NN cord-194157-ak2gc3nz 108 19 Let let VB cord-194157-ak2gc3nz 108 20 B(r B(r NNS cord-194157-ak2gc3nz 108 21 ) ) -RRB- cord-194157-ak2gc3nz 108 22 denote denote VB cord-194157-ak2gc3nz 108 23 the the DT cord-194157-ak2gc3nz 108 24 subgraph subgraph NN cord-194157-ak2gc3nz 108 25 of of IN cord-194157-ak2gc3nz 108 26 G g NN cord-194157-ak2gc3nz 108 27 induced induce VBN cord-194157-ak2gc3nz 108 28 by by IN cord-194157-ak2gc3nz 108 29 vertices vertex NNS cord-194157-ak2gc3nz 108 30 of of IN cord-194157-ak2gc3nz 108 31 distance distance NN cord-194157-ak2gc3nz 108 32 at at IN cord-194157-ak2gc3nz 108 33 most most RBS cord-194157-ak2gc3nz 108 34 r r NN cord-194157-ak2gc3nz 108 35 from from IN cord-194157-ak2gc3nz 108 36 the the DT cord-194157-ak2gc3nz 108 37 minimizer minimizer NN cord-194157-ak2gc3nz 108 38 of of IN cord-194157-ak2gc3nz 108 39 T T NNP cord-194157-ak2gc3nz 108 40 . . . cord-194157-ak2gc3nz 109 1 For for IN cord-194157-ak2gc3nz 109 2 each each DT cord-194157-ak2gc3nz 109 3 quantity quantity NN cord-194157-ak2gc3nz 109 4 T t NN cord-194157-ak2gc3nz 109 5 ( ( -LRB- cord-194157-ak2gc3nz 109 6 v v NN cord-194157-ak2gc3nz 109 7 ) ) -RRB- cord-194157-ak2gc3nz 109 8 , , , cord-194157-ak2gc3nz 109 9 Z Z NNP cord-194157-ak2gc3nz 109 10 a a NNP cord-194157-ak2gc3nz 109 11 , , , cord-194157-ak2gc3nz 109 12 A a DT cord-194157-ak2gc3nz 109 13 I i NN cord-194157-ak2gc3nz 109 14 , , , cord-194157-ak2gc3nz 109 15 A a DT cord-194157-ak2gc3nz 109 16 I i NN cord-194157-ak2gc3nz 109 17 , , , cord-194157-ak2gc3nz 109 18 B B NNP cord-194157-ak2gc3nz 109 19 a a DT cord-194157-ak2gc3nz 109 20 , , , cord-194157-ak2gc3nz 109 21 b(a b(a NNP cord-194157-ak2gc3nz 109 22 ) ) -RRB- cord-194157-ak2gc3nz 109 23 , , , cord-194157-ak2gc3nz 109 24 P p NN cord-194157-ak2gc3nz 109 25 , , , cord-194157-ak2gc3nz 109 26 Q Q NNP cord-194157-ak2gc3nz 109 27 , , , cord-194157-ak2gc3nz 109 28 λ λ NN cord-194157-ak2gc3nz 109 29 I i NN cord-194157-ak2gc3nz 109 30 , , , cord-194157-ak2gc3nz 109 31 μ μ NN cord-194157-ak2gc3nz 109 32 I -PRON- PRP cord-194157-ak2gc3nz 109 33 defined define VBD cord-194157-ak2gc3nz 109 34 in in IN cord-194157-ak2gc3nz 109 35 the the DT cord-194157-ak2gc3nz 109 36 statement statement NN cord-194157-ak2gc3nz 109 37 of of IN cord-194157-ak2gc3nz 109 38 the the DT cord-194157-ak2gc3nz 109 39 lemma lemma NN cord-194157-ak2gc3nz 109 40 , , , cord-194157-ak2gc3nz 109 41 there there EX cord-194157-ak2gc3nz 109 42 is be VBZ cord-194157-ak2gc3nz 109 43 a a DT cord-194157-ak2gc3nz 109 44 corresponding correspond VBG cord-194157-ak2gc3nz 109 45 quantity quantity NN cord-194157-ak2gc3nz 109 46 defined define VBN cord-194157-ak2gc3nz 109 47 by by IN cord-194157-ak2gc3nz 109 48 replacing replace VBG cord-194157-ak2gc3nz 109 49 the the DT cord-194157-ak2gc3nz 109 50 SIR SIR NNP cord-194157-ak2gc3nz 109 51 process process NN cord-194157-ak2gc3nz 109 52 on on IN cord-194157-ak2gc3nz 109 53 G g NN cord-194157-ak2gc3nz 109 54 with with IN cord-194157-ak2gc3nz 109 55 the the DT cord-194157-ak2gc3nz 109 56 SIR SIR NNP cord-194157-ak2gc3nz 109 57 process process NN cord-194157-ak2gc3nz 109 58 on on IN cord-194157-ak2gc3nz 109 59 B(r B(r NNPS cord-194157-ak2gc3nz 109 60 ) ) -RRB- cord-194157-ak2gc3nz 109 61 , , , cord-194157-ak2gc3nz 109 62 and and CC cord-194157-ak2gc3nz 109 63 we -PRON- PRP cord-194157-ak2gc3nz 109 64 denote denote VBP cord-194157-ak2gc3nz 109 65 these these DT cord-194157-ak2gc3nz 109 66 variables variable NNS cord-194157-ak2gc3nz 109 67 byT byT VBN cord-194157-ak2gc3nz 110 1 ( ( -LRB- cord-194157-ak2gc3nz 110 2 v),Z v),Z `` cord-194157-ak2gc3nz 110 3 a a NNP cord-194157-ak2gc3nz 110 4 , , , cord-194157-ak2gc3nz 110 5 à à NNP cord-194157-ak2gc3nz 110 6 , , , cord-194157-ak2gc3nz 110 7 à à NNP cord-194157-ak2gc3nz 110 8 , , , cord-194157-ak2gc3nz 111 1 B B NNP cord-194157-ak2gc3nz 111 2 a a DT cord-194157-ak2gc3nz 111 3 , , , cord-194157-ak2gc3nz 111 4 b(a),P b(a),p UH cord-194157-ak2gc3nz 111 5 , , , cord-194157-ak2gc3nz 111 6 Q Q NNP cord-194157-ak2gc3nz 111 7 , , , cord-194157-ak2gc3nz 111 8 λ λ NN cord-194157-ak2gc3nz 111 9 , , , cord-194157-ak2gc3nz 111 10 μ μ NN cord-194157-ak2gc3nz 111 11 . . . cord-194157-ak2gc3nz 112 1 Each each DT cord-194157-ak2gc3nz 112 2 of of IN cord-194157-ak2gc3nz 112 3 these these DT cord-194157-ak2gc3nz 112 4 variables variable NNS cord-194157-ak2gc3nz 112 5 equals equal VBZ cord-194157-ak2gc3nz 112 6 its -PRON- PRP$ cord-194157-ak2gc3nz 112 7 counterpart counterpart NN cord-194157-ak2gc3nz 112 8 over over IN cord-194157-ak2gc3nz 112 9 the the DT cord-194157-ak2gc3nz 112 10 event event NN cord-194157-ak2gc3nz 112 11 It -PRON- PRP cord-194157-ak2gc3nz 112 12 remains remain VBZ cord-194157-ak2gc3nz 112 13 to to TO cord-194157-ak2gc3nz 112 14 bound bound VB cord-194157-ak2gc3nz 112 15 P(F|E P(F|E NNP cord-194157-ak2gc3nz 112 16 2 2 CD cord-194157-ak2gc3nz 112 17 ) ) -RRB- cord-194157-ak2gc3nz 112 18 . . . cord-194157-ak2gc3nz 113 1 Conditioned condition VBN cord-194157-ak2gc3nz 113 2 onà onã CD cord-194157-ak2gc3nz 113 3 and and CC cord-194157-ak2gc3nz 113 4 { { -LRB- cord-194157-ak2gc3nz 113 5 b(a b(a NN cord-194157-ak2gc3nz 113 6 ) ) -RRB- cord-194157-ak2gc3nz 113 7 } } -RRB- cord-194157-ak2gc3nz 114 1 a∈à a∈ã RB cord-194157-ak2gc3nz 114 2 , , , cord-194157-ak2gc3nz 114 3 then then RB cord-194157-ak2gc3nz 114 4 for for IN cord-194157-ak2gc3nz 114 5 each each DT cord-194157-ak2gc3nz 114 6 a a DT cord-194157-ak2gc3nz 114 7 ∈à ∈ã NN cord-194157-ak2gc3nz 114 8 , , , cord-194157-ak2gc3nz 114 9 the the DT cord-194157-ak2gc3nz 114 10 Markov Markov NNP cord-194157-ak2gc3nz 114 11 property property NN cord-194157-ak2gc3nz 114 12 implies imply VBZ cord-194157-ak2gc3nz 114 13 thatZ thatZ NNP cord-194157-ak2gc3nz 114 14 a a DT cord-194157-ak2gc3nz 114 15 has have VBZ cord-194157-ak2gc3nz 114 16 distribution distribution NN cord-194157-ak2gc3nz 114 17 CI(λ CI(λ NNP cord-194157-ak2gc3nz 114 18 , , , cord-194157-ak2gc3nz 114 19 µ µ NN cord-194157-ak2gc3nz 114 20 , , , cord-194157-ak2gc3nz 114 21 τ τ NN cord-194157-ak2gc3nz 114 22 ) ) -RRB- cord-194157-ak2gc3nz 114 23 . . . cord-194157-ak2gc3nz 115 1 Also also RB cord-194157-ak2gc3nz 115 2 , , , cord-194157-ak2gc3nz 115 3 the the DT cord-194157-ak2gc3nz 115 4 vertices vertex NNS cord-194157-ak2gc3nz 115 5 { { -LRB- cord-194157-ak2gc3nz 115 6 b(a b(a NNP cord-194157-ak2gc3nz 115 7 ) ) -RRB- cord-194157-ak2gc3nz 115 8 } } -RRB- cord-194157-ak2gc3nz 115 9 a∈à a∈à NNS cord-194157-ak2gc3nz 115 10 are be VBP cord-194157-ak2gc3nz 115 11 pairwise pairwise JJ cord-194157-ak2gc3nz 115 12 distinct distinct JJ cord-194157-ak2gc3nz 115 13 almost almost RB cord-194157-ak2gc3nz 115 14 surely surely RB cord-194157-ak2gc3nz 115 15 . . . cord-194157-ak2gc3nz 116 1 Indeed indeed RB cord-194157-ak2gc3nz 116 2 , , , cord-194157-ak2gc3nz 116 3 ifb(a ifb(a ADD cord-194157-ak2gc3nz 116 4 ) ) -RRB- cord-194157-ak2gc3nz 117 1 = = NFP cord-194157-ak2gc3nz 117 2 b(a b(a NNP cord-194157-ak2gc3nz 117 3 ) ) -RRB- cord-194157-ak2gc3nz 117 4 , , , cord-194157-ak2gc3nz 117 5 then then RB cord-194157-ak2gc3nz 117 6 if if IN cord-194157-ak2gc3nz 117 7 we -PRON- PRP cord-194157-ak2gc3nz 117 8 delete delete VBP cord-194157-ak2gc3nz 117 9 the the DT cord-194157-ak2gc3nz 117 10 edge edge NN cord-194157-ak2gc3nz 117 11 { { -LRB- cord-194157-ak2gc3nz 117 12 a a NN cord-194157-ak2gc3nz 117 13 , , , cord-194157-ak2gc3nz 117 14 b(a b(a NNP cord-194157-ak2gc3nz 117 15 ) ) -RRB- cord-194157-ak2gc3nz 117 16 } } -RRB- cord-194157-ak2gc3nz 117 17 , , , cord-194157-ak2gc3nz 117 18 we -PRON- PRP cord-194157-ak2gc3nz 117 19 can can MD cord-194157-ak2gc3nz 117 20 still still RB cord-194157-ak2gc3nz 117 21 traverse traverse VB cord-194157-ak2gc3nz 117 22 a a DT cord-194157-ak2gc3nz 117 23 walk walk NN cord-194157-ak2gc3nz 117 24 from from IN cord-194157-ak2gc3nz 117 25 a a DT cord-194157-ak2gc3nz 117 26 to to IN cord-194157-ak2gc3nz 117 27 U U NNP cord-194157-ak2gc3nz 117 28 ( ( -LRB- cord-194157-ak2gc3nz 117 29 0 0 NFP cord-194157-ak2gc3nz 117 30 ) ) -RRB- cord-194157-ak2gc3nz 117 31 to to IN cord-194157-ak2gc3nz 117 32 a a DT cord-194157-ak2gc3nz 117 33 tob(a tob(a NN cord-194157-ak2gc3nz 117 34 ) ) -RRB- cord-194157-ak2gc3nz 118 1 = = NFP cord-194157-ak2gc3nz 118 2 b(a b(a NNP cord-194157-ak2gc3nz 118 3 ) ) -RRB- cord-194157-ak2gc3nz 118 4 , , , cord-194157-ak2gc3nz 118 5 implying imply VBG cord-194157-ak2gc3nz 118 6 { { -LRB- cord-194157-ak2gc3nz 118 7 a a DT cord-194157-ak2gc3nz 118 8 , , , cord-194157-ak2gc3nz 118 9 b(a b(a NNP cord-194157-ak2gc3nz 118 10 ) ) -RRB- cord-194157-ak2gc3nz 118 11 } } -RRB- cord-194157-ak2gc3nz 118 12 was be VBD cord-194157-ak2gc3nz 118 13 not not RB cord-194157-ak2gc3nz 118 14 a a DT cord-194157-ak2gc3nz 118 15 bridge bridge NN cord-194157-ak2gc3nz 118 16 . . . cord-194157-ak2gc3nz 119 1 As as IN cord-194157-ak2gc3nz 119 2 such such JJ cord-194157-ak2gc3nz 119 3 , , , cord-194157-ak2gc3nz 119 4 conditioned condition VBN cord-194157-ak2gc3nz 119 5 onà onã CD cord-194157-ak2gc3nz 119 6 and and CC cord-194157-ak2gc3nz 119 7 { { -LRB- cord-194157-ak2gc3nz 119 8 b(a b(a NNP cord-194157-ak2gc3nz 119 9 ) ) -RRB- cord-194157-ak2gc3nz 119 10 } } -RRB- cord-194157-ak2gc3nz 119 11 a∈à a∈ã RB cord-194157-ak2gc3nz 119 12 , , , cord-194157-ak2gc3nz 119 13 the the DT cord-194157-ak2gc3nz 119 14 variables variable NNS cord-194157-ak2gc3nz 119 15 { { -LRB- cord-194157-ak2gc3nz 119 16 Z Z NNP cord-194157-ak2gc3nz 119 17 a a DT cord-194157-ak2gc3nz 119 18 } } -RRB- cord-194157-ak2gc3nz 119 19 a∈à a∈à NNS cord-194157-ak2gc3nz 119 20 are be VBP cord-194157-ak2gc3nz 119 21 jointly jointly RB cord-194157-ak2gc3nz 119 22 independent independent JJ cord-194157-ak2gc3nz 119 23 . . . cord-194157-ak2gc3nz 120 1 Then then RB cord-194157-ak2gc3nz 120 2 Lemmas Lemmas NNP cord-194157-ak2gc3nz 120 3 4 4 CD cord-194157-ak2gc3nz 120 4 and and CC cord-194157-ak2gc3nz 120 5 5 5 CD cord-194157-ak2gc3nz 120 6 together together RB cord-194157-ak2gc3nz 120 7 imply imply NN cord-194157-ak2gc3nz 120 8 Of of RB cord-194157-ak2gc3nz 120 9 course course RB cord-194157-ak2gc3nz 120 10 , , , cord-194157-ak2gc3nz 120 11 in in IN cord-194157-ak2gc3nz 120 12 our -PRON- PRP$ cord-194157-ak2gc3nz 120 13 setup setup NN cord-194157-ak2gc3nz 120 14 , , , cord-194157-ak2gc3nz 120 15 we -PRON- PRP cord-194157-ak2gc3nz 120 16 do do VBP cord-194157-ak2gc3nz 120 17 not not RB cord-194157-ak2gc3nz 120 18 have have VB cord-194157-ak2gc3nz 120 19 access access NN cord-194157-ak2gc3nz 120 20 to to IN cord-194157-ak2gc3nz 120 21 I(t I(t NNP cord-194157-ak2gc3nz 120 22 0 0 CD cord-194157-ak2gc3nz 120 23 ) ) -RRB- cord-194157-ak2gc3nz 120 24 , , , cord-194157-ak2gc3nz 120 25 but but CC cord-194157-ak2gc3nz 120 26 rather rather RB cord-194157-ak2gc3nz 120 27 U u PRP cord-194157-ak2gc3nz 120 28 ( ( -LRB- cord-194157-ak2gc3nz 120 29 t t NN cord-194157-ak2gc3nz 120 30 0 0 CD cord-194157-ak2gc3nz 120 31 ) ) -RRB- cord-194157-ak2gc3nz 120 32 = = NFP cord-194157-ak2gc3nz 121 1 I(t I(t NNP cord-194157-ak2gc3nz 121 2 0 0 CD cord-194157-ak2gc3nz 121 3 ) ) -RRB- cord-194157-ak2gc3nz 122 1 ∪ ∪ NNP cord-194157-ak2gc3nz 122 2 R(t R(t NNP cord-194157-ak2gc3nz 122 3 0 0 NFP cord-194157-ak2gc3nz 122 4 ) ) -RRB- cord-194157-ak2gc3nz 123 1 , , , cord-194157-ak2gc3nz 124 1 and and CC cord-194157-ak2gc3nz 124 2 so so RB cord-194157-ak2gc3nz 124 3 we -PRON- PRP cord-194157-ak2gc3nz 124 4 can can MD cord-194157-ak2gc3nz 124 5 not not RB cord-194157-ak2gc3nz 124 6 apply apply VB cord-194157-ak2gc3nz 124 7 Lemma Lemma NNP cord-194157-ak2gc3nz 124 8 6 6 CD cord-194157-ak2gc3nz 124 9 directly directly RB cord-194157-ak2gc3nz 124 10 . . . cord-194157-ak2gc3nz 125 1 Instead instead RB cord-194157-ak2gc3nz 125 2 , , , cord-194157-ak2gc3nz 125 3 we -PRON- PRP cord-194157-ak2gc3nz 125 4 assume assume VBP cord-194157-ak2gc3nz 125 5 that that IN cord-194157-ak2gc3nz 125 6 λ λ NN cord-194157-ak2gc3nz 125 7 is be VBZ cord-194157-ak2gc3nz 125 8 sufficiently sufficiently RB cord-194157-ak2gc3nz 125 9 large large JJ cord-194157-ak2gc3nz 125 10 compared compare VBN cord-194157-ak2gc3nz 125 11 to to IN cord-194157-ak2gc3nz 125 12 µ µ NN cord-194157-ak2gc3nz 125 13 that that WDT cord-194157-ak2gc3nz 125 14 U u NN cord-194157-ak2gc3nz 125 15 ( ( -LRB- cord-194157-ak2gc3nz 125 16 t t NN cord-194157-ak2gc3nz 125 17 0 0 CD cord-194157-ak2gc3nz 125 18 ) ) -RRB- cord-194157-ak2gc3nz 125 19 is be VBZ cord-194157-ak2gc3nz 125 20 a a DT cord-194157-ak2gc3nz 125 21 decent decent JJ cord-194157-ak2gc3nz 125 22 approximation approximation NN cord-194157-ak2gc3nz 125 23 of of IN cord-194157-ak2gc3nz 125 24 I(t I(t NNP cord-194157-ak2gc3nz 125 25 0 0 CD cord-194157-ak2gc3nz 125 26 ) ) -RRB- cord-194157-ak2gc3nz 125 27 . . . cord-194157-ak2gc3nz 126 1 This this DT cord-194157-ak2gc3nz 126 2 approach approach NN cord-194157-ak2gc3nz 126 3 is be VBZ cord-194157-ak2gc3nz 126 4 summarized summarize VBN cord-194157-ak2gc3nz 126 5 in in IN cord-194157-ak2gc3nz 126 6 Algorithm Algorithm NNP cord-194157-ak2gc3nz 126 7 1 1 CD cord-194157-ak2gc3nz 126 8 . . . cord-194157-ak2gc3nz 127 1 As as IN cord-194157-ak2gc3nz 127 2 we -PRON- PRP cord-194157-ak2gc3nz 127 3 will will MD cord-194157-ak2gc3nz 127 4 see see VB cord-194157-ak2gc3nz 127 5 , , , cord-194157-ak2gc3nz 127 6 the the DT cord-194157-ak2gc3nz 127 7 approximation approximation NN cord-194157-ak2gc3nz 127 8 I(t I(t NNP cord-194157-ak2gc3nz 127 9 0 0 CD cord-194157-ak2gc3nz 127 10 ) ) -RRB- cord-194157-ak2gc3nz 128 1 ≈ ≈ NNP cord-194157-ak2gc3nz 128 2 U U NNP cord-194157-ak2gc3nz 128 3 ( ( -LRB- cord-194157-ak2gc3nz 128 4 t t NN cord-194157-ak2gc3nz 128 5 0 0 CD cord-194157-ak2gc3nz 128 6 ) ) -RRB- cord-194157-ak2gc3nz 128 7 introduces introduce VBZ cord-194157-ak2gc3nz 128 8 some some DT cord-194157-ak2gc3nz 128 9 error error NN cord-194157-ak2gc3nz 128 10 in in IN cord-194157-ak2gc3nz 128 11 our -PRON- PRP$ cord-194157-ak2gc3nz 128 12 estimators estimator NNS cord-194157-ak2gc3nz 128 13 . . . cord-194157-ak2gc3nz 129 1 To to TO cord-194157-ak2gc3nz 129 2 analyze analyze VB cord-194157-ak2gc3nz 129 3 the the DT cord-194157-ak2gc3nz 129 4 performance performance NN cord-194157-ak2gc3nz 129 5 of of IN cord-194157-ak2gc3nz 129 6 Algorithm algorithm NN cord-194157-ak2gc3nz 129 7 1 1 CD cord-194157-ak2gc3nz 129 8 , , , cord-194157-ak2gc3nz 129 9 it -PRON- PRP cord-194157-ak2gc3nz 129 10 is be VBZ cord-194157-ak2gc3nz 129 11 convenient convenient JJ cord-194157-ak2gc3nz 129 12 to to TO cord-194157-ak2gc3nz 129 13 focus focus VB cord-194157-ak2gc3nz 129 14 on on IN cord-194157-ak2gc3nz 129 15 a a DT cord-194157-ak2gc3nz 129 16 certain certain JJ cord-194157-ak2gc3nz 129 17 ( ( -LRB- cord-194157-ak2gc3nz 129 18 large large JJ cord-194157-ak2gc3nz 129 19 ) ) -RRB- cord-194157-ak2gc3nz 129 20 family family NN cord-194157-ak2gc3nz 129 21 of of IN cord-194157-ak2gc3nz 129 22 graphs graph NNS cord-194157-ak2gc3nz 129 23 . . . cord-194157-ak2gc3nz 130 1 We -PRON- PRP cord-194157-ak2gc3nz 130 2 say say VBP cord-194157-ak2gc3nz 130 3 a a DT cord-194157-ak2gc3nz 130 4 graph graph NN cord-194157-ak2gc3nz 130 5 G g NN cord-194157-ak2gc3nz 130 6 is be VBZ cord-194157-ak2gc3nz 130 7 ( ( -LRB- cord-194157-ak2gc3nz 130 8 r r NN cord-194157-ak2gc3nz 130 9 , , , cord-194157-ak2gc3nz 130 10 η)-locally η)-locally RB cord-194157-ak2gc3nz 130 11 tree tree NN cord-194157-ak2gc3nz 130 12 - - HYPH cord-194157-ak2gc3nz 130 13 like like JJ cord-194157-ak2gc3nz 130 14 if if IN cord-194157-ak2gc3nz 130 15 for for IN cord-194157-ak2gc3nz 130 16 a a DT cord-194157-ak2gc3nz 130 17 fraction fraction NN cord-194157-ak2gc3nz 130 18 1 1 CD cord-194157-ak2gc3nz 130 19 − − CD cord-194157-ak2gc3nz 130 20 η η NN cord-194157-ak2gc3nz 130 21 of of IN cord-194157-ak2gc3nz 130 22 the the DT cord-194157-ak2gc3nz 130 23 vertices vertex NNS cord-194157-ak2gc3nz 130 24 v v NN cord-194157-ak2gc3nz 130 25 ∈ ∈ NN cord-194157-ak2gc3nz 130 26 V v NN cord-194157-ak2gc3nz 130 27 ( ( -LRB- cord-194157-ak2gc3nz 130 28 G G NNP cord-194157-ak2gc3nz 130 29 ) ) -RRB- cord-194157-ak2gc3nz 130 30 , , , cord-194157-ak2gc3nz 130 31 it -PRON- PRP cord-194157-ak2gc3nz 130 32 holds hold VBZ cord-194157-ak2gc3nz 130 33 that that IN cord-194157-ak2gc3nz 130 34 the the DT cord-194157-ak2gc3nz 130 35 subgraph subgraph NN cord-194157-ak2gc3nz 130 36 induced induce VBN cord-194157-ak2gc3nz 130 37 by by IN cord-194157-ak2gc3nz 130 38 the the DT cord-194157-ak2gc3nz 130 39 vertices vertex NNS cord-194157-ak2gc3nz 130 40 of of IN cord-194157-ak2gc3nz 130 41 distance distance NN cord-194157-ak2gc3nz 130 42 at at IN cord-194157-ak2gc3nz 130 43 most most JJS cord-194157-ak2gc3nz 130 44 r r NN cord-194157-ak2gc3nz 130 45 from from IN cord-194157-ak2gc3nz 130 46 v v NN cord-194157-ak2gc3nz 130 47 is be VBZ cord-194157-ak2gc3nz 130 48 a a DT cord-194157-ak2gc3nz 130 49 tree tree NN cord-194157-ak2gc3nz 130 50 . . . cord-194157-ak2gc3nz 131 1 For for IN cord-194157-ak2gc3nz 131 2 example example NN cord-194157-ak2gc3nz 131 3 , , , cord-194157-ak2gc3nz 131 4 it -PRON- PRP cord-194157-ak2gc3nz 131 5 is be VBZ cord-194157-ak2gc3nz 131 6 known know VBN cord-194157-ak2gc3nz 131 7 that that IN cord-194157-ak2gc3nz 131 8 for for IN cord-194157-ak2gc3nz 131 9 every every DT cord-194157-ak2gc3nz 131 10 fixed fix VBN cord-194157-ak2gc3nz 131 11 choice choice NN cord-194157-ak2gc3nz 131 12 of of IN cord-194157-ak2gc3nz 131 13 d d NN cord-194157-ak2gc3nz 131 14 ∈ ∈ NNP cord-194157-ak2gc3nz 131 15 N N NNP cord-194157-ak2gc3nz 131 16 with with IN cord-194157-ak2gc3nz 131 17 d d NN cord-194157-ak2gc3nz 131 18 > > XX cord-194157-ak2gc3nz 131 19 1 1 CD cord-194157-ak2gc3nz 131 20 and and CC cord-194157-ak2gc3nz 131 21 c c NN cord-194157-ak2gc3nz 131 22 ∈ ∈ NN cord-194157-ak2gc3nz 131 23 ( ( -LRB- cord-194157-ak2gc3nz 131 24 0 0 CD cord-194157-ak2gc3nz 131 25 , , , cord-194157-ak2gc3nz 131 26 1 1 CD cord-194157-ak2gc3nz 131 27 4 4 CD cord-194157-ak2gc3nz 131 28 ) ) -RRB- cord-194157-ak2gc3nz 131 29 , , , cord-194157-ak2gc3nz 131 30 there there EX cord-194157-ak2gc3nz 131 31 exists exist VBZ cord-194157-ak2gc3nz 131 32 γ γ NN cord-194157-ak2gc3nz 131 33 > > XX cord-194157-ak2gc3nz 131 34 0 0 NFP cord-194157-ak2gc3nz 132 1 such such JJ cord-194157-ak2gc3nz 132 2 that that IN cord-194157-ak2gc3nz 132 3 a a DT cord-194157-ak2gc3nz 132 4 random random JJ cord-194157-ak2gc3nz 132 5 d d NN cord-194157-ak2gc3nz 132 6 - - HYPH cord-194157-ak2gc3nz 132 7 regular regular JJ cord-194157-ak2gc3nz 132 8 graph graph NN cord-194157-ak2gc3nz 132 9 on on IN cord-194157-ak2gc3nz 132 10 n n NN cord-194157-ak2gc3nz 132 11 vertices vertex NNS cord-194157-ak2gc3nz 132 12 is be VBZ cord-194157-ak2gc3nz 132 13 ( ( -LRB- cord-194157-ak2gc3nz 132 14 c c NN cord-194157-ak2gc3nz 132 15 log log NN cord-194157-ak2gc3nz 132 16 d−1 d−1 NNP cord-194157-ak2gc3nz 132 17 n n NN cord-194157-ak2gc3nz 132 18 , , , cord-194157-ak2gc3nz 132 19 n n NNP cord-194157-ak2gc3nz 132 20 −γ −γ NNP cord-194157-ak2gc3nz 132 21 ) ) -RRB- cord-194157-ak2gc3nz 133 1 -locally -locally RB cord-194157-ak2gc3nz 133 2 tree tree NN cord-194157-ak2gc3nz 133 3 - - HYPH cord-194157-ak2gc3nz 133 4 like like JJ cord-194157-ak2gc3nz 133 5 with with IN cord-194157-ak2gc3nz 133 6 probability probability NN cord-194157-ak2gc3nz 133 7 approaching approach VBG cord-194157-ak2gc3nz 133 8 1 1 CD cord-194157-ak2gc3nz 133 9 as as IN cord-194157-ak2gc3nz 133 10 n n CC cord-194157-ak2gc3nz 133 11 → → NN cord-194157-ak2gc3nz 133 12 ∞ ∞ NNP cord-194157-ak2gc3nz 133 13 ; ; : cord-194157-ak2gc3nz 133 14 see see VB cord-194157-ak2gc3nz 133 15 Proposition Proposition NNP cord-194157-ak2gc3nz 133 16 4.1 4.1 CD cord-194157-ak2gc3nz 133 17 in in IN cord-194157-ak2gc3nz 133 18 [ [ -LRB- cord-194157-ak2gc3nz 133 19 2 2 CD cord-194157-ak2gc3nz 133 20 ] ] -RRB- cord-194157-ak2gc3nz 133 21 . . . cord-194157-ak2gc3nz 134 1 By by IN cord-194157-ak2gc3nz 134 2 focusing focus VBG cord-194157-ak2gc3nz 134 3 on on IN cord-194157-ak2gc3nz 134 4 this this DT cord-194157-ak2gc3nz 134 5 class class NN cord-194157-ak2gc3nz 134 6 of of IN cord-194157-ak2gc3nz 134 7 graphs graph NNS cord-194157-ak2gc3nz 134 8 , , , cord-194157-ak2gc3nz 134 9 we -PRON- PRP cord-194157-ak2gc3nz 134 10 may may MD cord-194157-ak2gc3nz 134 11 apply apply VB cord-194157-ak2gc3nz 134 12 the the DT cord-194157-ak2gc3nz 134 13 vast vast JJ cord-194157-ak2gc3nz 134 14 literature literature NN cord-194157-ak2gc3nz 134 15 on on IN cord-194157-ak2gc3nz 134 16 SIR SIR NNP cord-194157-ak2gc3nz 134 17 dynamics dynamic NNS cord-194157-ak2gc3nz 134 18 on on IN cord-194157-ak2gc3nz 134 19 infinite infinite JJ cord-194157-ak2gc3nz 134 20 trees tree NNS cord-194157-ak2gc3nz 134 21 to to TO cord-194157-ak2gc3nz 134 22 help help VB cord-194157-ak2gc3nz 134 23 analyze analyze VB cord-194157-ak2gc3nz 134 24 the the DT cord-194157-ak2gc3nz 134 25 performance performance NN cord-194157-ak2gc3nz 134 26 of of IN cord-194157-ak2gc3nz 134 27 Algorithm Algorithm NNP cord-194157-ak2gc3nz 134 28 1 1 CD cord-194157-ak2gc3nz 134 29 . . . cord-194157-ak2gc3nz 135 1 Theorem theorem NN cord-194157-ak2gc3nz 135 2 7 7 CD cord-194157-ak2gc3nz 135 3 ( ( -LRB- cord-194157-ak2gc3nz 135 4 Main Main NNP cord-194157-ak2gc3nz 135 5 Result Result NNP cord-194157-ak2gc3nz 135 6 ) ) -RRB- cord-194157-ak2gc3nz 135 7 . . . cord-194157-ak2gc3nz 136 1 Fix fix VB cord-194157-ak2gc3nz 136 2 d d NN cord-194157-ak2gc3nz 136 3 ∈ ∈ NN cord-194157-ak2gc3nz 137 1 N n CD cord-194157-ak2gc3nz 137 2 with with IN cord-194157-ak2gc3nz 137 3 d d NNP cord-194157-ak2gc3nz 137 4 ≥ ≥ CD cord-194157-ak2gc3nz 137 5 3 3 CD cord-194157-ak2gc3nz 137 6 and and CC cord-194157-ak2gc3nz 137 7 c c NNP cord-194157-ak2gc3nz 137 8 , , , cord-194157-ak2gc3nz 137 9 γ γ NN cord-194157-ak2gc3nz 137 10 > > XX cord-194157-ak2gc3nz 137 11 0 0 CD cord-194157-ak2gc3nz 137 12 , , , cord-194157-ak2gc3nz 137 13 and and CC cord-194157-ak2gc3nz 137 14 consider consider VB cord-194157-ak2gc3nz 137 15 any any DT cord-194157-ak2gc3nz 137 16 sequence sequence NN cord-194157-ak2gc3nz 137 17 of of IN cord-194157-ak2gc3nz 137 18 d d JJ cord-194157-ak2gc3nz 137 19 - - HYPH cord-194157-ak2gc3nz 137 20 regular regular JJ cord-194157-ak2gc3nz 137 21 , , , cord-194157-ak2gc3nz 138 1 ( ( -LRB- cord-194157-ak2gc3nz 138 2 c c LS cord-194157-ak2gc3nz 138 3 log log NN cord-194157-ak2gc3nz 138 4 d−1 d−1 NNP cord-194157-ak2gc3nz 138 5 n n NN cord-194157-ak2gc3nz 138 6 , , , cord-194157-ak2gc3nz 138 7 n n NNP cord-194157-ak2gc3nz 138 8 −γ −γ NNP cord-194157-ak2gc3nz 138 9 ) ) -RRB- cord-194157-ak2gc3nz 139 1 -locally -locally RB cord-194157-ak2gc3nz 139 2 tree tree NN cord-194157-ak2gc3nz 139 3 - - HYPH cord-194157-ak2gc3nz 139 4 like like JJ cord-194157-ak2gc3nz 139 5 graphs graph NNS cord-194157-ak2gc3nz 139 6 on on IN cord-194157-ak2gc3nz 139 7 n n NN cord-194157-ak2gc3nz 139 8 vertices vertex NNS cord-194157-ak2gc3nz 139 9 with with IN cord-194157-ak2gc3nz 139 10 n n NNP cord-194157-ak2gc3nz 139 11 → → NN cord-194157-ak2gc3nz 139 12 ∞. ∞. NNP cord-194157-ak2gc3nz 139 13 Select Select NNP cord-194157-ak2gc3nz 139 14 any any DT cord-194157-ak2gc3nz 139 15 α α NN cord-194157-ak2gc3nz 139 16 and and CC cord-194157-ak2gc3nz 139 17 β β NN cord-194157-ak2gc3nz 139 18 such such JJ cord-194157-ak2gc3nz 139 19 that that DT cord-194157-ak2gc3nz 140 1 0 0 NFP cord-194157-ak2gc3nz 140 2 < < XX cord-194157-ak2gc3nz 140 3 α α XX cord-194157-ak2gc3nz 140 4 < < XX cord-194157-ak2gc3nz 140 5 β β XX cord-194157-ak2gc3nz 140 6 < < XX cord-194157-ak2gc3nz 140 7 c c NNP cord-194157-ak2gc3nz 140 8 2e(d−1)λ 2e(d−1)λ CD cord-194157-ak2gc3nz 140 9 , , , cord-194157-ak2gc3nz 140 10 and and CC cord-194157-ak2gc3nz 140 11 put put VBN cord-194157-ak2gc3nz 140 12 For for IN cord-194157-ak2gc3nz 140 13 each each DT cord-194157-ak2gc3nz 140 14 n n NN cord-194157-ak2gc3nz 141 1 , , , cord-194157-ak2gc3nz 141 2 let let VB cord-194157-ak2gc3nz 141 3 E e NN cord-194157-ak2gc3nz 141 4 0 0 CD cord-194157-ak2gc3nz 141 5 denote denote VB cord-194157-ak2gc3nz 141 6 the the DT cord-194157-ak2gc3nz 141 7 event event NN cord-194157-ak2gc3nz 141 8 that that IN cord-194157-ak2gc3nz 141 9 the the DT cord-194157-ak2gc3nz 141 10 subgraph subgraph NN cord-194157-ak2gc3nz 141 11 B(r B(r NNS cord-194157-ak2gc3nz 141 12 ) ) -RRB- cord-194157-ak2gc3nz 141 13 induced induce VBN cord-194157-ak2gc3nz 141 14 by by IN cord-194157-ak2gc3nz 141 15 vertices vertex NNS cord-194157-ak2gc3nz 141 16 of of IN cord-194157-ak2gc3nz 141 17 distance distance NN cord-194157-ak2gc3nz 141 18 at at IN cord-194157-ak2gc3nz 141 19 most most RBS cord-194157-ak2gc3nz 141 20 r r NN cord-194157-ak2gc3nz 141 21 from from IN cord-194157-ak2gc3nz 141 22 U U NNP cord-194157-ak2gc3nz 141 23 ( ( -LRB- cord-194157-ak2gc3nz 141 24 0 0 NFP cord-194157-ak2gc3nz 141 25 ) ) -RRB- cord-194157-ak2gc3nz 141 26 is be VBZ cord-194157-ak2gc3nz 141 27 a a DT cord-194157-ak2gc3nz 141 28 tree tree NN cord-194157-ak2gc3nz 141 29 , , , cord-194157-ak2gc3nz 141 30 and and CC cord-194157-ak2gc3nz 141 31 let let VB cord-194157-ak2gc3nz 141 32 E e NN cord-194157-ak2gc3nz 141 33 ∞ ∞ NNP cord-194157-ak2gc3nz 141 34 denote denote VB cord-194157-ak2gc3nz 141 35 the the DT cord-194157-ak2gc3nz 141 36 event event NN cord-194157-ak2gc3nz 141 37 that that WDT cord-194157-ak2gc3nz 141 38 U U NNP cord-194157-ak2gc3nz 141 39 ( ( -LRB- cord-194157-ak2gc3nz 141 40 ∞ ∞ NNP cord-194157-ak2gc3nz 141 41 ) ) -RRB- cord-194157-ak2gc3nz 141 42 contains contain VBZ cord-194157-ak2gc3nz 141 43 a a DT cord-194157-ak2gc3nz 141 44 vertex vertex NN cord-194157-ak2gc3nz 141 45 of of IN cord-194157-ak2gc3nz 141 46 distance distance NN cord-194157-ak2gc3nz 141 47 greater great JJR cord-194157-ak2gc3nz 141 48 than than IN cord-194157-ak2gc3nz 141 49 r r NN cord-194157-ak2gc3nz 141 50 from from IN cord-194157-ak2gc3nz 141 51 U U NNP cord-194157-ak2gc3nz 141 52 ( ( -LRB- cord-194157-ak2gc3nz 141 53 0 0 NFP cord-194157-ak2gc3nz 141 54 ) ) -RRB- cord-194157-ak2gc3nz 141 55 . . . cord-194157-ak2gc3nz 142 1 Suppose suppose VB cord-194157-ak2gc3nz 142 2 λ λ NN cord-194157-ak2gc3nz 142 3 ≥ ≥ CD cord-194157-ak2gc3nz 142 4 6µ 6µ CD cord-194157-ak2gc3nz 142 5 > > XX cord-194157-ak2gc3nz 142 6 0 0 CD cord-194157-ak2gc3nz 142 7 . . . cord-194157-ak2gc3nz 143 1 Then then RB cord-194157-ak2gc3nz 143 2 one one CD cord-194157-ak2gc3nz 143 3 of of IN cord-194157-ak2gc3nz 143 4 the the DT cord-194157-ak2gc3nz 143 5 following following NN cord-194157-ak2gc3nz 143 6 holds hold VBZ cord-194157-ak2gc3nz 143 7 : : : cord-194157-ak2gc3nz 143 8 , , , cord-194157-ak2gc3nz 143 9 meaning mean VBG cord-194157-ak2gc3nz 143 10 there there EX cord-194157-ak2gc3nz 143 11 is be VBZ cord-194157-ak2gc3nz 143 12 a a DT cord-194157-ak2gc3nz 143 13 subsequence subsequence NN cord-194157-ak2gc3nz 143 14 of of IN cord-194157-ak2gc3nz 143 15 n n NN cord-194157-ak2gc3nz 143 16 for for IN cord-194157-ak2gc3nz 143 17 which which WDT cord-194157-ak2gc3nz 143 18 , , , cord-194157-ak2gc3nz 143 19 with with IN cord-194157-ak2gc3nz 143 20 probability probability NN cord-194157-ak2gc3nz 143 21 at at IN cord-194157-ak2gc3nz 143 22 least least JJS cord-194157-ak2gc3nz 143 23 1 1 CD cord-194157-ak2gc3nz 143 24 − − NNP cord-194157-ak2gc3nz 143 25 o(1 o(1 NNP cord-194157-ak2gc3nz 143 26 ) ) -RRB- cord-194157-ak2gc3nz 143 27 , , , cord-194157-ak2gc3nz 143 28 no no DT cord-194157-ak2gc3nz 143 29 vertex vertex NN cord-194157-ak2gc3nz 143 30 outside outside IN cord-194157-ak2gc3nz 143 31 of of IN cord-194157-ak2gc3nz 143 32 B(r B(r NNS cord-194157-ak2gc3nz 143 33 ) ) -RRB- cord-194157-ak2gc3nz 143 34 will will MD cord-194157-ak2gc3nz 143 35 ever ever RB cord-194157-ak2gc3nz 143 36 be be VB cord-194157-ak2gc3nz 143 37 infected infect VBN cord-194157-ak2gc3nz 143 38 , , , cord-194157-ak2gc3nz 143 39 in in IN cord-194157-ak2gc3nz 143 40 which which WDT cord-194157-ak2gc3nz 143 41 case case NN cord-194157-ak2gc3nz 143 42 the the DT cord-194157-ak2gc3nz 143 43 infection infection NN cord-194157-ak2gc3nz 143 44 does do VBZ cord-194157-ak2gc3nz 143 45 not not RB cord-194157-ak2gc3nz 143 46 spread spread VB cord-194157-ak2gc3nz 143 47 to to IN cord-194157-ak2gc3nz 143 48 even even RB cord-194157-ak2gc3nz 143 49 a a DT cord-194157-ak2gc3nz 143 50 constant constant JJ cord-194157-ak2gc3nz 143 51 fraction fraction NN cord-194157-ak2gc3nz 143 52 of of IN cord-194157-ak2gc3nz 143 53 the the DT cord-194157-ak2gc3nz 143 54 graph graph NN cord-194157-ak2gc3nz 143 55 . . . cord-194157-ak2gc3nz 144 1 ( ( -LRB- cord-194157-ak2gc3nz 144 2 b b LS cord-194157-ak2gc3nz 144 3 ) ) -RRB- cord-194157-ak2gc3nz 144 4 For for IN cord-194157-ak2gc3nz 144 5 each each DT cord-194157-ak2gc3nz 144 6 n n NN cord-194157-ak2gc3nz 144 7 , , , cord-194157-ak2gc3nz 144 8 the the DT cord-194157-ak2gc3nz 144 9 following following NN cord-194157-ak2gc3nz 144 10 holds hold VBZ cord-194157-ak2gc3nz 144 11 : : : cord-194157-ak2gc3nz 144 12 with with IN cord-194157-ak2gc3nz 144 13 probability probability NN cord-194157-ak2gc3nz 144 14 tending tend VBG cord-194157-ak2gc3nz 144 15 to to IN cord-194157-ak2gc3nz 144 16 1 1 CD cord-194157-ak2gc3nz 144 17 as as IN cord-194157-ak2gc3nz 144 18 n n NNP cord-194157-ak2gc3nz 144 19 → → NN cord-194157-ak2gc3nz 144 20 ∞. ∞. NNP cord-194157-ak2gc3nz 144 21 . . . cord-194157-ak2gc3nz 145 1 The the DT cord-194157-ak2gc3nz 145 2 proof proof NN cord-194157-ak2gc3nz 145 3 is be VBZ cord-194157-ak2gc3nz 145 4 given give VBN cord-194157-ak2gc3nz 145 5 in in IN cord-194157-ak2gc3nz 145 6 the the DT cord-194157-ak2gc3nz 145 7 next next JJ cord-194157-ak2gc3nz 145 8 section section NN cord-194157-ak2gc3nz 145 9 , , , cord-194157-ak2gc3nz 145 10 and and CC cord-194157-ak2gc3nz 145 11 Figure figure NN cord-194157-ak2gc3nz 145 12 1 1 CD cord-194157-ak2gc3nz 145 13 illustrates illustrate VBZ cord-194157-ak2gc3nz 145 14 the the DT cord-194157-ak2gc3nz 145 15 actual actual JJ cord-194157-ak2gc3nz 145 16 behavior behavior NN cord-194157-ak2gc3nz 145 17 of of IN cord-194157-ak2gc3nz 145 18 Algorithm Algorithm NNP cord-194157-ak2gc3nz 145 19 1 1 CD cord-194157-ak2gc3nz 145 20 for for IN cord-194157-ak2gc3nz 145 21 comparison comparison NN cord-194157-ak2gc3nz 145 22 . . . cord-194157-ak2gc3nz 146 1 The the DT cord-194157-ak2gc3nz 146 2 factors factor NNS cord-194157-ak2gc3nz 146 3 of of IN cord-194157-ak2gc3nz 146 4 8 8 CD cord-194157-ak2gc3nz 146 5 in in IN cord-194157-ak2gc3nz 146 6 ( ( -LRB- cord-194157-ak2gc3nz 146 7 1 1 CD cord-194157-ak2gc3nz 146 8 ) ) -RRB- cord-194157-ak2gc3nz 146 9 are be VBP cord-194157-ak2gc3nz 146 10 due due JJ cord-194157-ak2gc3nz 146 11 to to IN cord-194157-ak2gc3nz 146 12 the the DT cord-194157-ak2gc3nz 146 13 approximation approximation NN cord-194157-ak2gc3nz 146 14 I(t I(t NNP cord-194157-ak2gc3nz 146 15 0 0 CD cord-194157-ak2gc3nz 146 16 ) ) -RRB- cord-194157-ak2gc3nz 147 1 ≈ ≈ NNP cord-194157-ak2gc3nz 147 2 U U NNP cord-194157-ak2gc3nz 147 3 ( ( -LRB- cord-194157-ak2gc3nz 147 4 t t NN cord-194157-ak2gc3nz 147 5 0 0 CD cord-194157-ak2gc3nz 147 6 ) ) -RRB- cord-194157-ak2gc3nz 147 7 , , , cord-194157-ak2gc3nz 147 8 and and CC cord-194157-ak2gc3nz 147 9 they -PRON- PRP cord-194157-ak2gc3nz 147 10 have have VBP cord-194157-ak2gc3nz 147 11 not not RB cord-194157-ak2gc3nz 147 12 been be VBN cord-194157-ak2gc3nz 147 13 optimized optimize VBN cord-194157-ak2gc3nz 147 14 . . . cord-194157-ak2gc3nz 148 1 We -PRON- PRP cord-194157-ak2gc3nz 148 2 suspect suspect VBP cord-194157-ak2gc3nz 148 3 that that IN cord-194157-ak2gc3nz 148 4 these these DT cord-194157-ak2gc3nz 148 5 factors factor NNS cord-194157-ak2gc3nz 148 6 can can MD cord-194157-ak2gc3nz 148 7 be be VB cord-194157-ak2gc3nz 148 8 replaced replace VBN cord-194157-ak2gc3nz 148 9 by by IN cord-194157-ak2gc3nz 148 10 terms term NNS cord-194157-ak2gc3nz 148 11 that that WDT cord-194157-ak2gc3nz 148 12 approach approach VBP cord-194157-ak2gc3nz 148 13 1 1 CD cord-194157-ak2gc3nz 148 14 as as IN cord-194157-ak2gc3nz 148 15 d d NNP cord-194157-ak2gc3nz 148 16 → → NN cord-194157-ak2gc3nz 148 17 ∞ ∞ NNP cord-194157-ak2gc3nz 148 18 , , , cord-194157-ak2gc3nz 148 19 but but CC cord-194157-ak2gc3nz 148 20 this this DT cord-194157-ak2gc3nz 148 21 requires require VBZ cord-194157-ak2gc3nz 148 22 a a DT cord-194157-ak2gc3nz 148 23 different different JJ cord-194157-ak2gc3nz 148 24 technique technique NN cord-194157-ak2gc3nz 148 25 . . . cord-194157-ak2gc3nz 149 1 We -PRON- PRP cord-194157-ak2gc3nz 149 2 also also RB cord-194157-ak2gc3nz 149 3 suspect suspect VBP cord-194157-ak2gc3nz 149 4 the the DT cord-194157-ak2gc3nz 149 5 hypothesis hypothesis NN cord-194157-ak2gc3nz 149 6 λ λ NN cord-194157-ak2gc3nz 149 7 ≥ ≥ CD cord-194157-ak2gc3nz 149 8 6µ 6µ CD cord-194157-ak2gc3nz 149 9 is be VBZ cord-194157-ak2gc3nz 149 10 an an DT cord-194157-ak2gc3nz 149 11 artifact artifact NN cord-194157-ak2gc3nz 149 12 of of IN cord-194157-ak2gc3nz 149 13 our -PRON- PRP$ cord-194157-ak2gc3nz 149 14 proof proof NN cord-194157-ak2gc3nz 149 15 . . . cord-194157-ak2gc3nz 150 1 As as IN cord-194157-ak2gc3nz 150 2 the the DT cord-194157-ak2gc3nz 150 3 following follow VBG cord-194157-ak2gc3nz 150 4 lemma lemma NN cord-194157-ak2gc3nz 150 5 indicates indicate VBZ cord-194157-ak2gc3nz 150 6 , , , cord-194157-ak2gc3nz 150 7 the the DT cord-194157-ak2gc3nz 150 8 threshold threshold NN cord-194157-ak2gc3nz 150 9 ( ( -LRB- cord-194157-ak2gc3nz 150 10 d d NN cord-194157-ak2gc3nz 150 11 − − NNP cord-194157-ak2gc3nz 150 12 2)λ 2)λ CD cord-194157-ak2gc3nz 151 1 > > XX cord-194157-ak2gc3nz 152 1 µ µ NNP cord-194157-ak2gc3nz 152 2 would would MD cord-194157-ak2gc3nz 152 3 be be VB cord-194157-ak2gc3nz 152 4 more more RBR cord-194157-ak2gc3nz 152 5 natural natural JJ cord-194157-ak2gc3nz 152 6 ; ; : cord-194157-ak2gc3nz 152 7 this this DT cord-194157-ak2gc3nz 152 8 threshold threshold NN cord-194157-ak2gc3nz 152 9 arises arise VBZ cord-194157-ak2gc3nz 152 10 from from IN cord-194157-ak2gc3nz 152 11 standard standard JJ cord-194157-ak2gc3nz 152 12 results result NNS cord-194157-ak2gc3nz 152 13 on on IN cord-194157-ak2gc3nz 152 14 Galton Galton NNP cord-194157-ak2gc3nz 152 15 - - HYPH cord-194157-ak2gc3nz 152 16 Watson Watson NNP cord-194157-ak2gc3nz 152 17 processes process VBZ cord-194157-ak2gc3nz 152 18 ( ( -LRB- cord-194157-ak2gc3nz 152 19 see see VB cord-194157-ak2gc3nz 152 20 the the DT cord-194157-ak2gc3nz 152 21 lecture lecture NN cord-194157-ak2gc3nz 152 22 notes note NNS cord-194157-ak2gc3nz 152 23 [ [ -LRB- cord-194157-ak2gc3nz 152 24 1 1 CD cord-194157-ak2gc3nz 152 25 ] ] -RRB- cord-194157-ak2gc3nz 152 26 , , , cord-194157-ak2gc3nz 152 27 for for IN cord-194157-ak2gc3nz 152 28 example example NN cord-194157-ak2gc3nz 152 29 ) ) -RRB- cord-194157-ak2gc3nz 152 30 . . . cord-194157-ak2gc3nz 153 1 Lemma Lemma NNP cord-194157-ak2gc3nz 153 2 8 8 CD cord-194157-ak2gc3nz 153 3 . . . cord-194157-ak2gc3nz 154 1 Consider consider VB cord-194157-ak2gc3nz 154 2 any any DT cord-194157-ak2gc3nz 154 3 sequence sequence NN cord-194157-ak2gc3nz 154 4 { { -LRB- cord-194157-ak2gc3nz 154 5 G g NN cord-194157-ak2gc3nz 154 6 n n NN cord-194157-ak2gc3nz 154 7 } } -RRB- cord-194157-ak2gc3nz 154 8 of of IN cord-194157-ak2gc3nz 154 9 d d JJ cord-194157-ak2gc3nz 154 10 - - JJ cord-194157-ak2gc3nz 154 11 regular regular JJ cord-194157-ak2gc3nz 154 12 graphs graph NNS cord-194157-ak2gc3nz 154 13 on on IN cord-194157-ak2gc3nz 154 14 n n NN cord-194157-ak2gc3nz 154 15 vertices vertex NNS cord-194157-ak2gc3nz 154 16 with with IN cord-194157-ak2gc3nz 155 1 n n LS cord-194157-ak2gc3nz 155 2 → → NN cord-194157-ak2gc3nz 155 3 ∞ ∞ NNP cord-194157-ak2gc3nz 155 4 such such JJ cord-194157-ak2gc3nz 155 5 that that IN cord-194157-ak2gc3nz 155 6 G g NN cord-194157-ak2gc3nz 155 7 n n NN cord-194157-ak2gc3nz 155 8 is be VBZ cord-194157-ak2gc3nz 155 9 ( ( -LRB- cord-194157-ak2gc3nz 155 10 r r NNP cord-194157-ak2gc3nz 155 11 n n NN cord-194157-ak2gc3nz 155 12 , , , cord-194157-ak2gc3nz 155 13 η η NN cord-194157-ak2gc3nz 155 14 n n NN cord-194157-ak2gc3nz 155 15 ) ) -RRB- cord-194157-ak2gc3nz 155 16 -locally -locally HYPH cord-194157-ak2gc3nz 155 17 tree tree NN cord-194157-ak2gc3nz 155 18 - - HYPH cord-194157-ak2gc3nz 155 19 like like JJ cord-194157-ak2gc3nz 155 20 with with IN cord-194157-ak2gc3nz 155 21 r r NN cord-194157-ak2gc3nz 155 22 n n NN cord-194157-ak2gc3nz 156 1 → → IN cord-194157-ak2gc3nz 156 2 ∞ ∞ NNP cord-194157-ak2gc3nz 156 3 and and CC cord-194157-ak2gc3nz 156 4 η η NN cord-194157-ak2gc3nz 156 5 n n NN cord-194157-ak2gc3nz 156 6 → → SYM cord-194157-ak2gc3nz 156 7 0 0 CD cord-194157-ak2gc3nz 156 8 . . . cord-194157-ak2gc3nz 157 1 For for IN cord-194157-ak2gc3nz 157 2 each each DT cord-194157-ak2gc3nz 157 3 n n NN cord-194157-ak2gc3nz 157 4 , , , cord-194157-ak2gc3nz 157 5 consider consider VB cord-194157-ak2gc3nz 157 6 the the DT cord-194157-ak2gc3nz 157 7 SIR SIR NNP cord-194157-ak2gc3nz 157 8 model model NN cord-194157-ak2gc3nz 157 9 on on IN cord-194157-ak2gc3nz 157 10 G G NNP cord-194157-ak2gc3nz 157 11 n n NN cord-194157-ak2gc3nz 157 12 with with IN cord-194157-ak2gc3nz 157 13 parameters parameter NNS cord-194157-ak2gc3nz 157 14 λ λ NN cord-194157-ak2gc3nz 157 15 and and CC cord-194157-ak2gc3nz 157 16 µ µ NN cord-194157-ak2gc3nz 157 17 , , , cord-194157-ak2gc3nz 157 18 and and CC cord-194157-ak2gc3nz 157 19 let let VB cord-194157-ak2gc3nz 157 20 E e NN cord-194157-ak2gc3nz 157 21 ∞ ∞ NNP cord-194157-ak2gc3nz 157 22 denote denote VB cord-194157-ak2gc3nz 157 23 the the DT cord-194157-ak2gc3nz 157 24 event event NN cord-194157-ak2gc3nz 157 25 that that WDT cord-194157-ak2gc3nz 157 26 U U NNP cord-194157-ak2gc3nz 157 27 ( ( -LRB- cord-194157-ak2gc3nz 157 28 ∞ ∞ NNP cord-194157-ak2gc3nz 157 29 ) ) -RRB- cord-194157-ak2gc3nz 157 30 contains contain VBZ cord-194157-ak2gc3nz 157 31 a a DT cord-194157-ak2gc3nz 157 32 vertex vertex NN cord-194157-ak2gc3nz 157 33 of of IN cord-194157-ak2gc3nz 157 34 distance distance NN cord-194157-ak2gc3nz 157 35 greater great JJR cord-194157-ak2gc3nz 157 36 than than IN cord-194157-ak2gc3nz 157 37 r r NN cord-194157-ak2gc3nz 157 38 from from IN cord-194157-ak2gc3nz 157 39 U U NNP cord-194157-ak2gc3nz 157 40 ( ( -LRB- cord-194157-ak2gc3nz 157 41 0 0 NFP cord-194157-ak2gc3nz 157 42 ) ) -RRB- cord-194157-ak2gc3nz 157 43 . . . cord-194157-ak2gc3nz 158 1 Proof proof NN cord-194157-ak2gc3nz 158 2 . . . cord-194157-ak2gc3nz 159 1 Restrict restrict VB cord-194157-ak2gc3nz 159 2 to to IN cord-194157-ak2gc3nz 159 3 the the DT cord-194157-ak2gc3nz 159 4 event event NN cord-194157-ak2gc3nz 159 5 E e NN cord-194157-ak2gc3nz 159 6 0 0 NN cord-194157-ak2gc3nz 159 7 , , , cord-194157-ak2gc3nz 159 8 and and CC cord-194157-ak2gc3nz 159 9 put put VBN cord-194157-ak2gc3nz 159 10 { { -LRB- cord-194157-ak2gc3nz 159 11 v v NN cord-194157-ak2gc3nz 159 12 } } -RRB- cord-194157-ak2gc3nz 159 13 = = SYM cord-194157-ak2gc3nz 159 14 U u NN cord-194157-ak2gc3nz 159 15 ( ( -LRB- cord-194157-ak2gc3nz 159 16 0 0 NFP cord-194157-ak2gc3nz 159 17 ) ) -RRB- cord-194157-ak2gc3nz 159 18 . . . cord-194157-ak2gc3nz 160 1 Deleting delete VBG cord-194157-ak2gc3nz 160 2 v v LS cord-194157-ak2gc3nz 160 3 from from IN cord-194157-ak2gc3nz 160 4 B(r B(r NNP cord-194157-ak2gc3nz 160 5 n n NNP cord-194157-ak2gc3nz 160 6 ) ) -RRB- cord-194157-ak2gc3nz 160 7 produces produce VBZ cord-194157-ak2gc3nz 160 8 d d XX cord-194157-ak2gc3nz 160 9 connected connect VBN cord-194157-ak2gc3nz 160 10 components component NNS cord-194157-ak2gc3nz 160 11 , , , cord-194157-ak2gc3nz 160 12 each each DT cord-194157-ak2gc3nz 160 13 of of IN cord-194157-ak2gc3nz 160 14 which which WDT cord-194157-ak2gc3nz 160 15 can can MD cord-194157-ak2gc3nz 160 16 be be VB cord-194157-ak2gc3nz 160 17 viewed view VBN cord-194157-ak2gc3nz 160 18 as as IN cord-194157-ak2gc3nz 160 19 a a DT cord-194157-ak2gc3nz 160 20 subgraph subgraph NN cord-194157-ak2gc3nz 160 21 of of IN cord-194157-ak2gc3nz 160 22 the the DT cord-194157-ak2gc3nz 160 23 infinite infinite JJ cord-194157-ak2gc3nz 160 24 ( ( -LRB- cord-194157-ak2gc3nz 160 25 d d NNP cord-194157-ak2gc3nz 160 26 − − NNP cord-194157-ak2gc3nz 160 27 1)-ary 1)-ary CD cord-194157-ak2gc3nz 160 28 tree tree NN cord-194157-ak2gc3nz 160 29 T T NNP cord-194157-ak2gc3nz 160 30 that that WDT cord-194157-ak2gc3nz 160 31 is be VBZ cord-194157-ak2gc3nz 160 32 rooted root VBN cord-194157-ak2gc3nz 160 33 by by IN cord-194157-ak2gc3nz 160 34 the the DT cord-194157-ak2gc3nz 160 35 corresponding correspond VBG cord-194157-ak2gc3nz 160 36 neighbor neighbor NN cord-194157-ak2gc3nz 160 37 w w NNP cord-194157-ak2gc3nz 160 38 of of IN cord-194157-ak2gc3nz 160 39 v. v. NNP cord-194157-ak2gc3nz 161 1 The the DT cord-194157-ak2gc3nz 161 2 SIR SIR NNP cord-194157-ak2gc3nz 161 3 evolution evolution NN cord-194157-ak2gc3nz 161 4 on on IN cord-194157-ak2gc3nz 161 5 T T NNP cord-194157-ak2gc3nz 161 6 determines determine VBZ cord-194157-ak2gc3nz 161 7 a a DT cord-194157-ak2gc3nz 161 8 Galton Galton NNP cord-194157-ak2gc3nz 161 9 - - HYPH cord-194157-ak2gc3nz 161 10 Watson Watson NNP cord-194157-ak2gc3nz 161 11 process process NN cord-194157-ak2gc3nz 161 12 that that WDT cord-194157-ak2gc3nz 161 13 gives give VBZ cord-194157-ak2gc3nz 161 14 the the DT cord-194157-ak2gc3nz 161 15 eventual eventual JJ cord-194157-ak2gc3nz 161 16 number number NN cord-194157-ak2gc3nz 161 17 Z z NN cord-194157-ak2gc3nz 161 18 m m NNP cord-194157-ak2gc3nz 161 19 of of IN cord-194157-ak2gc3nz 161 20 unsusceptible unsusceptible JJ cord-194157-ak2gc3nz 161 21 vertices vertex NNS cord-194157-ak2gc3nz 161 22 at at IN cord-194157-ak2gc3nz 161 23 distance distance NN cord-194157-ak2gc3nz 161 24 m m NNP cord-194157-ak2gc3nz 161 25 ≥ ≥ CD cord-194157-ak2gc3nz 161 26 1 1 CD cord-194157-ak2gc3nz 161 27 from from IN cord-194157-ak2gc3nz 161 28 w w NN cord-194157-ak2gc3nz 161 29 : : : cord-194157-ak2gc3nz 161 30 where where WRB cord-194157-ak2gc3nz 161 31 X X NNP cord-194157-ak2gc3nz 161 32 m m NNP cord-194157-ak2gc3nz 161 33 , , , cord-194157-ak2gc3nz 161 34 k k NNP cord-194157-ak2gc3nz 161 35 denotes denote VBZ cord-194157-ak2gc3nz 161 36 the the DT cord-194157-ak2gc3nz 161 37 number number NN cord-194157-ak2gc3nz 161 38 of of IN cord-194157-ak2gc3nz 161 39 vertices vertex NNS cord-194157-ak2gc3nz 161 40 infected infect VBN cord-194157-ak2gc3nz 161 41 by by IN cord-194157-ak2gc3nz 161 42 the the DT cord-194157-ak2gc3nz 161 43 kth kth NNP cord-194157-ak2gc3nz 161 44 infected infected JJ cord-194157-ak2gc3nz 161 45 vertex vertex NN cord-194157-ak2gc3nz 161 46 in in IN cord-194157-ak2gc3nz 161 47 T t NN cord-194157-ak2gc3nz 161 48 that that WDT cord-194157-ak2gc3nz 161 49 has have VBZ cord-194157-ak2gc3nz 161 50 distance distance NN cord-194157-ak2gc3nz 161 51 m m NNP cord-194157-ak2gc3nz 161 52 from from IN cord-194157-ak2gc3nz 161 53 w. w. NNP cord-194157-ak2gc3nz 162 1 The the DT cord-194157-ak2gc3nz 162 2 random random JJ cord-194157-ak2gc3nz 162 3 variables variable NNS cord-194157-ak2gc3nz 162 4 { { -LRB- cord-194157-ak2gc3nz 162 5 X x NN cord-194157-ak2gc3nz 162 6 n n NN cord-194157-ak2gc3nz 162 7 , , , cord-194157-ak2gc3nz 162 8 k k NNP cord-194157-ak2gc3nz 162 9 } } -RRB- cord-194157-ak2gc3nz 162 10 n n NNP cord-194157-ak2gc3nz 162 11 , , , cord-194157-ak2gc3nz 162 12 k≥1 k≥1 NNPS cord-194157-ak2gc3nz 162 13 are be VBP cord-194157-ak2gc3nz 162 14 independent independent JJ cord-194157-ak2gc3nz 162 15 with with IN cord-194157-ak2gc3nz 162 16 distribution distribution NN cord-194157-ak2gc3nz 162 17 matching match VBG cord-194157-ak2gc3nz 162 18 a a DT cord-194157-ak2gc3nz 162 19 random random JJ cord-194157-ak2gc3nz 162 20 variable variable NN cord-194157-ak2gc3nz 162 21 that that WDT cord-194157-ak2gc3nz 162 22 we -PRON- PRP cord-194157-ak2gc3nz 162 23 denote denote VBP cord-194157-ak2gc3nz 162 24 X. X. . cord-194157-ak2gc3nz 163 1 We -PRON- PRP cord-194157-ak2gc3nz 163 2 can can MD cord-194157-ak2gc3nz 163 3 describe describe VB cord-194157-ak2gc3nz 163 4 the the DT cord-194157-ak2gc3nz 163 5 distribution distribution NN cord-194157-ak2gc3nz 163 6 of of IN cord-194157-ak2gc3nz 163 7 X x NN cord-194157-ak2gc3nz 163 8 as as IN cord-194157-ak2gc3nz 163 9 follows follow VBZ cord-194157-ak2gc3nz 163 10 . . . cord-194157-ak2gc3nz 164 1 Draw draw VB cord-194157-ak2gc3nz 164 2 random random JJ cord-194157-ak2gc3nz 164 3 variables variable NNS cord-194157-ak2gc3nz 165 1 T T NNP cord-194157-ak2gc3nz 165 2 ∼ ∼ NNP cord-194157-ak2gc3nz 165 3 Exp(µ Exp(µ NNP cord-194157-ak2gc3nz 165 4 ) ) -RRB- cord-194157-ak2gc3nz 165 5 and and CC cord-194157-ak2gc3nz 165 6 C C NNP cord-194157-ak2gc3nz 165 7 1 1 CD cord-194157-ak2gc3nz 165 8 , , , cord-194157-ak2gc3nz 165 9 . . . cord-194157-ak2gc3nz 165 10 . . . cord-194157-ak2gc3nz 165 11 . . . cord-194157-ak2gc3nz 166 1 , , , cord-194157-ak2gc3nz 166 2 C C NNP cord-194157-ak2gc3nz 166 3 d−1 d−1 NNP cord-194157-ak2gc3nz 166 4 ∼ ∼ NNP cord-194157-ak2gc3nz 166 5 Exp(λ Exp(λ NNPS cord-194157-ak2gc3nz 166 6 ) ) -RRB- cord-194157-ak2gc3nz 166 7 . . . cord-194157-ak2gc3nz 167 1 If if IN cord-194157-ak2gc3nz 167 2 N n CD cord-194157-ak2gc3nz 167 3 denotes denote VBZ cord-194157-ak2gc3nz 167 4 the the DT cord-194157-ak2gc3nz 167 5 number number NN cord-194157-ak2gc3nz 167 6 of of IN cord-194157-ak2gc3nz 167 7 k k NN cord-194157-ak2gc3nz 167 8 ∈ ∈ NN cord-194157-ak2gc3nz 167 9 [ [ -LRB- cord-194157-ak2gc3nz 167 10 d d NN cord-194157-ak2gc3nz 167 11 − − NNP cord-194157-ak2gc3nz 167 12 1 1 CD cord-194157-ak2gc3nz 167 13 ] ] -RRB- cord-194157-ak2gc3nz 167 14 for for IN cord-194157-ak2gc3nz 167 15 which which WDT cord-194157-ak2gc3nz 168 1 C C NNP cord-194157-ak2gc3nz 168 2 k k XX cord-194157-ak2gc3nz 168 3 < < XX cord-194157-ak2gc3nz 168 4 T T NNP cord-194157-ak2gc3nz 168 5 , , , cord-194157-ak2gc3nz 168 6 then then RB cord-194157-ak2gc3nz 168 7 N N NNP cord-194157-ak2gc3nz 168 8 is be VBZ cord-194157-ak2gc3nz 168 9 distributed distribute VBN cord-194157-ak2gc3nz 168 10 like like IN cord-194157-ak2gc3nz 168 11 X. X. NNP cord-194157-ak2gc3nz 168 12 Conditioned condition VBN cord-194157-ak2gc3nz 168 13 on on IN cord-194157-ak2gc3nz 168 14 T T NNP cord-194157-ak2gc3nz 168 15 , , , cord-194157-ak2gc3nz 168 16 this this DT cord-194157-ak2gc3nz 168 17 number number NN cord-194157-ak2gc3nz 168 18 is be VBZ cord-194157-ak2gc3nz 168 19 a a DT cord-194157-ak2gc3nz 168 20 binomial binomial NN cord-194157-ak2gc3nz 168 21 with with IN cord-194157-ak2gc3nz 168 22 parameters parameter NNS cord-194157-ak2gc3nz 168 23 d d NNP cord-194157-ak2gc3nz 168 24 − − NNP cord-194157-ak2gc3nz 168 25 1 1 CD cord-194157-ak2gc3nz 168 26 and and CC cord-194157-ak2gc3nz 168 27 1 1 CD cord-194157-ak2gc3nz 168 28 − − NN cord-194157-ak2gc3nz 168 29 e e NN cord-194157-ak2gc3nz 168 30 −λT −λT NNP cord-194157-ak2gc3nz 168 31 . . . cord-194157-ak2gc3nz 169 1 Hence hence RB cord-194157-ak2gc3nz 169 2 , , , cord-194157-ak2gc3nz 169 3 Since since IN cord-194157-ak2gc3nz 169 4 in in IN cord-194157-ak2gc3nz 169 5 addition addition NN cord-194157-ak2gc3nz 169 6 , , , cord-194157-ak2gc3nz 169 7 it -PRON- PRP cord-194157-ak2gc3nz 169 8 holds hold VBZ cord-194157-ak2gc3nz 169 9 that that IN cord-194157-ak2gc3nz 169 10 P{X p{x NN cord-194157-ak2gc3nz 169 11 > > XX cord-194157-ak2gc3nz 169 12 1 1 CD cord-194157-ak2gc3nz 169 13 } } -RRB- cord-194157-ak2gc3nz 169 14 > > XX cord-194157-ak2gc3nz 169 15 0 0 CD cord-194157-ak2gc3nz 169 16 , , , cord-194157-ak2gc3nz 169 17 Theorem theorem NN cord-194157-ak2gc3nz 169 18 1.7 1.7 CD cord-194157-ak2gc3nz 169 19 in in IN cord-194157-ak2gc3nz 169 20 [ [ -LRB- cord-194157-ak2gc3nz 169 21 1 1 CD cord-194157-ak2gc3nz 169 22 ] ] -RRB- cord-194157-ak2gc3nz 169 23 gives give VBZ cord-194157-ak2gc3nz 169 24 that that DT cord-194157-ak2gc3nz 169 25 ∞ ∞ NNP cord-194157-ak2gc3nz 169 26 m=1 m=1 NN cord-194157-ak2gc3nz 169 27 Z Z NNP cord-194157-ak2gc3nz 169 28 m m NNP cord-194157-ak2gc3nz 169 29 is be VBZ cord-194157-ak2gc3nz 169 30 finite finite JJ cord-194157-ak2gc3nz 169 31 almost almost RB cord-194157-ak2gc3nz 169 32 surely surely RB cord-194157-ak2gc3nz 169 33 . . . cord-194157-ak2gc3nz 170 1 Put put VB cord-194157-ak2gc3nz 170 2 M M NNP cord-194157-ak2gc3nz 171 1 : : : cord-194157-ak2gc3nz 171 2 = = NFP cord-194157-ak2gc3nz 171 3 sup{m sup{m NNP cord-194157-ak2gc3nz 171 4 : : : cord-194157-ak2gc3nz 172 1 Z z NN cord-194157-ak2gc3nz 172 2 m m NN cord-194157-ak2gc3nz 172 3 > > XX cord-194157-ak2gc3nz 172 4 0 0 CD cord-194157-ak2gc3nz 172 5 } } -RRB- cord-194157-ak2gc3nz 172 6 . . . cord-194157-ak2gc3nz 173 1 Then then RB cord-194157-ak2gc3nz 173 2 M M NNP cord-194157-ak2gc3nz 173 3 < < XX cord-194157-ak2gc3nz 174 1 ∞ ∞ NNP cord-194157-ak2gc3nz 174 2 almost almost RB cord-194157-ak2gc3nz 174 3 surely surely RB cord-194157-ak2gc3nz 174 4 . . . cord-194157-ak2gc3nz 175 1 In in IN cord-194157-ak2gc3nz 175 2 particular particular JJ cord-194157-ak2gc3nz 175 3 , , , cord-194157-ak2gc3nz 175 4 a a DT cord-194157-ak2gc3nz 175 5 union union NN cord-194157-ak2gc3nz 175 6 bound bind VBN cord-194157-ak2gc3nz 175 7 over over IN cord-194157-ak2gc3nz 175 8 the the DT cord-194157-ak2gc3nz 175 9 d d XX cord-194157-ak2gc3nz 175 10 different different JJ cord-194157-ak2gc3nz 175 11 neighbors neighbor NNS cord-194157-ak2gc3nz 175 12 of of IN cord-194157-ak2gc3nz 175 13 v v NN cord-194157-ak2gc3nz 175 14 gives give VBZ cord-194157-ak2gc3nz 175 15 where where WRB cord-194157-ak2gc3nz 175 16 the the DT cord-194157-ak2gc3nz 175 17 last last JJ cord-194157-ak2gc3nz 175 18 step step NN cord-194157-ak2gc3nz 175 19 uses use VBZ cord-194157-ak2gc3nz 175 20 the the DT cord-194157-ak2gc3nz 175 21 fact fact NN cord-194157-ak2gc3nz 175 22 that that IN cord-194157-ak2gc3nz 175 23 the the DT cord-194157-ak2gc3nz 175 24 survivor survivor NN cord-194157-ak2gc3nz 175 25 function function NN cord-194157-ak2gc3nz 175 26 of of IN cord-194157-ak2gc3nz 175 27 M M NNP cord-194157-ak2gc3nz 175 28 vanishes vanish VBZ cord-194157-ak2gc3nz 175 29 at at IN cord-194157-ak2gc3nz 175 30 infinity infinity NN cord-194157-ak2gc3nz 175 31 . . . cord-194157-ak2gc3nz 176 1 Restrict restrict VB cord-194157-ak2gc3nz 176 2 to to IN cord-194157-ak2gc3nz 176 3 the the DT cord-194157-ak2gc3nz 176 4 event event NN cord-194157-ak2gc3nz 176 5 E e NN cord-194157-ak2gc3nz 176 6 0 0 NN cord-194157-ak2gc3nz 176 7 , , , cord-194157-ak2gc3nz 176 8 and and CC cord-194157-ak2gc3nz 176 9 put put VBN cord-194157-ak2gc3nz 176 10 { { -LRB- cord-194157-ak2gc3nz 176 11 v v NN cord-194157-ak2gc3nz 176 12 } } -RRB- cord-194157-ak2gc3nz 176 13 = = SYM cord-194157-ak2gc3nz 176 14 U u NN cord-194157-ak2gc3nz 176 15 ( ( -LRB- cord-194157-ak2gc3nz 176 16 0 0 NFP cord-194157-ak2gc3nz 176 17 ) ) -RRB- cord-194157-ak2gc3nz 176 18 . . . cord-194157-ak2gc3nz 177 1 As as IN cord-194157-ak2gc3nz 177 2 before before RB cord-194157-ak2gc3nz 177 3 , , , cord-194157-ak2gc3nz 177 4 we -PRON- PRP cord-194157-ak2gc3nz 177 5 identify identify VBP cord-194157-ak2gc3nz 177 6 a a DT cord-194157-ak2gc3nz 177 7 Galton Galton NNP cord-194157-ak2gc3nz 177 8 - - HYPH cord-194157-ak2gc3nz 177 9 Watson Watson NNP cord-194157-ak2gc3nz 177 10 process process NN cord-194157-ak2gc3nz 177 11 to to TO cord-194157-ak2gc3nz 177 12 analyze analyze VB cord-194157-ak2gc3nz 177 13 , , , cord-194157-ak2gc3nz 177 14 but but CC cord-194157-ak2gc3nz 177 15 this this DT cord-194157-ak2gc3nz 177 16 one one NN cord-194157-ak2gc3nz 177 17 is be VBZ cord-194157-ak2gc3nz 177 18 slightly slightly RB cord-194157-ak2gc3nz 177 19 different different JJ cord-194157-ak2gc3nz 177 20 : : : cord-194157-ak2gc3nz 177 21 Delete delete VB cord-194157-ak2gc3nz 177 22 one one CD cord-194157-ak2gc3nz 177 23 of of IN cord-194157-ak2gc3nz 177 24 the the DT cord-194157-ak2gc3nz 177 25 neighbors neighbor NNS cord-194157-ak2gc3nz 177 26 of of IN cord-194157-ak2gc3nz 177 27 v v NN cord-194157-ak2gc3nz 177 28 from from IN cord-194157-ak2gc3nz 177 29 B(r B(r NNP cord-194157-ak2gc3nz 177 30 n n NNP cord-194157-ak2gc3nz 177 31 ) ) -RRB- cord-194157-ak2gc3nz 177 32 and and CC cord-194157-ak2gc3nz 177 33 identify identify VB cord-194157-ak2gc3nz 177 34 the the DT cord-194157-ak2gc3nz 177 35 connected connected JJ cord-194157-ak2gc3nz 177 36 component component NN cord-194157-ak2gc3nz 177 37 C c NN cord-194157-ak2gc3nz 177 38 containing contain VBG cord-194157-ak2gc3nz 177 39 v v NN cord-194157-ak2gc3nz 177 40 with with IN cord-194157-ak2gc3nz 177 41 a a DT cord-194157-ak2gc3nz 177 42 subgraph subgraph NN cord-194157-ak2gc3nz 177 43 of of IN cord-194157-ak2gc3nz 177 44 a a DT cord-194157-ak2gc3nz 177 45 ( ( -LRB- cord-194157-ak2gc3nz 177 46 d d NNP cord-194157-ak2gc3nz 177 47 − − NN cord-194157-ak2gc3nz 177 48 1)-ary 1)-ary CD cord-194157-ak2gc3nz 177 49 tree tree NN cord-194157-ak2gc3nz 177 50 T T NNP cord-194157-ak2gc3nz 177 51 with with IN cord-194157-ak2gc3nz 177 52 root root NN cord-194157-ak2gc3nz 177 53 v. v. IN cord-194157-ak2gc3nz 177 54 The the DT cord-194157-ak2gc3nz 177 55 SIR SIR NNP cord-194157-ak2gc3nz 177 56 evolution evolution NN cord-194157-ak2gc3nz 177 57 on on IN cord-194157-ak2gc3nz 177 58 T T NNP cord-194157-ak2gc3nz 177 59 determines determine VBZ cord-194157-ak2gc3nz 177 60 a a DT cord-194157-ak2gc3nz 177 61 Galton Galton NNP cord-194157-ak2gc3nz 177 62 - - HYPH cord-194157-ak2gc3nz 177 63 Watson Watson NNP cord-194157-ak2gc3nz 177 64 process process NN cord-194157-ak2gc3nz 177 65 that that WDT cord-194157-ak2gc3nz 177 66 gives give VBZ cord-194157-ak2gc3nz 177 67 the the DT cord-194157-ak2gc3nz 177 68 eventual eventual JJ cord-194157-ak2gc3nz 177 69 number number NN cord-194157-ak2gc3nz 177 70 Z z NN cord-194157-ak2gc3nz 177 71 m m NNP cord-194157-ak2gc3nz 177 72 of of IN cord-194157-ak2gc3nz 177 73 unsusceptible unsusceptible JJ cord-194157-ak2gc3nz 177 74 vertices vertex NNS cord-194157-ak2gc3nz 177 75 at at IN cord-194157-ak2gc3nz 177 76 distance distance NN cord-194157-ak2gc3nz 177 77 m m NNP cord-194157-ak2gc3nz 177 78 ≥ ≥ CD cord-194157-ak2gc3nz 177 79 1 1 CD cord-194157-ak2gc3nz 177 80 from from IN cord-194157-ak2gc3nz 177 81 v v NN cord-194157-ak2gc3nz 177 82 : : : cord-194157-ak2gc3nz 177 83 where where WRB cord-194157-ak2gc3nz 177 84 X X NNP cord-194157-ak2gc3nz 177 85 m m NNP cord-194157-ak2gc3nz 177 86 , , , cord-194157-ak2gc3nz 177 87 k k NNP cord-194157-ak2gc3nz 177 88 denotes denote VBZ cord-194157-ak2gc3nz 177 89 the the DT cord-194157-ak2gc3nz 177 90 number number NN cord-194157-ak2gc3nz 177 91 of of IN cord-194157-ak2gc3nz 177 92 vertices vertex NNS cord-194157-ak2gc3nz 177 93 infected infect VBN cord-194157-ak2gc3nz 177 94 by by IN cord-194157-ak2gc3nz 177 95 the the DT cord-194157-ak2gc3nz 177 96 kth kth NNP cord-194157-ak2gc3nz 177 97 infected infected JJ cord-194157-ak2gc3nz 177 98 vertex vertex NN cord-194157-ak2gc3nz 177 99 in in IN cord-194157-ak2gc3nz 177 100 T t NN cord-194157-ak2gc3nz 177 101 that that WDT cord-194157-ak2gc3nz 177 102 has have VBZ cord-194157-ak2gc3nz 177 103 distance distance NN cord-194157-ak2gc3nz 177 104 m m NNP cord-194157-ak2gc3nz 177 105 from from IN cord-194157-ak2gc3nz 177 106 v. v. IN cord-194157-ak2gc3nz 177 107 The the DT cord-194157-ak2gc3nz 177 108 random random JJ cord-194157-ak2gc3nz 177 109 variables variable NNS cord-194157-ak2gc3nz 177 110 { { -LRB- cord-194157-ak2gc3nz 177 111 X X NNP cord-194157-ak2gc3nz 177 112 m m NNP cord-194157-ak2gc3nz 177 113 , , , cord-194157-ak2gc3nz 177 114 k k NNP cord-194157-ak2gc3nz 177 115 } } -RRB- cord-194157-ak2gc3nz 177 116 m m NNP cord-194157-ak2gc3nz 177 117 , , , cord-194157-ak2gc3nz 177 118 k≥1 k≥1 NNP cord-194157-ak2gc3nz 178 1 are be VBP cord-194157-ak2gc3nz 178 2 independent independent JJ cord-194157-ak2gc3nz 178 3 with with IN cord-194157-ak2gc3nz 178 4 distribution distribution NN cord-194157-ak2gc3nz 178 5 matching match VBG cord-194157-ak2gc3nz 178 6 a a DT cord-194157-ak2gc3nz 178 7 random random JJ cord-194157-ak2gc3nz 178 8 variable variable NN cord-194157-ak2gc3nz 178 9 that that WDT cord-194157-ak2gc3nz 178 10 we -PRON- PRP cord-194157-ak2gc3nz 178 11 denote denote VBP cord-194157-ak2gc3nz 178 12 X. X. . cord-194157-ak2gc3nz 179 1 We -PRON- PRP cord-194157-ak2gc3nz 179 2 see see VBP cord-194157-ak2gc3nz 179 3 that that IN cord-194157-ak2gc3nz 179 4 P(E P(E NNP cord-194157-ak2gc3nz 179 5 c c NN cord-194157-ak2gc3nz 180 1 ∞ ∞ NNP cord-194157-ak2gc3nz 180 2 |E |e CD cord-194157-ak2gc3nz 180 3 0 0 NFP cord-194157-ak2gc3nz 180 4 ) ) -RRB- cord-194157-ak2gc3nz 180 5 is be VBZ cord-194157-ak2gc3nz 180 6 at at IN cord-194157-ak2gc3nz 180 7 most most JJS cord-194157-ak2gc3nz 180 8 the the DT cord-194157-ak2gc3nz 180 9 extinction extinction NN cord-194157-ak2gc3nz 180 10 probability probability NN cord-194157-ak2gc3nz 180 11 q q NN cord-194157-ak2gc3nz 180 12 of of IN cord-194157-ak2gc3nz 180 13 this this DT cord-194157-ak2gc3nz 180 14 process process NN cord-194157-ak2gc3nz 180 15 . . . cord-194157-ak2gc3nz 181 1 By by IN cord-194157-ak2gc3nz 181 2 Theorem Theorem NNP cord-194157-ak2gc3nz 181 3 1 1 CD cord-194157-ak2gc3nz 181 4 . . . cord-194157-ak2gc3nz 181 5 _SP cord-194157-ak2gc3nz 182 1 it -PRON- PRP cord-194157-ak2gc3nz 182 2 follows follow VBZ cord-194157-ak2gc3nz 182 3 that that IN cord-194157-ak2gc3nz 182 4 q q NNP cord-194157-ak2gc3nz 182 5 ≤ ≤ NN cord-194157-ak2gc3nz 182 6 p p NN cord-194157-ak2gc3nz 182 7 0 0 CD cord-194157-ak2gc3nz 182 8 1−p 1−p CD cord-194157-ak2gc3nz 182 9 0 0 CD cord-194157-ak2gc3nz 182 10 −p −p NNP cord-194157-ak2gc3nz 182 11 1 1 CD cord-194157-ak2gc3nz 182 12 . . . cord-194157-ak2gc3nz 183 1 Before before IN cord-194157-ak2gc3nz 183 2 estimating estimate VBG cord-194157-ak2gc3nz 183 3 p p NN cord-194157-ak2gc3nz 183 4 0 0 CD cord-194157-ak2gc3nz 183 5 and and CC cord-194157-ak2gc3nz 183 6 p p NN cord-194157-ak2gc3nz 183 7 1 1 CD cord-194157-ak2gc3nz 183 8 , , , cord-194157-ak2gc3nz 183 9 it -PRON- PRP cord-194157-ak2gc3nz 183 10 is be VBZ cord-194157-ak2gc3nz 183 11 helpful helpful JJ cord-194157-ak2gc3nz 183 12 to to TO cord-194157-ak2gc3nz 183 13 introduce introduce VB cord-194157-ak2gc3nz 183 14 some some DT cord-194157-ak2gc3nz 183 15 notation notation NN cord-194157-ak2gc3nz 183 16 . . . cord-194157-ak2gc3nz 184 1 An an DT cord-194157-ak2gc3nz 184 2 infected infected JJ cord-194157-ak2gc3nz 184 3 parent parent NN cord-194157-ak2gc3nz 184 4 with with IN cord-194157-ak2gc3nz 184 5 d d NNP cord-194157-ak2gc3nz 184 6 − − NNP cord-194157-ak2gc3nz 184 7 1 1 CD cord-194157-ak2gc3nz 184 8 children child NNS cord-194157-ak2gc3nz 184 9 infects infect VBZ cord-194157-ak2gc3nz 184 10 X X NNS cord-194157-ak2gc3nz 184 11 of of IN cord-194157-ak2gc3nz 184 12 these these DT cord-194157-ak2gc3nz 184 13 children child NNS cord-194157-ak2gc3nz 184 14 . . . cord-194157-ak2gc3nz 185 1 The the DT cord-194157-ak2gc3nz 185 2 parent parent NN cord-194157-ak2gc3nz 185 3 recovers recover VBZ cord-194157-ak2gc3nz 185 4 exponentially exponentially RB cord-194157-ak2gc3nz 185 5 with with IN cord-194157-ak2gc3nz 185 6 rate rate NN cord-194157-ak2gc3nz 185 7 µ µ NN cord-194157-ak2gc3nz 185 8 , , , cord-194157-ak2gc3nz 185 9 and and CC cord-194157-ak2gc3nz 185 10 we -PRON- PRP cord-194157-ak2gc3nz 185 11 let let VBP cord-194157-ak2gc3nz 185 12 R r NN cord-194157-ak2gc3nz 185 13 denote denote VB cord-194157-ak2gc3nz 185 14 the the DT cord-194157-ak2gc3nz 185 15 recovery recovery NN cord-194157-ak2gc3nz 185 16 time time NN cord-194157-ak2gc3nz 185 17 . . . cord-194157-ak2gc3nz 186 1 Simultaneously simultaneously RB cord-194157-ak2gc3nz 186 2 , , , cord-194157-ak2gc3nz 186 3 each each DT cord-194157-ak2gc3nz 186 4 child child NN cord-194157-ak2gc3nz 186 5 is be VBZ cord-194157-ak2gc3nz 186 6 infected infect VBN cord-194157-ak2gc3nz 186 7 exponentially exponentially RB cord-194157-ak2gc3nz 186 8 with with IN cord-194157-ak2gc3nz 186 9 rate rate NN cord-194157-ak2gc3nz 186 10 λ λ NN cord-194157-ak2gc3nz 186 11 , , , cord-194157-ak2gc3nz 186 12 and and CC cord-194157-ak2gc3nz 186 13 so so RB cord-194157-ak2gc3nz 186 14 we -PRON- PRP cord-194157-ak2gc3nz 186 15 denote denote VBP cord-194157-ak2gc3nz 186 16 independent independent JJ cord-194157-ak2gc3nz 186 17 random random JJ cord-194157-ak2gc3nz 186 18 variables variable NNS cord-194157-ak2gc3nz 187 1 I -PRON- PRP cord-194157-ak2gc3nz 187 2 i i PRP cord-194157-ak2gc3nz 187 3 ∼ ∼ VBP cord-194157-ak2gc3nz 187 4 Exp(λ Exp(λ NNPS cord-194157-ak2gc3nz 187 5 ) ) -RRB- cord-194157-ak2gc3nz 187 6 such such JJ cord-194157-ak2gc3nz 187 7 that that WDT cord-194157-ak2gc3nz 187 8 gives give VBZ cord-194157-ak2gc3nz 187 9 the the DT cord-194157-ak2gc3nz 187 10 time time NN cord-194157-ak2gc3nz 187 11 of of IN cord-194157-ak2gc3nz 187 12 infection infection NN cord-194157-ak2gc3nz 187 13 for for IN cord-194157-ak2gc3nz 187 14 child child NN cord-194157-ak2gc3nz 187 15 i. i. NN cord-194157-ak2gc3nz 188 1 Then then RB cord-194157-ak2gc3nz 188 2 Next Next NNP cord-194157-ak2gc3nz 188 3 , , , cord-194157-ak2gc3nz 188 4 the the DT cord-194157-ak2gc3nz 188 5 order order NN cord-194157-ak2gc3nz 188 6 statistic statistic NN cord-194157-ak2gc3nz 188 7 I -PRON- PRP cord-194157-ak2gc3nz 188 8 ( ( -LRB- cord-194157-ak2gc3nz 188 9 2 2 CD cord-194157-ak2gc3nz 188 10 ) ) -RRB- cord-194157-ak2gc3nz 188 11 has have VBZ cord-194157-ak2gc3nz 188 12 the the DT cord-194157-ak2gc3nz 188 13 same same JJ cord-194157-ak2gc3nz 188 14 distribution distribution NN cord-194157-ak2gc3nz 188 15 as as IN cord-194157-ak2gc3nz 188 16 1 1 CD cord-194157-ak2gc3nz 188 17 This this DT cord-194157-ak2gc3nz 188 18 identity identity NN cord-194157-ak2gc3nz 188 19 combined combine VBN cord-194157-ak2gc3nz 188 20 with with IN cord-194157-ak2gc3nz 188 21 the the DT cord-194157-ak2gc3nz 188 22 fact fact NN cord-194157-ak2gc3nz 188 23 that that IN cord-194157-ak2gc3nz 188 24 x x NN cord-194157-ak2gc3nz 188 25 → → WDT cord-194157-ak2gc3nz 188 26 µx µx NN cord-194157-ak2gc3nz 188 27 µ+λx µ+λx NNP cord-194157-ak2gc3nz 188 28 is be VBZ cord-194157-ak2gc3nz 188 29 an an DT cord-194157-ak2gc3nz 188 30 increasing increase VBG cord-194157-ak2gc3nz 188 31 function function NN cord-194157-ak2gc3nz 188 32 gives give VBZ cord-194157-ak2gc3nz 188 33 3 3 CD cord-194157-ak2gc3nz 188 34 Proof Proof NNP cord-194157-ak2gc3nz 188 35 of of IN cord-194157-ak2gc3nz 188 36 Theorem Theorem NNP cord-194157-ak2gc3nz 188 37 7 7 CD cord-194157-ak2gc3nz 188 38 The the DT cord-194157-ak2gc3nz 188 39 last last JJ cord-194157-ak2gc3nz 188 40 statement statement NN cord-194157-ak2gc3nz 188 41 follows follow VBZ cord-194157-ak2gc3nz 188 42 from from IN cord-194157-ak2gc3nz 188 43 Lemma Lemma NNP cord-194157-ak2gc3nz 188 44 8 8 CD cord-194157-ak2gc3nz 188 45 . . . cord-194157-ak2gc3nz 189 1 To to TO cord-194157-ak2gc3nz 189 2 prove prove VB cord-194157-ak2gc3nz 189 3 the the DT cord-194157-ak2gc3nz 189 4 remainder remainder NN cord-194157-ak2gc3nz 189 5 of of IN cord-194157-ak2gc3nz 189 6 the the DT cord-194157-ak2gc3nz 189 7 result result NN cord-194157-ak2gc3nz 189 8 , , , cord-194157-ak2gc3nz 189 9 we -PRON- PRP cord-194157-ak2gc3nz 189 10 will will MD cord-194157-ak2gc3nz 189 11 assume assume VB cord-194157-ak2gc3nz 189 12 that that IN cord-194157-ak2gc3nz 189 13 ( ( -LRB- cord-194157-ak2gc3nz 189 14 a a LS cord-194157-ak2gc3nz 189 15 ) ) -RRB- cord-194157-ak2gc3nz 189 16 does do VBZ cord-194157-ak2gc3nz 189 17 not not RB cord-194157-ak2gc3nz 189 18 hold hold VB cord-194157-ak2gc3nz 189 19 and and CC cord-194157-ak2gc3nz 189 20 prove prove VB cord-194157-ak2gc3nz 189 21 that that DT cord-194157-ak2gc3nz 189 22 ( ( -LRB- cord-194157-ak2gc3nz 189 23 b b NN cord-194157-ak2gc3nz 189 24 ) ) -RRB- cord-194157-ak2gc3nz 189 25 holds hold VBZ cord-194157-ak2gc3nz 189 26 . . . cord-194157-ak2gc3nz 190 1 Since since IN cord-194157-ak2gc3nz 190 2 ( ( -LRB- cord-194157-ak2gc3nz 190 3 a a DT cord-194157-ak2gc3nz 190 4 ) ) -RRB- cord-194157-ak2gc3nz 190 5 does do VBZ cord-194157-ak2gc3nz 190 6 not not RB cord-194157-ak2gc3nz 190 7 hold hold VB cord-194157-ak2gc3nz 190 8 , , , cord-194157-ak2gc3nz 190 9 there there EX cord-194157-ak2gc3nz 190 10 exists exist VBZ cord-194157-ak2gc3nz 191 1 some some DT cord-194157-ak2gc3nz 191 2 κ κ NN cord-194157-ak2gc3nz 191 3 > > XX cord-194157-ak2gc3nz 191 4 0 0 NFP cord-194157-ak2gc3nz 191 5 such such JJ cord-194157-ak2gc3nz 191 6 that that IN cord-194157-ak2gc3nz 191 7 P(E P(E NNP cord-194157-ak2gc3nz 191 8 0 0 CD cord-194157-ak2gc3nz 192 1 ∩ ∩ UH cord-194157-ak2gc3nz 192 2 E E NNP cord-194157-ak2gc3nz 192 3 ∞ ∞ NNP cord-194157-ak2gc3nz 192 4 ) ) -RRB- cord-194157-ak2gc3nz 193 1 > > XX cord-194157-ak2gc3nz 194 1 κ κ LS cord-194157-ak2gc3nz 194 2 for for IN cord-194157-ak2gc3nz 194 3 all all DT cord-194157-ak2gc3nz 194 4 sufficiently sufficiently RB cord-194157-ak2gc3nz 194 5 large large JJ cord-194157-ak2gc3nz 194 6 n. n. NN cord-194157-ak2gc3nz 194 7 Select Select NNP cord-194157-ak2gc3nz 194 8 n n NNP cord-194157-ak2gc3nz 194 9 sufficiently sufficiently RB cord-194157-ak2gc3nz 194 10 large large JJ cord-194157-ak2gc3nz 194 11 , , , cord-194157-ak2gc3nz 194 12 and and CC cord-194157-ak2gc3nz 194 13 let let VB cord-194157-ak2gc3nz 194 14 F F NNP cord-194157-ak2gc3nz 194 15 denote denote VB cord-194157-ak2gc3nz 194 16 the the DT cord-194157-ak2gc3nz 194 17 failure failure NN cord-194157-ak2gc3nz 194 18 event event NN cord-194157-ak2gc3nz 194 19 that that WDT cord-194157-ak2gc3nz 194 20 ( ( -LRB- cord-194157-ak2gc3nz 194 21 1 1 CD cord-194157-ak2gc3nz 194 22 ) ) -RRB- cord-194157-ak2gc3nz 194 23 does do VBZ cord-194157-ak2gc3nz 194 24 not not RB cord-194157-ak2gc3nz 194 25 hold hold VB cord-194157-ak2gc3nz 194 26 for for IN cord-194157-ak2gc3nz 194 27 some some DT cord-194157-ak2gc3nz 194 28 o(1 o(1 NNP cord-194157-ak2gc3nz 194 29 ) ) -RRB- cord-194157-ak2gc3nz 194 30 function function NN cord-194157-ak2gc3nz 194 31 to to TO cord-194157-ak2gc3nz 194 32 be be VB cord-194157-ak2gc3nz 194 33 identified identify VBN cord-194157-ak2gc3nz 194 34 later later RB cord-194157-ak2gc3nz 194 35 . . . cord-194157-ak2gc3nz 195 1 We -PRON- PRP cord-194157-ak2gc3nz 195 2 wish wish VBP cord-194157-ak2gc3nz 195 3 to to TO cord-194157-ak2gc3nz 195 4 show show VB cord-194157-ak2gc3nz 195 5 that that IN cord-194157-ak2gc3nz 195 6 P(F|E p(f|e NN cord-194157-ak2gc3nz 195 7 0 0 CD cord-194157-ak2gc3nz 196 1 ∩ ∩ UH cord-194157-ak2gc3nz 196 2 E E NNP cord-194157-ak2gc3nz 196 3 ∞ ∞ NNP cord-194157-ak2gc3nz 196 4 ) ) -RRB- cord-194157-ak2gc3nz 196 5 = = NFP cord-194157-ak2gc3nz 196 6 o(1 o(1 NNP cord-194157-ak2gc3nz 196 7 ) ) -RRB- cord-194157-ak2gc3nz 196 8 . . . cord-194157-ak2gc3nz 197 1 Let let VB cord-194157-ak2gc3nz 197 2 E e NN cord-194157-ak2gc3nz 197 3 1 1 CD cord-194157-ak2gc3nz 197 4 denote denote VB cord-194157-ak2gc3nz 197 5 the the DT cord-194157-ak2gc3nz 197 6 event event NN cord-194157-ak2gc3nz 197 7 that that DT cord-194157-ak2gc3nz 198 1 U U NNP cord-194157-ak2gc3nz 198 2 ( ( -LRB- cord-194157-ak2gc3nz 198 3 t t NN cord-194157-ak2gc3nz 198 4 1 1 CD cord-194157-ak2gc3nz 198 5 ) ) -RRB- cord-194157-ak2gc3nz 198 6 ∪ ∪ NNP cord-194157-ak2gc3nz 198 7 ∂U ∂u CD cord-194157-ak2gc3nz 199 1 ( ( -LRB- cord-194157-ak2gc3nz 199 2 t t NN cord-194157-ak2gc3nz 199 3 1 1 CD cord-194157-ak2gc3nz 199 4 ) ) -RRB- cord-194157-ak2gc3nz 199 5 is be VBZ cord-194157-ak2gc3nz 199 6 contained contain VBN cord-194157-ak2gc3nz 199 7 within within IN cord-194157-ak2gc3nz 199 8 distance distance NN cord-194157-ak2gc3nz 199 9 r r NN cord-194157-ak2gc3nz 199 10 of of IN cord-194157-ak2gc3nz 199 11 U U NNP cord-194157-ak2gc3nz 199 12 ( ( -LRB- cord-194157-ak2gc3nz 199 13 0 0 NFP cord-194157-ak2gc3nz 199 14 ) ) -RRB- cord-194157-ak2gc3nz 199 15 . . . cord-194157-ak2gc3nz 200 1 In in IN cord-194157-ak2gc3nz 200 2 particular particular JJ cord-194157-ak2gc3nz 200 3 , , , cord-194157-ak2gc3nz 200 4 on on IN cord-194157-ak2gc3nz 200 5 the the DT cord-194157-ak2gc3nz 200 6 event event NN cord-194157-ak2gc3nz 200 7 E e NN cord-194157-ak2gc3nz 200 8 0 0 CD cord-194157-ak2gc3nz 201 1 ∩ ∩ NN cord-194157-ak2gc3nz 201 2 E E NNP cord-194157-ak2gc3nz 201 3 1 1 CD cord-194157-ak2gc3nz 201 4 , , , cord-194157-ak2gc3nz 201 5 all all DT cord-194157-ak2gc3nz 201 6 of of IN cord-194157-ak2gc3nz 201 7 infected infected JJ cord-194157-ak2gc3nz 201 8 and and CC cord-194157-ak2gc3nz 201 9 recovered recover VBN cord-194157-ak2gc3nz 201 10 vertices vertex NNS cord-194157-ak2gc3nz 201 11 at at IN cord-194157-ak2gc3nz 201 12 time time NN cord-194157-ak2gc3nz 201 13 t t NNP cord-194157-ak2gc3nz 201 14 1 1 CD cord-194157-ak2gc3nz 201 15 reside reside VBP cord-194157-ak2gc3nz 201 16 in in IN cord-194157-ak2gc3nz 201 17 a a DT cord-194157-ak2gc3nz 201 18 tree tree NN cord-194157-ak2gc3nz 201 19 with with IN cord-194157-ak2gc3nz 201 20 root root NN cord-194157-ak2gc3nz 201 21 U u NN cord-194157-ak2gc3nz 201 22 ( ( -LRB- cord-194157-ak2gc3nz 201 23 0 0 NFP cord-194157-ak2gc3nz 201 24 ) ) -RRB- cord-194157-ak2gc3nz 201 25 . . . cord-194157-ak2gc3nz 202 1 Also also RB cord-194157-ak2gc3nz 202 2 , , , cord-194157-ak2gc3nz 202 3 selecting select VBG cord-194157-ak2gc3nz 202 4 k k NN cord-194157-ak2gc3nz 202 5 : : : cord-194157-ak2gc3nz 202 6 = = NFP cord-194157-ak2gc3nz 202 7 α(µ+λ α(µ+λ NNP cord-194157-ak2gc3nz 202 8 ) ) -RRB- cord-194157-ak2gc3nz 202 9 · · NFP cord-194157-ak2gc3nz 202 10 c c LS cord-194157-ak2gc3nz 202 11 log log NN cord-194157-ak2gc3nz 202 12 d−1 d−1 NNP cord-194157-ak2gc3nz 202 13 n n NN cord-194157-ak2gc3nz 202 14 , , , cord-194157-ak2gc3nz 202 15 let let VB cord-194157-ak2gc3nz 202 16 E e NN cord-194157-ak2gc3nz 202 17 2 2 CD cord-194157-ak2gc3nz 202 18 denote denote VB cord-194157-ak2gc3nz 202 19 the the DT cord-194157-ak2gc3nz 202 20 event event NN cord-194157-ak2gc3nz 202 21 that that IN cord-194157-ak2gc3nz 202 22 |U |U NFP cord-194157-ak2gc3nz 202 23 ( ( -LRB- cord-194157-ak2gc3nz 202 24 t t NN cord-194157-ak2gc3nz 202 25 0 0 CD cord-194157-ak2gc3nz 202 26 ) ) -RRB- cord-194157-ak2gc3nz 203 1 | | NNP cord-194157-ak2gc3nz 204 1 ≥ ≥ CD cord-194157-ak2gc3nz 205 1 k. k. NNP cord-194157-ak2gc3nz 206 1 We -PRON- PRP cord-194157-ak2gc3nz 206 2 will will MD cord-194157-ak2gc3nz 206 3 make make VB cord-194157-ak2gc3nz 206 4 use use NN cord-194157-ak2gc3nz 206 5 of of IN cord-194157-ak2gc3nz 206 6 two two CD cord-194157-ak2gc3nz 206 7 simple simple JJ cord-194157-ak2gc3nz 206 8 inequalities inequality NNS cord-194157-ak2gc3nz 206 9 involving involve VBG cord-194157-ak2gc3nz 206 10 arbitrary arbitrary JJ cord-194157-ak2gc3nz 206 11 events event NNS cord-194157-ak2gc3nz 206 12 A a NN cord-194157-ak2gc3nz 206 13 , , , cord-194157-ak2gc3nz 206 14 B b NN cord-194157-ak2gc3nz 206 15 , , , cord-194157-ak2gc3nz 206 16 and and CC cord-194157-ak2gc3nz 206 17 C. C. NNP cord-194157-ak2gc3nz 206 18 First First NNP cord-194157-ak2gc3nz 206 19 , , , cord-194157-ak2gc3nz 207 1 Furthermore furthermore RB cord-194157-ak2gc3nz 207 2 , , , cord-194157-ak2gc3nz 207 3 if if IN cord-194157-ak2gc3nz 207 4 P(C P(C NNP cord-194157-ak2gc3nz 207 5 c c NN cord-194157-ak2gc3nz 207 6 |B |b CD cord-194157-ak2gc3nz 207 7 ) ) -RRB- cord-194157-ak2gc3nz 207 8 = = SYM cord-194157-ak2gc3nz 207 9 1 1 CD cord-194157-ak2gc3nz 207 10 , , , cord-194157-ak2gc3nz 207 11 then then RB cord-194157-ak2gc3nz 207 12 Two two CD cord-194157-ak2gc3nz 207 13 applications application NNS cord-194157-ak2gc3nz 207 14 of of IN cord-194157-ak2gc3nz 207 15 ( ( -LRB- cord-194157-ak2gc3nz 207 16 2 2 CD cord-194157-ak2gc3nz 207 17 ) ) -RRB- cord-194157-ak2gc3nz 207 18 gives give VBZ cord-194157-ak2gc3nz 207 19 To to TO cord-194157-ak2gc3nz 207 20 bound bound VB cord-194157-ak2gc3nz 207 21 the the DT cord-194157-ak2gc3nz 207 22 third third JJ cord-194157-ak2gc3nz 207 23 term term NN cord-194157-ak2gc3nz 207 24 in in IN cord-194157-ak2gc3nz 207 25 ( ( -LRB- cord-194157-ak2gc3nz 207 26 4 4 CD cord-194157-ak2gc3nz 207 27 ) ) -RRB- cord-194157-ak2gc3nz 207 28 , , , cord-194157-ak2gc3nz 207 29 we -PRON- PRP cord-194157-ak2gc3nz 207 30 let let VBP cord-194157-ak2gc3nz 207 31 P p NN cord-194157-ak2gc3nz 207 32 λ,µ λ,µ NNP cord-194157-ak2gc3nz 207 33 denote denote VB cord-194157-ak2gc3nz 207 34 the the DT cord-194157-ak2gc3nz 207 35 probability probability NN cord-194157-ak2gc3nz 207 36 measure measure NN cord-194157-ak2gc3nz 207 37 corresponding correspond VBG cord-194157-ak2gc3nz 207 38 to to IN cord-194157-ak2gc3nz 207 39 the the DT cord-194157-ak2gc3nz 207 40 SIR SIR NNP cord-194157-ak2gc3nz 207 41 model model NN cord-194157-ak2gc3nz 207 42 with with IN cord-194157-ak2gc3nz 207 43 parameters parameter NNS cord-194157-ak2gc3nz 207 44 λ λ NN cord-194157-ak2gc3nz 207 45 and and CC cord-194157-ak2gc3nz 207 46 µ. µ. NN cord-194157-ak2gc3nz 208 1 Then then RB cord-194157-ak2gc3nz 208 2 , , , cord-194157-ak2gc3nz 208 3 for for IN cord-194157-ak2gc3nz 208 4 sufficiently sufficiently RB cord-194157-ak2gc3nz 208 5 large large JJ cord-194157-ak2gc3nz 208 6 n n NN cord-194157-ak2gc3nz 208 7 , , , cord-194157-ak2gc3nz 208 8 we -PRON- PRP cord-194157-ak2gc3nz 208 9 have have VBP cord-194157-ak2gc3nz 209 1 As as IN cord-194157-ak2gc3nz 209 2 such such JJ cord-194157-ak2gc3nz 209 3 , , , cord-194157-ak2gc3nz 209 4 it -PRON- PRP cord-194157-ak2gc3nz 209 5 suffices suffice VBZ cord-194157-ak2gc3nz 209 6 to to TO cord-194157-ak2gc3nz 209 7 show show VB cord-194157-ak2gc3nz 209 8 that that IN cord-194157-ak2gc3nz 209 9 P p NN cord-194157-ak2gc3nz 209 10 λ,0 λ,0 NN cord-194157-ak2gc3nz 209 11 ( ( -LRB- cord-194157-ak2gc3nz 209 12 E e NN cord-194157-ak2gc3nz 209 13 0 0 NN cord-194157-ak2gc3nz 209 14 ∩ ∩ NN cord-194157-ak2gc3nz 209 15 E e NN cord-194157-ak2gc3nz 209 16 c c NN cord-194157-ak2gc3nz 209 17 1 1 CD cord-194157-ak2gc3nz 209 18 ) ) -RRB- cord-194157-ak2gc3nz 209 19 = = NFP cord-194157-ak2gc3nz 209 20 o(1 o(1 NNP cord-194157-ak2gc3nz 209 21 ) ) -RRB- cord-194157-ak2gc3nz 209 22 . . . cord-194157-ak2gc3nz 210 1 We -PRON- PRP cord-194157-ak2gc3nz 210 2 accomplish accomplish VBP cord-194157-ak2gc3nz 210 3 this this DT cord-194157-ak2gc3nz 210 4 by by IN cord-194157-ak2gc3nz 210 5 analyzing analyze VBG cord-194157-ak2gc3nz 210 6 the the DT cord-194157-ak2gc3nz 210 7 corresponding correspond VBG cord-194157-ak2gc3nz 210 8 branching branching NN cord-194157-ak2gc3nz 210 9 process process NN cord-194157-ak2gc3nz 210 10 : : : cord-194157-ak2gc3nz 210 11 Lemma Lemma NNP cord-194157-ak2gc3nz 210 12 9 9 CD cord-194157-ak2gc3nz 210 13 . . . cord-194157-ak2gc3nz 211 1 Let let VB cord-194157-ak2gc3nz 211 2 G G NNP cord-194157-ak2gc3nz 211 3 denote denote VB cord-194157-ak2gc3nz 211 4 the the DT cord-194157-ak2gc3nz 211 5 infinite infinite JJ cord-194157-ak2gc3nz 211 6 d d NNP cord-194157-ak2gc3nz 211 7 - - HYPH cord-194157-ak2gc3nz 211 8 ary ary JJ cord-194157-ak2gc3nz 211 9 tree tree NN cord-194157-ak2gc3nz 211 10 . . . cord-194157-ak2gc3nz 212 1 Consider consider VB cord-194157-ak2gc3nz 212 2 the the DT cord-194157-ak2gc3nz 212 3 process process NN cord-194157-ak2gc3nz 212 4 { { -LRB- cord-194157-ak2gc3nz 212 5 H h NN cord-194157-ak2gc3nz 212 6 t t NN cord-194157-ak2gc3nz 212 7 } } -RRB- cord-194157-ak2gc3nz 212 8 t≥0 t≥0 NN cord-194157-ak2gc3nz 212 9 of of IN cord-194157-ak2gc3nz 212 10 induced induce VBN cord-194157-ak2gc3nz 212 11 subgraphs subgraphs NN cord-194157-ak2gc3nz 212 12 of of IN cord-194157-ak2gc3nz 212 13 G g NN cord-194157-ak2gc3nz 212 14 in in IN cord-194157-ak2gc3nz 212 15 which which WDT cord-194157-ak2gc3nz 212 16 H h NN cord-194157-ak2gc3nz 212 17 0 0 CD cord-194157-ak2gc3nz 212 18 is be VBZ cord-194157-ak2gc3nz 212 19 induced induce VBN cord-194157-ak2gc3nz 212 20 by by IN cord-194157-ak2gc3nz 212 21 the the DT cord-194157-ak2gc3nz 212 22 root root NN cord-194157-ak2gc3nz 212 23 vertex vertex NN cord-194157-ak2gc3nz 212 24 , , , cord-194157-ak2gc3nz 212 25 and and CC cord-194157-ak2gc3nz 212 26 then then RB cord-194157-ak2gc3nz 212 27 for for IN cord-194157-ak2gc3nz 212 28 each each DT cord-194157-ak2gc3nz 212 29 v v NN cord-194157-ak2gc3nz 212 30 ∈ ∈ NN cord-194157-ak2gc3nz 212 31 V v NN cord-194157-ak2gc3nz 212 32 ( ( -LRB- cord-194157-ak2gc3nz 212 33 G)\V G)\V NNP cord-194157-ak2gc3nz 212 34 ( ( -LRB- cord-194157-ak2gc3nz 212 35 H h NN cord-194157-ak2gc3nz 212 36 t t NN cord-194157-ak2gc3nz 212 37 ) ) -RRB- cord-194157-ak2gc3nz 212 38 that that WDT cord-194157-ak2gc3nz 212 39 is be VBZ cord-194157-ak2gc3nz 212 40 a a DT cord-194157-ak2gc3nz 212 41 G g NN cord-194157-ak2gc3nz 212 42 - - HYPH cord-194157-ak2gc3nz 212 43 child child NN cord-194157-ak2gc3nz 212 44 of of IN cord-194157-ak2gc3nz 212 45 some some DT cord-194157-ak2gc3nz 212 46 vertex vertex NN cord-194157-ak2gc3nz 212 47 in in IN cord-194157-ak2gc3nz 212 48 H h NN cord-194157-ak2gc3nz 212 49 t t NN cord-194157-ak2gc3nz 213 1 , , , cord-194157-ak2gc3nz 213 2 it -PRON- PRP cord-194157-ak2gc3nz 213 3 holds hold VBZ cord-194157-ak2gc3nz 213 4 that that DT cord-194157-ak2gc3nz 213 5 v v NN cord-194157-ak2gc3nz 213 6 is be VBZ cord-194157-ak2gc3nz 213 7 added add VBN cord-194157-ak2gc3nz 213 8 to to IN cord-194157-ak2gc3nz 213 9 H H NNP cord-194157-ak2gc3nz 213 10 t t NN cord-194157-ak2gc3nz 213 11 at at IN cord-194157-ak2gc3nz 213 12 unit unit NN cord-194157-ak2gc3nz 213 13 rate rate NN cord-194157-ak2gc3nz 213 14 . . . cord-194157-ak2gc3nz 214 1 Let let VB cord-194157-ak2gc3nz 214 2 B b NN cord-194157-ak2gc3nz 214 3 m m NNP cord-194157-ak2gc3nz 214 4 denote denote VB cord-194157-ak2gc3nz 214 5 the the DT cord-194157-ak2gc3nz 214 6 first first JJ cord-194157-ak2gc3nz 214 7 time time NN cord-194157-ak2gc3nz 214 8 at at IN cord-194157-ak2gc3nz 214 9 which which WDT cord-194157-ak2gc3nz 214 10 a a DT cord-194157-ak2gc3nz 214 11 vertex vertex NN cord-194157-ak2gc3nz 214 12 of of IN cord-194157-ak2gc3nz 214 13 distance distance NN cord-194157-ak2gc3nz 214 14 m m NNP cord-194157-ak2gc3nz 214 15 from from IN cord-194157-ak2gc3nz 214 16 the the DT cord-194157-ak2gc3nz 214 17 root root NN cord-194157-ak2gc3nz 214 18 vertex vertex NN cord-194157-ak2gc3nz 214 19 of of IN cord-194157-ak2gc3nz 214 20 G G NNP cord-194157-ak2gc3nz 214 21 is be VBZ cord-194157-ak2gc3nz 214 22 added add VBN cord-194157-ak2gc3nz 214 23 to to IN cord-194157-ak2gc3nz 214 24 H H NNP cord-194157-ak2gc3nz 214 25 t t NN cord-194157-ak2gc3nz 214 26 . . . cord-194157-ak2gc3nz 215 1 Then then RB cord-194157-ak2gc3nz 215 2 B b NN cord-194157-ak2gc3nz 215 3 m m NN cord-194157-ak2gc3nz 215 4 ≥ ≥ NN cord-194157-ak2gc3nz 215 5 m/(2ed m/(2ed NN cord-194157-ak2gc3nz 215 6 ) ) -RRB- cord-194157-ak2gc3nz 215 7 with with IN cord-194157-ak2gc3nz 215 8 probability probability NN cord-194157-ak2gc3nz 215 9 ≥ ≥ CD cord-194157-ak2gc3nz 215 10 1 1 CD cord-194157-ak2gc3nz 215 11 − − NN cord-194157-ak2gc3nz 215 12 e e NN cord-194157-ak2gc3nz 215 13 −m/2 −m/2 NN cord-194157-ak2gc3nz 215 14 . . . cord-194157-ak2gc3nz 216 1 Proof proof NN cord-194157-ak2gc3nz 216 2 . . . cord-194157-ak2gc3nz 217 1 Let let VB cord-194157-ak2gc3nz 217 2 B B NNP cord-194157-ak2gc3nz 217 3 m m NNP cord-194157-ak2gc3nz 217 4 , , , cord-194157-ak2gc3nz 217 5 r r LS cord-194157-ak2gc3nz 217 6 denote denote VB cord-194157-ak2gc3nz 217 7 the the DT cord-194157-ak2gc3nz 217 8 rth rth NNP cord-194157-ak2gc3nz 217 9 time time NN cord-194157-ak2gc3nz 217 10 at at IN cord-194157-ak2gc3nz 217 11 which which WDT cord-194157-ak2gc3nz 217 12 a a DT cord-194157-ak2gc3nz 217 13 vertex vertex NN cord-194157-ak2gc3nz 217 14 of of IN cord-194157-ak2gc3nz 217 15 distance distance NN cord-194157-ak2gc3nz 217 16 m m NNP cord-194157-ak2gc3nz 217 17 from from IN cord-194157-ak2gc3nz 217 18 the the DT cord-194157-ak2gc3nz 217 19 root root NN cord-194157-ak2gc3nz 217 20 vertex vertex NN cord-194157-ak2gc3nz 217 21 of of IN cord-194157-ak2gc3nz 217 22 G G NNP cord-194157-ak2gc3nz 217 23 is be VBZ cord-194157-ak2gc3nz 217 24 added add VBN cord-194157-ak2gc3nz 217 25 to to IN cord-194157-ak2gc3nz 217 26 H H NNP cord-194157-ak2gc3nz 217 27 t t NN cord-194157-ak2gc3nz 217 28 , , , cord-194157-ak2gc3nz 217 29 and and CC cord-194157-ak2gc3nz 217 30 note note VB cord-194157-ak2gc3nz 217 31 that that DT cord-194157-ak2gc3nz 217 32 B b NN cord-194157-ak2gc3nz 217 33 m m NN cord-194157-ak2gc3nz 217 34 = = NN cord-194157-ak2gc3nz 217 35 B b NN cord-194157-ak2gc3nz 217 36 m,1 m,1 NN cord-194157-ak2gc3nz 217 37 . . . cord-194157-ak2gc3nz 218 1 Let let VB cord-194157-ak2gc3nz 218 2 c c NN cord-194157-ak2gc3nz 218 3 , , , cord-194157-ak2gc3nz 218 4 θ θ NN cord-194157-ak2gc3nz 218 5 > > XX cord-194157-ak2gc3nz 218 6 0 0 NFP cord-194157-ak2gc3nz 218 7 be be VB cord-194157-ak2gc3nz 218 8 given give VBN cord-194157-ak2gc3nz 218 9 ( ( -LRB- cord-194157-ak2gc3nz 218 10 to to TO cord-194157-ak2gc3nz 218 11 be be VB cord-194157-ak2gc3nz 218 12 selected select VBN cord-194157-ak2gc3nz 218 13 later later RB cord-194157-ak2gc3nz 218 14 ) ) -RRB- cord-194157-ak2gc3nz 218 15 . . . cord-194157-ak2gc3nz 219 1 Then then RB cord-194157-ak2gc3nz 219 2 Markov Markov NNP cord-194157-ak2gc3nz 219 3 's 's POS cord-194157-ak2gc3nz 219 4 inequality inequality NN cord-194157-ak2gc3nz 219 5 gives give VBZ cord-194157-ak2gc3nz 219 6 where where WRB cord-194157-ak2gc3nz 219 7 the the DT cord-194157-ak2gc3nz 219 8 last last JJ cord-194157-ak2gc3nz 219 9 identity identity NN cord-194157-ak2gc3nz 219 10 , , , cord-194157-ak2gc3nz 219 11 which which WDT cord-194157-ak2gc3nz 219 12 appears appear VBZ cord-194157-ak2gc3nz 219 13 in in IN cord-194157-ak2gc3nz 219 14 Theorem Theorem NNP cord-194157-ak2gc3nz 219 15 1 1 CD cord-194157-ak2gc3nz 219 16 in in IN cord-194157-ak2gc3nz 219 17 [ [ -LRB- cord-194157-ak2gc3nz 219 18 5 5 CD cord-194157-ak2gc3nz 219 19 ] ] -RRB- cord-194157-ak2gc3nz 219 20 , , , cord-194157-ak2gc3nz 219 21 follows follow VBZ cord-194157-ak2gc3nz 219 22 from from IN cord-194157-ak2gc3nz 219 23 analyzing analyze VBG cord-194157-ak2gc3nz 219 24 a a DT cord-194157-ak2gc3nz 219 25 certain certain JJ cord-194157-ak2gc3nz 219 26 martingale martingale NN cord-194157-ak2gc3nz 219 27 . . . cord-194157-ak2gc3nz 220 1 In in IN cord-194157-ak2gc3nz 220 2 our -PRON- PRP$ cord-194157-ak2gc3nz 220 3 case case NN cord-194157-ak2gc3nz 220 4 , , , cord-194157-ak2gc3nz 220 5 X x NN cord-194157-ak2gc3nz 220 6 0 0 CD cord-194157-ak2gc3nz 220 7 : : : cord-194157-ak2gc3nz 220 8 = = NFP cord-194157-ak2gc3nz 221 1 B b NN cord-194157-ak2gc3nz 221 2 1,1 1,1 CD cord-194157-ak2gc3nz 221 3 ∼ ∼ NNP cord-194157-ak2gc3nz 221 4 Exp(d Exp(d NNP cord-194157-ak2gc3nz 221 5 ) ) -RRB- cord-194157-ak2gc3nz 221 6 and and CC cord-194157-ak2gc3nz 222 1 X X NNP cord-194157-ak2gc3nz 222 2 r r NN cord-194157-ak2gc3nz 222 3 : : : cord-194157-ak2gc3nz 222 4 = = NFP cord-194157-ak2gc3nz 222 5 B b NN cord-194157-ak2gc3nz 223 1 1,r+1 1,r+1 LS cord-194157-ak2gc3nz 223 2 − − NN cord-194157-ak2gc3nz 223 3 B b NN cord-194157-ak2gc3nz 223 4 1,r 1,r CD cord-194157-ak2gc3nz 223 5 ∼ ∼ NNP cord-194157-ak2gc3nz 223 6 Exp(d Exp(d NNP cord-194157-ak2gc3nz 223 7 − − NNP cord-194157-ak2gc3nz 223 8 r r NN cord-194157-ak2gc3nz 223 9 ) ) -RRB- cord-194157-ak2gc3nz 223 10 for for IN cord-194157-ak2gc3nz 223 11 r r LS cord-194157-ak2gc3nz 223 12 ∈ ∈ NN cord-194157-ak2gc3nz 223 13 { { -LRB- cord-194157-ak2gc3nz 223 14 1 1 CD cord-194157-ak2gc3nz 223 15 , , , cord-194157-ak2gc3nz 223 16 . . . cord-194157-ak2gc3nz 223 17 . . . cord-194157-ak2gc3nz 223 18 . . . cord-194157-ak2gc3nz 224 1 , , , cord-194157-ak2gc3nz 224 2 d d NNP cord-194157-ak2gc3nz 224 3 − − NNP cord-194157-ak2gc3nz 224 4 1 1 CD cord-194157-ak2gc3nz 224 5 } } -RRB- cord-194157-ak2gc3nz 224 6 are be VBP cord-194157-ak2gc3nz 224 7 independent independent JJ cord-194157-ak2gc3nz 224 8 . . . cord-194157-ak2gc3nz 225 1 It -PRON- PRP cord-194157-ak2gc3nz 225 2 follows follow VBZ cord-194157-ak2gc3nz 225 3 that that IN cord-194157-ak2gc3nz 225 4 Overall Overall NNP cord-194157-ak2gc3nz 225 5 , , , cord-194157-ak2gc3nz 225 6 Selecting select VBG cord-194157-ak2gc3nz 225 7 θ θ NN cord-194157-ak2gc3nz 225 8 = = SYM cord-194157-ak2gc3nz 225 9 ed ed NN cord-194157-ak2gc3nz 225 10 and and CC cord-194157-ak2gc3nz 225 11 c c NN cord-194157-ak2gc3nz 225 12 = = SYM cord-194157-ak2gc3nz 225 13 1/(2ed 1/(2ed CD cord-194157-ak2gc3nz 225 14 ) ) -RRB- cord-194157-ak2gc3nz 225 15 gives give VBZ cord-194157-ak2gc3nz 225 16 the the DT cord-194157-ak2gc3nz 225 17 result result NN cord-194157-ak2gc3nz 225 18 . . . cord-194157-ak2gc3nz 226 1 Lemma Lemma NNP cord-194157-ak2gc3nz 226 2 10 10 CD cord-194157-ak2gc3nz 226 3 . . . cord-194157-ak2gc3nz 227 1 Suppose suppose VB cord-194157-ak2gc3nz 227 2 G g NN cord-194157-ak2gc3nz 227 3 is be VBZ cord-194157-ak2gc3nz 227 4 ( ( -LRB- cord-194157-ak2gc3nz 227 5 r r NN cord-194157-ak2gc3nz 227 6 , , , cord-194157-ak2gc3nz 227 7 η)-locally η)-locally RB cord-194157-ak2gc3nz 227 8 tree tree NN cord-194157-ak2gc3nz 227 9 - - HYPH cord-194157-ak2gc3nz 227 10 like like JJ cord-194157-ak2gc3nz 227 11 , , , cord-194157-ak2gc3nz 227 12 consider consider VB cord-194157-ak2gc3nz 227 13 the the DT cord-194157-ak2gc3nz 227 14 SIR SIR NNP cord-194157-ak2gc3nz 227 15 process process NN cord-194157-ak2gc3nz 227 16 on on IN cord-194157-ak2gc3nz 227 17 G g NN cord-194157-ak2gc3nz 227 18 with with IN cord-194157-ak2gc3nz 227 19 µ µ NN cord-194157-ak2gc3nz 227 20 = = SYM cord-194157-ak2gc3nz 227 21 0 0 CD cord-194157-ak2gc3nz 227 22 , , , cord-194157-ak2gc3nz 227 23 and and CC cord-194157-ak2gc3nz 227 24 take take VB cord-194157-ak2gc3nz 227 25 any any DT cord-194157-ak2gc3nz 227 26 t t NN cord-194157-ak2gc3nz 227 27 1 1 CD cord-194157-ak2gc3nz 227 28 ≤ ≤ NNP cord-194157-ak2gc3nz 227 29 r−2 r−2 NNP cord-194157-ak2gc3nz 227 30 2e(d−1)λ 2e(d−1)λ CD cord-194157-ak2gc3nz 227 31 . . . cord-194157-ak2gc3nz 228 1 Then then RB cord-194157-ak2gc3nz 228 2 P(E P(E NNP cord-194157-ak2gc3nz 228 3 c c NN cord-194157-ak2gc3nz 228 4 1 1 CD cord-194157-ak2gc3nz 228 5 |E |e CD cord-194157-ak2gc3nz 228 6 0 0 NFP cord-194157-ak2gc3nz 228 7 ) ) -RRB- cord-194157-ak2gc3nz 228 8 ≤ ≤ NNP cord-194157-ak2gc3nz 228 9 2e 2e NNP cord-194157-ak2gc3nz 228 10 −(r−2)/2 −(r−2)/2 NNP cord-194157-ak2gc3nz 228 11 . . . cord-194157-ak2gc3nz 229 1 Proof proof NN cord-194157-ak2gc3nz 229 2 . . . cord-194157-ak2gc3nz 230 1 By by IN cord-194157-ak2gc3nz 230 2 time time NN cord-194157-ak2gc3nz 230 3 dilation dilation NN cord-194157-ak2gc3nz 230 4 , , , cord-194157-ak2gc3nz 230 5 we -PRON- PRP cord-194157-ak2gc3nz 230 6 may may MD cord-194157-ak2gc3nz 230 7 take take VB cord-194157-ak2gc3nz 230 8 λ λ NN cord-194157-ak2gc3nz 230 9 = = SYM cord-194157-ak2gc3nz 230 10 1 1 CD cord-194157-ak2gc3nz 230 11 without without IN cord-194157-ak2gc3nz 230 12 loss loss NN cord-194157-ak2gc3nz 230 13 of of IN cord-194157-ak2gc3nz 230 14 generality generality NN cord-194157-ak2gc3nz 230 15 . . . cord-194157-ak2gc3nz 231 1 Condition condition NN cord-194157-ak2gc3nz 231 2 on on IN cord-194157-ak2gc3nz 231 3 E e NN cord-194157-ak2gc3nz 231 4 0 0 CD cord-194157-ak2gc3nz 231 5 . . . cord-194157-ak2gc3nz 232 1 After after IN cord-194157-ak2gc3nz 232 2 time time NN cord-194157-ak2gc3nz 232 3 T T NNP cord-194157-ak2gc3nz 232 4 ∼ ∼ NNP cord-194157-ak2gc3nz 232 5 Exp(d Exp(d NNP cord-194157-ak2gc3nz 232 6 ) ) -RRB- cord-194157-ak2gc3nz 232 7 , , , cord-194157-ak2gc3nz 232 8 there there EX cord-194157-ak2gc3nz 232 9 are be VBP cord-194157-ak2gc3nz 232 10 two two CD cord-194157-ak2gc3nz 232 11 infected infected JJ cord-194157-ak2gc3nz 232 12 vertices vertex NNS cord-194157-ak2gc3nz 232 13 u u NN cord-194157-ak2gc3nz 232 14 and and CC cord-194157-ak2gc3nz 232 15 v. v. IN cord-194157-ak2gc3nz 232 16 Removing remove VBG cord-194157-ak2gc3nz 232 17 the the DT cord-194157-ak2gc3nz 232 18 edge edge NN cord-194157-ak2gc3nz 232 19 { { -LRB- cord-194157-ak2gc3nz 232 20 u u NN cord-194157-ak2gc3nz 232 21 , , , cord-194157-ak2gc3nz 232 22 v v LS cord-194157-ak2gc3nz 232 23 } } -RRB- cord-194157-ak2gc3nz 232 24 from from IN cord-194157-ak2gc3nz 232 25 H H NNP cord-194157-ak2gc3nz 232 26 produces produce VBZ cord-194157-ak2gc3nz 232 27 two two CD cord-194157-ak2gc3nz 232 28 ( ( -LRB- cord-194157-ak2gc3nz 232 29 d d NNP cord-194157-ak2gc3nz 232 30 − − NNP cord-194157-ak2gc3nz 232 31 1)-ary 1)-ary CD cord-194157-ak2gc3nz 232 32 trees tree NNS cord-194157-ak2gc3nz 232 33 , , , cord-194157-ak2gc3nz 232 34 with with IN cord-194157-ak2gc3nz 232 35 root root NN cord-194157-ak2gc3nz 232 36 vertices vertex NNS cord-194157-ak2gc3nz 232 37 u u NNP cord-194157-ak2gc3nz 232 38 and and CC cord-194157-ak2gc3nz 232 39 v. v. CC cord-194157-ak2gc3nz 232 40 Extend extend VB cord-194157-ak2gc3nz 232 41 these these DT cord-194157-ak2gc3nz 232 42 trees tree NNS cord-194157-ak2gc3nz 232 43 to to IN cord-194157-ak2gc3nz 232 44 infinite infinite JJ cord-194157-ak2gc3nz 232 45 ( ( -LRB- cord-194157-ak2gc3nz 232 46 d−1)-ary d−1)-ary JJ cord-194157-ak2gc3nz 232 47 trees tree NNS cord-194157-ak2gc3nz 232 48 H h NN cord-194157-ak2gc3nz 232 49 u u NN cord-194157-ak2gc3nz 232 50 and and CC cord-194157-ak2gc3nz 232 51 H h NN cord-194157-ak2gc3nz 232 52 v v NN cord-194157-ak2gc3nz 232 53 . . . cord-194157-ak2gc3nz 233 1 Let let VB cord-194157-ak2gc3nz 233 2 B b NN cord-194157-ak2gc3nz 233 3 u u PRP cord-194157-ak2gc3nz 233 4 denote denote VB cord-194157-ak2gc3nz 233 5 the the DT cord-194157-ak2gc3nz 233 6 first first JJ cord-194157-ak2gc3nz 233 7 time time NN cord-194157-ak2gc3nz 233 8 at at IN cord-194157-ak2gc3nz 233 9 which which WDT cord-194157-ak2gc3nz 233 10 a a DT cord-194157-ak2gc3nz 233 11 vertex vertex NN cord-194157-ak2gc3nz 233 12 of of IN cord-194157-ak2gc3nz 233 13 distance distance NN cord-194157-ak2gc3nz 233 14 r r NNP cord-194157-ak2gc3nz 233 15 − − CD cord-194157-ak2gc3nz 233 16 2 2 CD cord-194157-ak2gc3nz 233 17 from from IN cord-194157-ak2gc3nz 233 18 the the DT cord-194157-ak2gc3nz 233 19 root root NN cord-194157-ak2gc3nz 233 20 vertex vertex NN cord-194157-ak2gc3nz 233 21 is be VBZ cord-194157-ak2gc3nz 233 22 infected infect VBN cord-194157-ak2gc3nz 233 23 in in IN cord-194157-ak2gc3nz 233 24 H H NNP cord-194157-ak2gc3nz 233 25 u u NN cord-194157-ak2gc3nz 233 26 , , , cord-194157-ak2gc3nz 233 27 and and CC cord-194157-ak2gc3nz 233 28 similarly similarly RB cord-194157-ak2gc3nz 233 29 for for IN cord-194157-ak2gc3nz 233 30 B B NNP cord-194157-ak2gc3nz 233 31 v v NN cord-194157-ak2gc3nz 233 32 . . . cord-194157-ak2gc3nz 234 1 Then then RB cord-194157-ak2gc3nz 234 2 by by IN cord-194157-ak2gc3nz 234 3 assumption assumption NN cord-194157-ak2gc3nz 234 4 on on IN cord-194157-ak2gc3nz 234 5 t t NNP cord-194157-ak2gc3nz 234 6 1 1 CD cord-194157-ak2gc3nz 234 7 , , , cord-194157-ak2gc3nz 234 8 we -PRON- PRP cord-194157-ak2gc3nz 234 9 have have VBP cord-194157-ak2gc3nz 234 10 Finally finally RB cord-194157-ak2gc3nz 234 11 , , , cord-194157-ak2gc3nz 234 12 we -PRON- PRP cord-194157-ak2gc3nz 234 13 apply apply VBP cord-194157-ak2gc3nz 234 14 the the DT cord-194157-ak2gc3nz 234 15 union union NN cord-194157-ak2gc3nz 234 16 bound bind VBN cord-194157-ak2gc3nz 234 17 and and CC cord-194157-ak2gc3nz 234 18 Lemma Lemma NNP cord-194157-ak2gc3nz 234 19 9 9 CD cord-194157-ak2gc3nz 234 20 to to TO cord-194157-ak2gc3nz 234 21 get get VB cord-194157-ak2gc3nz 234 22 Overall overall RB cord-194157-ak2gc3nz 234 23 , , , cord-194157-ak2gc3nz 234 24 ( ( -LRB- cord-194157-ak2gc3nz 234 25 5 5 LS cord-194157-ak2gc3nz 234 26 ) ) -RRB- cord-194157-ak2gc3nz 234 27 and and CC cord-194157-ak2gc3nz 234 28 Lemma Lemma NNP cord-194157-ak2gc3nz 234 29 10 10 CD cord-194157-ak2gc3nz 234 30 together together RB cord-194157-ak2gc3nz 235 1 give give VB cord-194157-ak2gc3nz 235 2 P(E P(E NNP cord-194157-ak2gc3nz 235 3 c c NN cord-194157-ak2gc3nz 235 4 1 1 CD cord-194157-ak2gc3nz 235 5 |E |e CD cord-194157-ak2gc3nz 235 6 0 0 CD cord-194157-ak2gc3nz 236 1 ∩ ∩ UH cord-194157-ak2gc3nz 236 2 E E NNP cord-194157-ak2gc3nz 236 3 ∞ ∞ NNP cord-194157-ak2gc3nz 236 4 ) ) -RRB- cord-194157-ak2gc3nz 236 5 = = NFP cord-194157-ak2gc3nz 236 6 o(1 o(1 NNP cord-194157-ak2gc3nz 236 7 ) ) -RRB- cord-194157-ak2gc3nz 236 8 . . . cord-194157-ak2gc3nz 237 1 Next next RB cord-194157-ak2gc3nz 237 2 , , , cord-194157-ak2gc3nz 237 3 we -PRON- PRP cord-194157-ak2gc3nz 237 4 may may MD cord-194157-ak2gc3nz 237 5 combine combine VB cord-194157-ak2gc3nz 237 6 this this DT cord-194157-ak2gc3nz 237 7 bound bind VBN cord-194157-ak2gc3nz 237 8 with with IN cord-194157-ak2gc3nz 237 9 ( ( -LRB- cord-194157-ak2gc3nz 237 10 3 3 CD cord-194157-ak2gc3nz 237 11 ) ) -RRB- cord-194157-ak2gc3nz 237 12 to to TO cord-194157-ak2gc3nz 237 13 bound bound VB cord-194157-ak2gc3nz 237 14 the the DT cord-194157-ak2gc3nz 237 15 second second JJ cord-194157-ak2gc3nz 237 16 term term NN cord-194157-ak2gc3nz 237 17 in in IN cord-194157-ak2gc3nz 237 18 ( ( -LRB- cord-194157-ak2gc3nz 237 19 4 4 CD cord-194157-ak2gc3nz 237 20 ) ) -RRB- cord-194157-ak2gc3nz 237 21 : : : cord-194157-ak2gc3nz 237 22 ( ( -LRB- cord-194157-ak2gc3nz 237 23 1 1 CD cord-194157-ak2gc3nz 237 24 ) ) -RRB- cord-194157-ak2gc3nz 237 25 . . . cord-194157-ak2gc3nz 238 1 To to IN cord-194157-ak2gc3nz 238 2 this this DT cord-194157-ak2gc3nz 238 3 end end NN cord-194157-ak2gc3nz 238 4 , , , cord-194157-ak2gc3nz 238 5 it -PRON- PRP cord-194157-ak2gc3nz 238 6 is be VBZ cord-194157-ak2gc3nz 238 7 convenient convenient JJ cord-194157-ak2gc3nz 238 8 to to TO cord-194157-ak2gc3nz 238 9 consider consider VB cord-194157-ak2gc3nz 238 10 the the DT cord-194157-ak2gc3nz 238 11 stopping stopping JJ cord-194157-ak2gc3nz 238 12 time time NN cord-194157-ak2gc3nz 238 13 T t NN cord-194157-ak2gc3nz 238 14 0 0 CD cord-194157-ak2gc3nz 238 15 : : : cord-194157-ak2gc3nz 239 1 = = NFP cord-194157-ak2gc3nz 240 1 inf{t inf{t NNP cord-194157-ak2gc3nz 240 2 : : : cord-194157-ak2gc3nz 241 1 t t NNP cord-194157-ak2gc3nz 241 2 0 0 CD cord-194157-ak2gc3nz 241 3 and and CC cord-194157-ak2gc3nz 241 4 c c NN cord-194157-ak2gc3nz 241 5 < < XX cord-194157-ak2gc3nz 241 6 1 1 CD cord-194157-ak2gc3nz 241 7 , , , cord-194157-ak2gc3nz 241 8 it -PRON- PRP cord-194157-ak2gc3nz 241 9 follows follow VBZ cord-194157-ak2gc3nz 241 10 that that DT cord-194157-ak2gc3nz 241 11 Next Next NNP cord-194157-ak2gc3nz 241 12 , , , cord-194157-ak2gc3nz 241 13 our -PRON- PRP$ cord-194157-ak2gc3nz 241 14 assumptions assumption NNS cord-194157-ak2gc3nz 241 15 that that IN cord-194157-ak2gc3nz 241 16 α α NN cord-194157-ak2gc3nz 241 17 < < XX cord-194157-ak2gc3nz 241 18 c c NNP cord-194157-ak2gc3nz 241 19 2e(d−1)λ 2e(d−1)λ CD cord-194157-ak2gc3nz 241 20 , , , cord-194157-ak2gc3nz 241 21 ( ( -LRB- cord-194157-ak2gc3nz 241 22 d d NN cord-194157-ak2gc3nz 241 23 − − NNP cord-194157-ak2gc3nz 241 24 2)λ 2)λ CD cord-194157-ak2gc3nz 242 1 > > XX cord-194157-ak2gc3nz 242 2 µ µ XX cord-194157-ak2gc3nz 242 3 , , , cord-194157-ak2gc3nz 242 4 and and CC cord-194157-ak2gc3nz 242 5 c c NN cord-194157-ak2gc3nz 242 6 < < XX cord-194157-ak2gc3nz 242 7 1 1 CD cord-194157-ak2gc3nz 242 8 together together RB cord-194157-ak2gc3nz 242 9 imply imply VBP cord-194157-ak2gc3nz 242 10 from from IN cord-194157-ak2gc3nz 242 11 which which WDT cord-194157-ak2gc3nz 242 12 it -PRON- PRP cord-194157-ak2gc3nz 242 13 follows follow VBZ cord-194157-ak2gc3nz 242 14 that that DT cord-194157-ak2gc3nz 243 1 k k NNP cord-194157-ak2gc3nz 243 2 < < NNP cord-194157-ak2gc3nz 243 3 r. r. NNP cord-194157-ak2gc3nz 244 1 On on IN cord-194157-ak2gc3nz 244 2 the the DT cord-194157-ak2gc3nz 244 3 event event NN cord-194157-ak2gc3nz 245 1 E E NNP cord-194157-ak2gc3nz 245 2 ∞ ∞ NNP cord-194157-ak2gc3nz 245 3 , , , cord-194157-ak2gc3nz 245 4 it -PRON- PRP cord-194157-ak2gc3nz 245 5 holds hold VBZ cord-194157-ak2gc3nz 245 6 that that IN cord-194157-ak2gc3nz 245 7 U U NNP cord-194157-ak2gc3nz 245 8 ( ( -LRB- cord-194157-ak2gc3nz 245 9 ∞ ∞ NNP cord-194157-ak2gc3nz 245 10 ) ) -RRB- cord-194157-ak2gc3nz 245 11 induces induce VBZ cord-194157-ak2gc3nz 245 12 a a DT cord-194157-ak2gc3nz 245 13 tree tree NN cord-194157-ak2gc3nz 245 14 that that WDT cord-194157-ak2gc3nz 245 15 contains contain VBZ cord-194157-ak2gc3nz 245 16 a a DT cord-194157-ak2gc3nz 245 17 path path NN cord-194157-ak2gc3nz 245 18 of of IN cord-194157-ak2gc3nz 245 19 length length NN cord-194157-ak2gc3nz 245 20 greater great JJR cord-194157-ak2gc3nz 245 21 than than IN cord-194157-ak2gc3nz 245 22 r r NNP cord-194157-ak2gc3nz 245 23 , , , cord-194157-ak2gc3nz 245 24 from from IN cord-194157-ak2gc3nz 245 25 which which WDT cord-194157-ak2gc3nz 245 26 is be VBZ cord-194157-ak2gc3nz 245 27 follows follow VBZ cord-194157-ak2gc3nz 245 28 that that DT cord-194157-ak2gc3nz 245 29 |U |u CD cord-194157-ak2gc3nz 245 30 ( ( -LRB- cord-194157-ak2gc3nz 245 31 ∞)| ∞)| NNP cord-194157-ak2gc3nz 245 32 > > XX cord-194157-ak2gc3nz 245 33 r. r. NNP cord-194157-ak2gc3nz 246 1 As as IN cord-194157-ak2gc3nz 246 2 such such JJ cord-194157-ak2gc3nz 246 3 , , , cord-194157-ak2gc3nz 246 4 This this DT cord-194157-ak2gc3nz 246 5 allows allow VBZ cord-194157-ak2gc3nz 246 6 us -PRON- PRP cord-194157-ak2gc3nz 246 7 to to TO cord-194157-ak2gc3nz 246 8 continue continue VB cord-194157-ak2gc3nz 246 9 ( ( -LRB- cord-194157-ak2gc3nz 246 10 7 7 CD cord-194157-ak2gc3nz 246 11 ) ) -RRB- cord-194157-ak2gc3nz 246 12 : : : cord-194157-ak2gc3nz 246 13 To to TO cord-194157-ak2gc3nz 246 14 continue continue VB cord-194157-ak2gc3nz 246 15 , , , cord-194157-ak2gc3nz 246 16 we -PRON- PRP cord-194157-ak2gc3nz 246 17 show show VBP cord-194157-ak2gc3nz 246 18 that that IN cord-194157-ak2gc3nz 246 19 P P NNP cord-194157-ak2gc3nz 246 20 ( ( -LRB- cord-194157-ak2gc3nz 246 21 Proof Proof NNP cord-194157-ak2gc3nz 246 22 . . . cord-194157-ak2gc3nz 247 1 The the DT cord-194157-ak2gc3nz 247 2 random random JJ cord-194157-ak2gc3nz 247 3 number number NN cord-194157-ak2gc3nz 247 4 N n CD cord-194157-ak2gc3nz 247 5 of of IN cord-194157-ak2gc3nz 247 6 transitions transition NNS cord-194157-ak2gc3nz 247 7 that that WDT cord-194157-ak2gc3nz 247 8 occur occur VBP cord-194157-ak2gc3nz 247 9 over over IN cord-194157-ak2gc3nz 247 10 the the DT cord-194157-ak2gc3nz 247 11 interval interval NN cord-194157-ak2gc3nz 247 12 ( ( -LRB- cord-194157-ak2gc3nz 247 13 0 0 NFP cord-194157-ak2gc3nz 247 14 , , , cord-194157-ak2gc3nz 247 15 T T NNP cord-194157-ak2gc3nz 247 16 0 0 NFP cord-194157-ak2gc3nz 247 17 ] ] -RRB- cord-194157-ak2gc3nz 247 18 is be VBZ cord-194157-ak2gc3nz 247 19 given give VBN cord-194157-ak2gc3nz 247 20 by by IN cord-194157-ak2gc3nz 247 21 Conditioned condition VBN cord-194157-ak2gc3nz 247 22 on on IN cord-194157-ak2gc3nz 247 23 the the DT cord-194157-ak2gc3nz 247 24 sequence sequence NN cord-194157-ak2gc3nz 247 25 of of IN cord-194157-ak2gc3nz 247 26 states state NNS cord-194157-ak2gc3nz 247 27 of of IN cord-194157-ak2gc3nz 247 28 the the DT cord-194157-ak2gc3nz 247 29 discrete discrete JJ cord-194157-ak2gc3nz 247 30 time time NN cord-194157-ak2gc3nz 247 31 Markov Markov NNP cord-194157-ak2gc3nz 247 32 chain chain NN cord-194157-ak2gc3nz 247 33 { { -LRB- cord-194157-ak2gc3nz 247 34 M M NNP cord-194157-ak2gc3nz 247 35 n n NNP cord-194157-ak2gc3nz 247 36 } } -RRB- cord-194157-ak2gc3nz 247 37 n≥0 n≥0 NNP cord-194157-ak2gc3nz 247 38 , , , cord-194157-ak2gc3nz 247 39 the the DT cord-194157-ak2gc3nz 247 40 transition transition NN cord-194157-ak2gc3nz 247 41 times time NNS cord-194157-ak2gc3nz 247 42 { { -LRB- cord-194157-ak2gc3nz 247 43 X x NN cord-194157-ak2gc3nz 247 44 n n NN cord-194157-ak2gc3nz 247 45 } } -RRB- cord-194157-ak2gc3nz 247 46 n≥1 n≥1 NN cord-194157-ak2gc3nz 247 47 are be VBP cord-194157-ak2gc3nz 247 48 independent independent JJ cord-194157-ak2gc3nz 247 49 and and CC cord-194157-ak2gc3nz 247 50 exponentially exponentially RB cord-194157-ak2gc3nz 247 51 distributed distribute VBN cord-194157-ak2gc3nz 247 52 with with IN cord-194157-ak2gc3nz 247 53 ( ( -LRB- cord-194157-ak2gc3nz 247 54 deterministic deterministic JJ cord-194157-ak2gc3nz 247 55 ) ) -RRB- cord-194157-ak2gc3nz 247 56 parameters parameter NNS cord-194157-ak2gc3nz 247 57 λe(I λe(I NNP cord-194157-ak2gc3nz 247 58 n n NN cord-194157-ak2gc3nz 247 59 , , , cord-194157-ak2gc3nz 247 60 S S NNP cord-194157-ak2gc3nz 247 61 n n NN cord-194157-ak2gc3nz 247 62 ) ) -RRB- cord-194157-ak2gc3nz 248 1 + + CC cord-194157-ak2gc3nz 248 2 µ|I µ|i NN cord-194157-ak2gc3nz 248 3 n n NN cord-194157-ak2gc3nz 248 4 | | NNP cord-194157-ak2gc3nz 248 5 . . . cord-194157-ak2gc3nz 249 1 For for IN cord-194157-ak2gc3nz 249 2 any any DT cord-194157-ak2gc3nz 249 3 sequence sequence NN cord-194157-ak2gc3nz 249 4 of of IN cord-194157-ak2gc3nz 249 5 states state NNS cord-194157-ak2gc3nz 249 6 in in IN cord-194157-ak2gc3nz 249 7 the the DT cord-194157-ak2gc3nz 249 8 event event NN cord-194157-ak2gc3nz 249 9 { { -LRB- cord-194157-ak2gc3nz 249 10 T t NN cord-194157-ak2gc3nz 249 11 0 0 CD cord-194157-ak2gc3nz 249 12 < < XX cord-194157-ak2gc3nz 249 13 ∞ ∞ NNP cord-194157-ak2gc3nz 249 14 } } -RRB- cord-194157-ak2gc3nz 249 15 , , , cord-194157-ak2gc3nz 249 16 the the DT cord-194157-ak2gc3nz 249 17 first first JJ cord-194157-ak2gc3nz 249 18 N n CD cord-194157-ak2gc3nz 249 19 of of IN cord-194157-ak2gc3nz 249 20 these these DT cord-194157-ak2gc3nz 249 21 parameters parameter NNS cord-194157-ak2gc3nz 249 22 are be VBP cord-194157-ak2gc3nz 249 23 all all RB cord-194157-ak2gc3nz 249 24 at at IN cord-194157-ak2gc3nz 249 25 least least JJS cord-194157-ak2gc3nz 249 26 µ µ NN cord-194157-ak2gc3nz 249 27 + + CC cord-194157-ak2gc3nz 249 28 λ λ NN cord-194157-ak2gc3nz 249 29 . . . cord-194157-ak2gc3nz 250 1 Put put NN cord-194157-ak2gc3nz 250 2 E e NN cord-194157-ak2gc3nz 250 3 : : : cord-194157-ak2gc3nz 250 4 = = NFP cord-194157-ak2gc3nz 250 5 { { -LRB- cord-194157-ak2gc3nz 250 6 T t NN cord-194157-ak2gc3nz 250 7 0 0 CD cord-194157-ak2gc3nz 250 8 < < XX cord-194157-ak2gc3nz 251 1 ∞ ∞ NNP cord-194157-ak2gc3nz 251 2 } } -RRB- cord-194157-ak2gc3nz 251 3 and and CC cord-194157-ak2gc3nz 251 4 denote denote VB cord-194157-ak2gc3nz 251 5 P p NN cord-194157-ak2gc3nz 251 6 E e NN cord-194157-ak2gc3nz 251 7 ( ( -LRB- cord-194157-ak2gc3nz 251 8 A a NN cord-194157-ak2gc3nz 251 9 ) ) -RRB- cord-194157-ak2gc3nz 251 10 : : : cord-194157-ak2gc3nz 251 11 = = NFP cord-194157-ak2gc3nz 251 12 P(A|E P(A|E NNP cord-194157-ak2gc3nz 251 13 ) ) -RRB- cord-194157-ak2gc3nz 251 14 . . . cord-194157-ak2gc3nz 252 1 Then then RB cord-194157-ak2gc3nz 252 2 Put put VB cord-194157-ak2gc3nz 252 3 t t NN cord-194157-ak2gc3nz 252 4 0 0 CD cord-194157-ak2gc3nz 252 5 : : : cord-194157-ak2gc3nz 252 6 = = SYM cord-194157-ak2gc3nz 252 7 4k 4k CD cord-194157-ak2gc3nz 253 1 µ+λ µ+λ UH cord-194157-ak2gc3nz 253 2 . . . cord-194157-ak2gc3nz 254 1 Conditioning conditioning NN cord-194157-ak2gc3nz 254 2 on on IN cord-194157-ak2gc3nz 254 3 N N NNP cord-194157-ak2gc3nz 254 4 , , , cord-194157-ak2gc3nz 254 5 we -PRON- PRP cord-194157-ak2gc3nz 254 6 may may MD cord-194157-ak2gc3nz 254 7 apply apply VB cord-194157-ak2gc3nz 254 8 Bernstein Bernstein NNP cord-194157-ak2gc3nz 254 9 's 's POS cord-194157-ak2gc3nz 254 10 inequality inequality NN cord-194157-ak2gc3nz 254 11 for for IN cord-194157-ak2gc3nz 254 12 subexponential subexponential JJ cord-194157-ak2gc3nz 254 13 random random JJ cord-194157-ak2gc3nz 254 14 variables variable NNS cord-194157-ak2gc3nz 254 15 ( ( -LRB- cord-194157-ak2gc3nz 255 1 see see VB cord-194157-ak2gc3nz 256 1 Theorem theorem NN cord-194157-ak2gc3nz 256 2 2.8.1 2.8.1 NN cord-194157-ak2gc3nz 256 3 in in IN cord-194157-ak2gc3nz 256 4 [ [ -LRB- cord-194157-ak2gc3nz 256 5 7 7 CD cord-194157-ak2gc3nz 256 6 ] ] -RRB- cord-194157-ak2gc3nz 256 7 ) ) -RRB- cord-194157-ak2gc3nz 256 8 . . . cord-194157-ak2gc3nz 257 1 In in IN cord-194157-ak2gc3nz 257 2 particular particular JJ cord-194157-ak2gc3nz 257 3 , , , cord-194157-ak2gc3nz 257 4 we -PRON- PRP cord-194157-ak2gc3nz 257 5 let let VBP cord-194157-ak2gc3nz 257 6 C c NN cord-194157-ak2gc3nz 257 7 > > XX cord-194157-ak2gc3nz 257 8 0 0 NFP cord-194157-ak2gc3nz 257 9 denote denote VBP cord-194157-ak2gc3nz 257 10 a a DT cord-194157-ak2gc3nz 257 11 universal universal JJ cord-194157-ak2gc3nz 257 12 constant constant NN cord-194157-ak2gc3nz 258 1 such such JJ cord-194157-ak2gc3nz 258 2 that that IN cord-194157-ak2gc3nz 258 3 any any DT cord-194157-ak2gc3nz 258 4 random random JJ cord-194157-ak2gc3nz 258 5 variable variable NN cord-194157-ak2gc3nz 258 6 of of IN cord-194157-ak2gc3nz 258 7 the the DT cord-194157-ak2gc3nz 258 8 form form NN cord-194157-ak2gc3nz 258 9 X x NN cord-194157-ak2gc3nz 258 10 ∼ ∼ NNP cord-194157-ak2gc3nz 258 11 Exp(λ Exp(λ NNPS cord-194157-ak2gc3nz 258 12 ) ) -RRB- cord-194157-ak2gc3nz 258 13 satisfies satisfy VBZ cord-194157-ak2gc3nz 258 14 X X NNP cord-194157-ak2gc3nz 258 15 − − NNP cord-194157-ak2gc3nz 258 16 EX EX NNP cord-194157-ak2gc3nz 258 17 ψ ψ NN cord-194157-ak2gc3nz 258 18 1 1 CD cord-194157-ak2gc3nz 258 19 ≤ ≤ NN cord-194157-ak2gc3nz 258 20 C c NN cord-194157-ak2gc3nz 258 21 λ λ NN cord-194157-ak2gc3nz 258 22 . . . cord-194157-ak2gc3nz 259 1 Then then RB cord-194157-ak2gc3nz 259 2 where where WRB cord-194157-ak2gc3nz 259 3 the the DT cord-194157-ak2gc3nz 259 4 last last JJ cord-194157-ak2gc3nz 259 5 step step NN cord-194157-ak2gc3nz 259 6 applies apply VBZ cord-194157-ak2gc3nz 259 7 the the DT cord-194157-ak2gc3nz 259 8 bound bound JJ cord-194157-ak2gc3nz 259 9 N n NN cord-194157-ak2gc3nz 259 10 ≤ ≤ NNPS cord-194157-ak2gc3nz 259 11 2k 2k NNP cord-194157-ak2gc3nz 259 12 and and CC cord-194157-ak2gc3nz 259 13 c c NN cord-194157-ak2gc3nz 259 14 1 1 CD cord-194157-ak2gc3nz 259 15 : : : cord-194157-ak2gc3nz 259 16 = = SYM cord-194157-ak2gc3nz 259 17 2c 2c NNP cord-194157-ak2gc3nz 259 18 max(C max(C NNP cord-194157-ak2gc3nz 259 19 2 2 CD cord-194157-ak2gc3nz 259 20 , , , cord-194157-ak2gc3nz 259 21 C C NNP cord-194157-ak2gc3nz 259 22 ) ) -RRB- cord-194157-ak2gc3nz 259 23 . . . cord-194157-ak2gc3nz 260 1 Overall overall RB cord-194157-ak2gc3nz 260 2 , , , cord-194157-ak2gc3nz 260 3 ( ( -LRB- cord-194157-ak2gc3nz 260 4 6 6 CD cord-194157-ak2gc3nz 260 5 ) ) -RRB- cord-194157-ak2gc3nz 260 6 , , , cord-194157-ak2gc3nz 260 7 ( ( -LRB- cord-194157-ak2gc3nz 260 8 8) 8) NNP cord-194157-ak2gc3nz 260 9 and and CC cord-194157-ak2gc3nz 260 10 Lemma Lemma NNP cord-194157-ak2gc3nz 260 11 11 11 CD cord-194157-ak2gc3nz 260 12 together together RB cord-194157-ak2gc3nz 260 13 give give VBP cord-194157-ak2gc3nz 260 14 that that IN cord-194157-ak2gc3nz 260 15 the the DT cord-194157-ak2gc3nz 260 16 second second JJ cord-194157-ak2gc3nz 260 17 term term NN cord-194157-ak2gc3nz 260 18 in in IN cord-194157-ak2gc3nz 260 19 ( ( -LRB- cord-194157-ak2gc3nz 260 20 4 4 LS cord-194157-ak2gc3nz 260 21 ) ) -RRB- cord-194157-ak2gc3nz 260 22 is be VBZ cord-194157-ak2gc3nz 260 23 o o NN cord-194157-ak2gc3nz 260 24 ( ( -LRB- cord-194157-ak2gc3nz 260 25 1 1 CD cord-194157-ak2gc3nz 260 26 ) ) -RRB- cord-194157-ak2gc3nz 260 27 . . . cord-194157-ak2gc3nz 261 1 It -PRON- PRP cord-194157-ak2gc3nz 261 2 remains remain VBZ cord-194157-ak2gc3nz 261 3 to to TO cord-194157-ak2gc3nz 261 4 show show VB cord-194157-ak2gc3nz 261 5 that that IN cord-194157-ak2gc3nz 261 6 the the DT cord-194157-ak2gc3nz 261 7 first first JJ cord-194157-ak2gc3nz 261 8 term term NN cord-194157-ak2gc3nz 261 9 in in IN cord-194157-ak2gc3nz 261 10 ( ( -LRB- cord-194157-ak2gc3nz 261 11 4 4 LS cord-194157-ak2gc3nz 261 12 ) ) -RRB- cord-194157-ak2gc3nz 261 13 is be VBZ cord-194157-ak2gc3nz 261 14 o o NN cord-194157-ak2gc3nz 261 15 ( ( -LRB- cord-194157-ak2gc3nz 261 16 1 1 CD cord-194157-ak2gc3nz 261 17 ) ) -RRB- cord-194157-ak2gc3nz 261 18 . . . cord-194157-ak2gc3nz 262 1 To to IN cord-194157-ak2gc3nz 262 2 this this DT cord-194157-ak2gc3nz 262 3 end end NN cord-194157-ak2gc3nz 262 4 , , , cord-194157-ak2gc3nz 262 5 we -PRON- PRP cord-194157-ak2gc3nz 262 6 first first RB cord-194157-ak2gc3nz 262 7 show show VBP cord-194157-ak2gc3nz 262 8 that that IN cord-194157-ak2gc3nz 262 9 P p NN cord-194157-ak2gc3nz 262 10 ( ( -LRB- cord-194157-ak2gc3nz 262 11 where where WRB cord-194157-ak2gc3nz 262 12 the the DT cord-194157-ak2gc3nz 262 13 last last JJ cord-194157-ak2gc3nz 262 14 step step NN cord-194157-ak2gc3nz 262 15 applies apply VBZ cord-194157-ak2gc3nz 262 16 ( ( -LRB- cord-194157-ak2gc3nz 262 17 8) 8) NNP cord-194157-ak2gc3nz 262 18 and and CC cord-194157-ak2gc3nz 262 19 Lemma Lemma NNP cord-194157-ak2gc3nz 262 20 11 11 CD cord-194157-ak2gc3nz 262 21 . . . cord-194157-ak2gc3nz 263 1 Combining combine VBG cord-194157-ak2gc3nz 263 2 this this DT cord-194157-ak2gc3nz 263 3 with with IN cord-194157-ak2gc3nz 263 4 ( ( -LRB- cord-194157-ak2gc3nz 263 5 5 5 CD cord-194157-ak2gc3nz 263 6 ) ) -RRB- cord-194157-ak2gc3nz 263 7 and and CC cord-194157-ak2gc3nz 263 8 Lemma Lemma NNP cord-194157-ak2gc3nz 263 9 10 10 CD cord-194157-ak2gc3nz 263 10 after after IN cord-194157-ak2gc3nz 263 11 a a DT cord-194157-ak2gc3nz 263 12 union union NN cord-194157-ak2gc3nz 263 13 bound bind VBN cord-194157-ak2gc3nz 263 14 then then RB cord-194157-ak2gc3nz 263 15 gives give VBZ cord-194157-ak2gc3nz 263 16 as as IN cord-194157-ak2gc3nz 263 17 claimed claim VBN cord-194157-ak2gc3nz 263 18 . . . cord-194157-ak2gc3nz 264 1 As as IN cord-194157-ak2gc3nz 264 2 such such JJ cord-194157-ak2gc3nz 264 3 , , , cord-194157-ak2gc3nz 264 4 it -PRON- PRP cord-194157-ak2gc3nz 264 5 suffices suffice VBZ cord-194157-ak2gc3nz 264 6 to to TO cord-194157-ak2gc3nz 264 7 show show VB cord-194157-ak2gc3nz 264 8 that that DT cord-194157-ak2gc3nz 264 9 . . . cord-194157-ak2gc3nz 265 1 For for IN cord-194157-ak2gc3nz 265 2 this this DT cord-194157-ak2gc3nz 265 3 , , , cord-194157-ak2gc3nz 265 4 it -PRON- PRP cord-194157-ak2gc3nz 265 5 is be VBZ cord-194157-ak2gc3nz 265 6 convenient convenient JJ cord-194157-ak2gc3nz 265 7 to to TO cord-194157-ak2gc3nz 265 8 consider consider VB cord-194157-ak2gc3nz 265 9 the the DT cord-194157-ak2gc3nz 265 10 event event NN cord-194157-ak2gc3nz 266 1 A a DT cord-194157-ak2gc3nz 266 2 t t NN cord-194157-ak2gc3nz 266 3 0 0 CD cord-194157-ak2gc3nz 266 4 = = NFP cord-194157-ak2gc3nz 266 5 { { -LRB- cord-194157-ak2gc3nz 266 6 e(I(t e(I(t VBZ cord-194157-ak2gc3nz 266 7 0 0 NFP cord-194157-ak2gc3nz 266 8 ) ) -RRB- cord-194157-ak2gc3nz 266 9 , , , cord-194157-ak2gc3nz 266 10 S(t S(t NNS cord-194157-ak2gc3nz 266 11 0 0 CD cord-194157-ak2gc3nz 266 12 ) ) -RRB- cord-194157-ak2gc3nz 266 13 ) ) -RRB- cord-194157-ak2gc3nz 267 1 > > XX cord-194157-ak2gc3nz 268 1 0 0 LS cord-194157-ak2gc3nz 268 2 } } -RRB- cord-194157-ak2gc3nz 268 3 that that IN cord-194157-ak2gc3nz 268 4 the the DT cord-194157-ak2gc3nz 268 5 infection infection NN cord-194157-ak2gc3nz 268 6 is be VBZ cord-194157-ak2gc3nz 268 7 still still RB cord-194157-ak2gc3nz 268 8 spreading spread VBG cord-194157-ak2gc3nz 268 9 at at IN cord-194157-ak2gc3nz 268 10 time time NN cord-194157-ak2gc3nz 268 11 t t NN cord-194157-ak2gc3nz 268 12 0 0 CD cord-194157-ak2gc3nz 268 13 . . . cord-194157-ak2gc3nz 269 1 Since since IN cord-194157-ak2gc3nz 269 2 E e NN cord-194157-ak2gc3nz 269 3 1 1 CD cord-194157-ak2gc3nz 269 4 is be VBZ cord-194157-ak2gc3nz 269 5 the the DT cord-194157-ak2gc3nz 269 6 event event NN cord-194157-ak2gc3nz 269 7 that that IN cord-194157-ak2gc3nz 269 8 the the DT cord-194157-ak2gc3nz 269 9 infection infection NN cord-194157-ak2gc3nz 269 10 stays stay VBZ cord-194157-ak2gc3nz 269 11 within within IN cord-194157-ak2gc3nz 269 12 B(r B(r NNS cord-194157-ak2gc3nz 269 13 ) ) -RRB- cord-194157-ak2gc3nz 269 14 up up IN cord-194157-ak2gc3nz 269 15 to to IN cord-194157-ak2gc3nz 269 16 time time NN cord-194157-ak2gc3nz 269 17 t t NNP cord-194157-ak2gc3nz 269 18 1 1 CD cord-194157-ak2gc3nz 269 19 ( ( -LRB- cord-194157-ak2gc3nz 269 20 i.e. i.e. FW cord-194157-ak2gc3nz 269 21 , , , cord-194157-ak2gc3nz 269 22 after after IN cord-194157-ak2gc3nz 269 23 t t NN cord-194157-ak2gc3nz 269 24 0 0 CD cord-194157-ak2gc3nz 269 25 ) ) -RRB- cord-194157-ak2gc3nz 269 26 and and CC cord-194157-ak2gc3nz 269 27 E E NNP cord-194157-ak2gc3nz 269 28 ∞ ∞ NNP cord-194157-ak2gc3nz 269 29 is be VBZ cord-194157-ak2gc3nz 269 30 the the DT cord-194157-ak2gc3nz 269 31 event event NN cord-194157-ak2gc3nz 269 32 that that IN cord-194157-ak2gc3nz 269 33 the the DT cord-194157-ak2gc3nz 269 34 infection infection NN cord-194157-ak2gc3nz 269 35 eventually eventually RB cord-194157-ak2gc3nz 269 36 escapes escape VBZ cord-194157-ak2gc3nz 269 37 B(r B(r NNS cord-194157-ak2gc3nz 269 38 ) ) -RRB- cord-194157-ak2gc3nz 269 39 , , , cord-194157-ak2gc3nz 269 40 it -PRON- PRP cord-194157-ak2gc3nz 269 41 follows follow VBZ cord-194157-ak2gc3nz 269 42 that that IN cord-194157-ak2gc3nz 269 43 Since since IN cord-194157-ak2gc3nz 269 44 λ λ NN cord-194157-ak2gc3nz 269 45 ≥ ≥ CD cord-194157-ak2gc3nz 269 46 6µ 6µ CD cord-194157-ak2gc3nz 269 47 and and CC cord-194157-ak2gc3nz 269 48 d d NN cord-194157-ak2gc3nz 269 49 ≥ ≥ CD cord-194157-ak2gc3nz 269 50 3 3 CD cord-194157-ak2gc3nz 269 51 , , , cord-194157-ak2gc3nz 269 52 we -PRON- PRP cord-194157-ak2gc3nz 269 53 may may MD cord-194157-ak2gc3nz 269 54 select select VB cord-194157-ak2gc3nz 269 55 any any DT cord-194157-ak2gc3nz 269 56 ∈ ∈ NN cord-194157-ak2gc3nz 269 57 ( ( -LRB- cord-194157-ak2gc3nz 269 58 2µ 2µ NNP cord-194157-ak2gc3nz 269 59 µ+λ µ+λ NNP cord-194157-ak2gc3nz 269 60 , , , cord-194157-ak2gc3nz 269 61 1 1 CD cord-194157-ak2gc3nz 269 62 − − NN cord-194157-ak2gc3nz 269 63 2 2 CD cord-194157-ak2gc3nz 269 64 d d NN cord-194157-ak2gc3nz 269 65 ) ) -RRB- cord-194157-ak2gc3nz 269 66 ; ; : cord-194157-ak2gc3nz 269 67 we -PRON- PRP cord-194157-ak2gc3nz 269 68 will will MD cord-194157-ak2gc3nz 269 69 refine refine VB cord-194157-ak2gc3nz 269 70 our -PRON- PRP$ cord-194157-ak2gc3nz 269 71 choice choice NN cord-194157-ak2gc3nz 269 72 later later RB cord-194157-ak2gc3nz 269 73 . . . cord-194157-ak2gc3nz 270 1 Defining define VBG cord-194157-ak2gc3nz 270 2 B b NN cord-194157-ak2gc3nz 270 3 t t NN cord-194157-ak2gc3nz 270 4 0 0 CD cord-194157-ak2gc3nz 270 5 : : : cord-194157-ak2gc3nz 270 6 = = NFP cord-194157-ak2gc3nz 270 7 { { -LRB- cord-194157-ak2gc3nz 270 8 |R(t |R(t NNP cord-194157-ak2gc3nz 270 9 0 0 CD cord-194157-ak2gc3nz 270 10 ) ) -RRB- cord-194157-ak2gc3nz 271 1 | | NNP cord-194157-ak2gc3nz 272 1 < < XX cord-194157-ak2gc3nz 272 2 |U |U . cord-194157-ak2gc3nz 273 1 ( ( -LRB- cord-194157-ak2gc3nz 273 2 t t NN cord-194157-ak2gc3nz 273 3 0 0 CD cord-194157-ak2gc3nz 273 4 ) ) -RRB- cord-194157-ak2gc3nz 273 5 | | NFP cord-194157-ak2gc3nz 273 6 } } -RRB- cord-194157-ak2gc3nz 273 7 , , , cord-194157-ak2gc3nz 273 8 we -PRON- PRP cord-194157-ak2gc3nz 273 9 then then RB cord-194157-ak2gc3nz 273 10 have have VBP cord-194157-ak2gc3nz 273 11 We -PRON- PRP cord-194157-ak2gc3nz 273 12 bound bind VBN cord-194157-ak2gc3nz 273 13 the the DT cord-194157-ak2gc3nz 273 14 first first JJ cord-194157-ak2gc3nz 273 15 term term NN cord-194157-ak2gc3nz 273 16 of of IN cord-194157-ak2gc3nz 273 17 ( ( -LRB- cord-194157-ak2gc3nz 273 18 9 9 CD cord-194157-ak2gc3nz 273 19 ) ) -RRB- cord-194157-ak2gc3nz 273 20 by by IN cord-194157-ak2gc3nz 273 21 analyzing analyze VBG cord-194157-ak2gc3nz 273 22 the the DT cord-194157-ak2gc3nz 273 23 underlying underlie VBG cord-194157-ak2gc3nz 273 24 discrete discrete JJ cord-194157-ak2gc3nz 273 25 time time NN cord-194157-ak2gc3nz 273 26 Markov Markov NNP cord-194157-ak2gc3nz 273 27 chain chain NN cord-194157-ak2gc3nz 273 28 : : : cord-194157-ak2gc3nz 274 1 Almost almost RB cord-194157-ak2gc3nz 274 2 surely surely RB cord-194157-ak2gc3nz 274 3 , , , cord-194157-ak2gc3nz 274 4 the the DT cord-194157-ak2gc3nz 274 5 end end NN cord-194157-ak2gc3nz 274 6 state state NN cord-194157-ak2gc3nz 274 7 of of IN cord-194157-ak2gc3nz 274 8 this this DT cord-194157-ak2gc3nz 274 9 process process NN cord-194157-ak2gc3nz 274 10 takes take VBZ cord-194157-ak2gc3nz 274 11 the the DT cord-194157-ak2gc3nz 274 12 form form NN cord-194157-ak2gc3nz 274 13 ( ( -LRB- cord-194157-ak2gc3nz 274 14 S S NNP cord-194157-ak2gc3nz 274 15 , , , cord-194157-ak2gc3nz 274 16 ∅ ∅ NNP cord-194157-ak2gc3nz 274 17 , , , cord-194157-ak2gc3nz 274 18 V v NN cord-194157-ak2gc3nz 274 19 ( ( -LRB- cord-194157-ak2gc3nz 274 20 G g NN cord-194157-ak2gc3nz 274 21 ) ) -RRB- cord-194157-ak2gc3nz 274 22 \ \ NNP cord-194157-ak2gc3nz 274 23 S S NNP cord-194157-ak2gc3nz 274 24 ) ) -RRB- cord-194157-ak2gc3nz 274 25 . . . cord-194157-ak2gc3nz 275 1 Importantly importantly RB cord-194157-ak2gc3nz 275 2 , , , cord-194157-ak2gc3nz 275 3 { { -LRB- cord-194157-ak2gc3nz 275 4 M m NN cord-194157-ak2gc3nz 275 5 n n NNP cord-194157-ak2gc3nz 275 6 } } -RRB- cord-194157-ak2gc3nz 275 7 n≥0 n≥0 NNP cord-194157-ak2gc3nz 275 8 is be VBZ cord-194157-ak2gc3nz 275 9 a a DT cord-194157-ak2gc3nz 275 10 discrete discrete JJ cord-194157-ak2gc3nz 275 11 time time NN cord-194157-ak2gc3nz 275 12 Markov Markov NNP cord-194157-ak2gc3nz 275 13 chain chain NN cord-194157-ak2gc3nz 275 14 in in IN cord-194157-ak2gc3nz 275 15 which which WDT cord-194157-ak2gc3nz 275 16 , , , cord-194157-ak2gc3nz 275 17 conditioned condition VBN cord-194157-ak2gc3nz 275 18 on on IN cord-194157-ak2gc3nz 275 19 M M NNP cord-194157-ak2gc3nz 275 20 n n NNP cord-194157-ak2gc3nz 275 21 , , , cord-194157-ak2gc3nz 275 22 it -PRON- PRP cord-194157-ak2gc3nz 275 23 holds hold VBZ cord-194157-ak2gc3nz 275 24 that that IN cord-194157-ak2gc3nz 275 25 R r NN cord-194157-ak2gc3nz 275 26 n+1 n+1 NN cord-194157-ak2gc3nz 275 27 strictly strictly RB cord-194157-ak2gc3nz 275 28 contains contain VBZ cord-194157-ak2gc3nz 275 29 R R NNP cord-194157-ak2gc3nz 275 30 n n NN cord-194157-ak2gc3nz 275 31 with with IN cord-194157-ak2gc3nz 275 32 probability probability NN cord-194157-ak2gc3nz 276 1 µ|I µ|i NN cord-194157-ak2gc3nz 276 2 n n NN cord-194157-ak2gc3nz 276 3 | | NNP cord-194157-ak2gc3nz 276 4 λe(I λe(I NNP cord-194157-ak2gc3nz 276 5 n n NNP cord-194157-ak2gc3nz 276 6 , , , cord-194157-ak2gc3nz 276 7 S S NNP cord-194157-ak2gc3nz 276 8 n n NN cord-194157-ak2gc3nz 276 9 ) ) -RRB- cord-194157-ak2gc3nz 276 10 + + CC cord-194157-ak2gc3nz 277 1 µ|I µ|I NNP cord-194157-ak2gc3nz 277 2 n n NN cord-194157-ak2gc3nz 277 3 | | NNP cord-194157-ak2gc3nz 277 4 . . . cord-194157-ak2gc3nz 278 1 We -PRON- PRP cord-194157-ak2gc3nz 278 2 will will MD cord-194157-ak2gc3nz 278 3 consider consider VB cord-194157-ak2gc3nz 278 4 this this DT cord-194157-ak2gc3nz 278 5 process process NN cord-194157-ak2gc3nz 278 6 until until IN cord-194157-ak2gc3nz 278 7 the the DT cord-194157-ak2gc3nz 278 8 stopping stop VBG cord-194157-ak2gc3nz 278 9 time time NN cord-194157-ak2gc3nz 278 10 N n NN cord-194157-ak2gc3nz 278 11 : : : cord-194157-ak2gc3nz 278 12 = = NFP cord-194157-ak2gc3nz 279 1 inf{n inf{n NNP cord-194157-ak2gc3nz 279 2 : : : cord-194157-ak2gc3nz 280 1 e(I e(I NNP cord-194157-ak2gc3nz 280 2 n n NN cord-194157-ak2gc3nz 280 3 , , , cord-194157-ak2gc3nz 280 4 S S NNP cord-194157-ak2gc3nz 280 5 n n NN cord-194157-ak2gc3nz 280 6 ) ) -RRB- cord-194157-ak2gc3nz 280 7 = = SYM cord-194157-ak2gc3nz 280 8 0 0 CD cord-194157-ak2gc3nz 280 9 } } -RRB- cord-194157-ak2gc3nz 280 10 . . . cord-194157-ak2gc3nz 281 1 Specifically specifically RB cord-194157-ak2gc3nz 281 2 , , , cord-194157-ak2gc3nz 281 3 for for IN cord-194157-ak2gc3nz 281 4 each each DT cord-194157-ak2gc3nz 281 5 n n NN cord-194157-ak2gc3nz 281 6 ∈ ∈ NN cord-194157-ak2gc3nz 281 7 { { -LRB- cord-194157-ak2gc3nz 281 8 1 1 CD cord-194157-ak2gc3nz 281 9 , , , cord-194157-ak2gc3nz 281 10 . . . cord-194157-ak2gc3nz 281 11 . . . cord-194157-ak2gc3nz 281 12 . . . cord-194157-ak2gc3nz 282 1 , , , cord-194157-ak2gc3nz 282 2 N n LS cord-194157-ak2gc3nz 282 3 } } -RRB- cord-194157-ak2gc3nz 282 4 , , , cord-194157-ak2gc3nz 282 5 let let VBD cord-194157-ak2gc3nz 282 6 X x NN cord-194157-ak2gc3nz 282 7 n n NNP cord-194157-ak2gc3nz 282 8 indicate indicate VB cord-194157-ak2gc3nz 282 9 whether whether IN cord-194157-ak2gc3nz 282 10 the the DT cord-194157-ak2gc3nz 282 11 nth nth NNP cord-194157-ak2gc3nz 282 12 transition transition NN cord-194157-ak2gc3nz 282 13 recovers recover VBZ cord-194157-ak2gc3nz 282 14 a a DT cord-194157-ak2gc3nz 282 15 vertex vertex NN cord-194157-ak2gc3nz 282 16 , , , cord-194157-ak2gc3nz 282 17 i.e. i.e. FW cord-194157-ak2gc3nz 282 18 , , , cord-194157-ak2gc3nz 282 19 R r NN cord-194157-ak2gc3nz 282 20 n n NN cord-194157-ak2gc3nz 282 21 strictly strictly RB cord-194157-ak2gc3nz 282 22 contains contain VBZ cord-194157-ak2gc3nz 282 23 R r NN cord-194157-ak2gc3nz 282 24 n−1 n−1 NNS cord-194157-ak2gc3nz 282 25 . . . cord-194157-ak2gc3nz 283 1 For for IN cord-194157-ak2gc3nz 283 2 each each DT cord-194157-ak2gc3nz 283 3 n n NN cord-194157-ak2gc3nz 283 4 > > XX cord-194157-ak2gc3nz 283 5 N n CD cord-194157-ak2gc3nz 283 6 , , , cord-194157-ak2gc3nz 283 7 let let VB cord-194157-ak2gc3nz 283 8 X x NN cord-194157-ak2gc3nz 283 9 n n NN cord-194157-ak2gc3nz 283 10 be be VB cord-194157-ak2gc3nz 283 11 Bernoulli Bernoulli NNP cord-194157-ak2gc3nz 283 12 with with IN cord-194157-ak2gc3nz 283 13 success success NN cord-194157-ak2gc3nz 283 14 probability probability NN cord-194157-ak2gc3nz 283 15 µ µ NN cord-194157-ak2gc3nz 283 16 µ+λ µ+λ NN cord-194157-ak2gc3nz 283 17 , , , cord-194157-ak2gc3nz 283 18 all all DT cord-194157-ak2gc3nz 283 19 of of IN cord-194157-ak2gc3nz 283 20 which which WDT cord-194157-ak2gc3nz 283 21 are be VBP cord-194157-ak2gc3nz 283 22 independent independent JJ cord-194157-ak2gc3nz 283 23 of of IN cord-194157-ak2gc3nz 283 24 each each DT cord-194157-ak2gc3nz 283 25 other other JJ cord-194157-ak2gc3nz 283 26 and and CC cord-194157-ak2gc3nz 283 27 of of IN cord-194157-ak2gc3nz 283 28 M M NNP cord-194157-ak2gc3nz 283 29 N N NNP cord-194157-ak2gc3nz 283 30 . . . cord-194157-ak2gc3nz 284 1 Put Put NNP cord-194157-ak2gc3nz 284 2 M m NN cord-194157-ak2gc3nz 284 3 n n NN cord-194157-ak2gc3nz 285 1 : : : cord-194157-ak2gc3nz 285 2 = = SYM cord-194157-ak2gc3nz 285 3 M M NNP cord-194157-ak2gc3nz 285 4 min(n min(n NNP cord-194157-ak2gc3nz 285 5 , , , cord-194157-ak2gc3nz 285 6 N N NNP cord-194157-ak2gc3nz 285 7 ) ) -RRB- cord-194157-ak2gc3nz 285 8 . . . cord-194157-ak2gc3nz 286 1 Let let VB cord-194157-ak2gc3nz 286 2 P p NN cord-194157-ak2gc3nz 286 3 n n CC cord-194157-ak2gc3nz 286 4 denote denote VB cord-194157-ak2gc3nz 286 5 the the DT cord-194157-ak2gc3nz 286 6 ( ( -LRB- cord-194157-ak2gc3nz 286 7 random random JJ cord-194157-ak2gc3nz 286 8 ) ) -RRB- cord-194157-ak2gc3nz 286 9 probability probability NN cord-194157-ak2gc3nz 286 10 measure measure NN cord-194157-ak2gc3nz 286 11 conditioned condition VBN cord-194157-ak2gc3nz 286 12 on on IN cord-194157-ak2gc3nz 286 13 the the DT cord-194157-ak2gc3nz 286 14 state state NN cord-194157-ak2gc3nz 286 15 history history NN cord-194157-ak2gc3nz 286 16 { { -LRB- cord-194157-ak2gc3nz 286 17 M M NNP cord-194157-ak2gc3nz 286 18 j j NNP cord-194157-ak2gc3nz 286 19 } } -RRB- cord-194157-ak2gc3nz 286 20 n n CC cord-194157-ak2gc3nz 286 21 j=0 j=0 NNS cord-194157-ak2gc3nz 286 22 . . . cord-194157-ak2gc3nz 287 1 Notice notice VB cord-194157-ak2gc3nz 287 2 that that IN cord-194157-ak2gc3nz 287 3 in in IN cord-194157-ak2gc3nz 287 4 the the DT cord-194157-ak2gc3nz 287 5 event event NN cord-194157-ak2gc3nz 287 6 { { -LRB- cord-194157-ak2gc3nz 287 7 n n NN cord-194157-ak2gc3nz 287 8 < < XX cord-194157-ak2gc3nz 287 9 N N NNP cord-194157-ak2gc3nz 287 10 } } -RRB- cord-194157-ak2gc3nz 287 11 , , , cord-194157-ak2gc3nz 287 12 we -PRON- PRP cord-194157-ak2gc3nz 287 13 have have VBP cord-194157-ak2gc3nz 287 14 the the DT cord-194157-ak2gc3nz 287 15 bound bind VBN cord-194157-ak2gc3nz 287 16 P p NN cord-194157-ak2gc3nz 287 17 n n NN cord-194157-ak2gc3nz 287 18 { { -LRB- cord-194157-ak2gc3nz 287 19 X x NN cord-194157-ak2gc3nz 287 20 n+1 n+1 NN cord-194157-ak2gc3nz 287 21 = = SYM cord-194157-ak2gc3nz 287 22 1 1 CD cord-194157-ak2gc3nz 287 23 } } -RRB- cord-194157-ak2gc3nz 288 1 = = NFP cord-194157-ak2gc3nz 289 1 P{X P{X NNP cord-194157-ak2gc3nz 289 2 n+1 n+1 NN cord-194157-ak2gc3nz 289 3 = = . cord-194157-ak2gc3nz 290 1 1|M 1|M NNP cord-194157-ak2gc3nz 290 2 n n NNP cord-194157-ak2gc3nz 290 3 } } -RRB- cord-194157-ak2gc3nz 290 4 = = . cord-194157-ak2gc3nz 291 1 µ|I µ|i NN cord-194157-ak2gc3nz 292 1 n n NNP cord-194157-ak2gc3nz 292 2 | | NNP cord-194157-ak2gc3nz 292 3 λe(I λe(I NNP cord-194157-ak2gc3nz 292 4 n n NNP cord-194157-ak2gc3nz 292 5 , , , cord-194157-ak2gc3nz 292 6 S S NNP cord-194157-ak2gc3nz 292 7 n n NN cord-194157-ak2gc3nz 292 8 ) ) -RRB- cord-194157-ak2gc3nz 292 9 + + CC cord-194157-ak2gc3nz 292 10 µ|I µ|i NN cord-194157-ak2gc3nz 292 11 n n NN cord-194157-ak2gc3nz 292 12 | | NNP cord-194157-ak2gc3nz 292 13 ≤ ≤ NN cord-194157-ak2gc3nz 292 14 µ µ NN cord-194157-ak2gc3nz 292 15 µ µ NN cord-194157-ak2gc3nz 292 16 + + CC cord-194157-ak2gc3nz 292 17 λ λ NN cord-194157-ak2gc3nz 292 18 almost almost RB cord-194157-ak2gc3nz 292 19 surely surely RB cord-194157-ak2gc3nz 292 20 . . . cord-194157-ak2gc3nz 293 1 Meanwhile meanwhile RB cord-194157-ak2gc3nz 293 2 , , , cord-194157-ak2gc3nz 293 3 in in IN cord-194157-ak2gc3nz 293 4 the the DT cord-194157-ak2gc3nz 293 5 complementary complementary JJ cord-194157-ak2gc3nz 293 6 event event NN cord-194157-ak2gc3nz 293 7 { { -LRB- cord-194157-ak2gc3nz 293 8 n n NNP cord-194157-ak2gc3nz 293 9 ≥ ≥ NNP cord-194157-ak2gc3nz 293 10 N N NNP cord-194157-ak2gc3nz 293 11 } } -RRB- cord-194157-ak2gc3nz 293 12 , , , cord-194157-ak2gc3nz 293 13 X X NNP cord-194157-ak2gc3nz 293 14 n+1 n+1 NN cord-194157-ak2gc3nz 293 15 is be VBZ cord-194157-ak2gc3nz 293 16 Bernoulli Bernoulli NNP cord-194157-ak2gc3nz 293 17 with with IN cord-194157-ak2gc3nz 293 18 success success NN cord-194157-ak2gc3nz 293 19 probability probability NN cord-194157-ak2gc3nz 293 20 λ λ NN cord-194157-ak2gc3nz 293 21 µ+λ µ+λ NN cord-194157-ak2gc3nz 293 22 and and CC cord-194157-ak2gc3nz 293 23 independent independent NN cord-194157-ak2gc3nz 293 24 of of IN cord-194157-ak2gc3nz 293 25 M M NNP cord-194157-ak2gc3nz 293 26 n n NNP cord-194157-ak2gc3nz 293 27 , , , cord-194157-ak2gc3nz 293 28 and and CC cord-194157-ak2gc3nz 293 29 so so RB cord-194157-ak2gc3nz 293 30 P p NN cord-194157-ak2gc3nz 293 31 n n NN cord-194157-ak2gc3nz 293 32 { { -LRB- cord-194157-ak2gc3nz 293 33 X x NN cord-194157-ak2gc3nz 293 34 n+1 n+1 NN cord-194157-ak2gc3nz 293 35 = = SYM cord-194157-ak2gc3nz 293 36 1 1 CD cord-194157-ak2gc3nz 293 37 } } -RRB- cord-194157-ak2gc3nz 294 1 = = NFP cord-194157-ak2gc3nz 295 1 P{X P{X NNP cord-194157-ak2gc3nz 295 2 n+1 n+1 NN cord-194157-ak2gc3nz 295 3 = = . cord-194157-ak2gc3nz 296 1 1|M 1|M NNP cord-194157-ak2gc3nz 296 2 n n NNP cord-194157-ak2gc3nz 296 3 } } -RRB- cord-194157-ak2gc3nz 296 4 = = . cord-194157-ak2gc3nz 297 1 P{X P{X NNP cord-194157-ak2gc3nz 298 1 n+1 n+1 NN cord-194157-ak2gc3nz 298 2 = = . cord-194157-ak2gc3nz 299 1 1 1 LS cord-194157-ak2gc3nz 299 2 } } -RRB- cord-194157-ak2gc3nz 299 3 = = . cord-194157-ak2gc3nz 300 1 µ µ LS cord-194157-ak2gc3nz 300 2 µ µ NN cord-194157-ak2gc3nz 300 3 + + CC cord-194157-ak2gc3nz 300 4 λ λ NN cord-194157-ak2gc3nz 300 5 almost almost RB cord-194157-ak2gc3nz 300 6 surely surely RB cord-194157-ak2gc3nz 300 7 . . . cord-194157-ak2gc3nz 301 1 Overall overall RB cord-194157-ak2gc3nz 301 2 , , , cord-194157-ak2gc3nz 301 3 P p NN cord-194157-ak2gc3nz 301 4 n n NN cord-194157-ak2gc3nz 301 5 { { -LRB- cord-194157-ak2gc3nz 301 6 X x NN cord-194157-ak2gc3nz 301 7 n+1 n+1 NN cord-194157-ak2gc3nz 301 8 = = SYM cord-194157-ak2gc3nz 301 9 1 1 CD cord-194157-ak2gc3nz 301 10 } } -RRB- cord-194157-ak2gc3nz 301 11 ≤ ≤ VBZ cord-194157-ak2gc3nz 301 12 µ µ NN cord-194157-ak2gc3nz 301 13 µ+λ µ+λ NN cord-194157-ak2gc3nz 301 14 almost almost RB cord-194157-ak2gc3nz 301 15 surely surely RB cord-194157-ak2gc3nz 301 16 . . . cord-194157-ak2gc3nz 302 1 Next next RB cord-194157-ak2gc3nz 302 2 , , , cord-194157-ak2gc3nz 302 3 let let VB cord-194157-ak2gc3nz 302 4 J J NNP cord-194157-ak2gc3nz 302 5 denote denote VB cord-194157-ak2gc3nz 302 6 a a DT cord-194157-ak2gc3nz 302 7 set set NN cord-194157-ak2gc3nz 302 8 of of IN cord-194157-ak2gc3nz 302 9 positive positive JJ cord-194157-ak2gc3nz 302 10 integers integer NNS cord-194157-ak2gc3nz 302 11 j j NNP cord-194157-ak2gc3nz 302 12 1 1 CD cord-194157-ak2gc3nz 302 13 < < XX cord-194157-ak2gc3nz 302 14 · · NFP cord-194157-ak2gc3nz 302 15 · · NFP cord-194157-ak2gc3nz 302 16 · · NFP cord-194157-ak2gc3nz 302 17 < < XX cord-194157-ak2gc3nz 303 1 j j NNP cord-194157-ak2gc3nz 303 2 m m NNP cord-194157-ak2gc3nz 303 3 . . . cord-194157-ak2gc3nz 304 1 Then then RB cord-194157-ak2gc3nz 304 2 the the DT cord-194157-ak2gc3nz 304 3 law law NN cord-194157-ak2gc3nz 304 4 of of IN cord-194157-ak2gc3nz 304 5 total total JJ cord-194157-ak2gc3nz 304 6 probability probability NN cord-194157-ak2gc3nz 304 7 gives give VBZ cord-194157-ak2gc3nz 304 8 Next Next NNP cord-194157-ak2gc3nz 304 9 , , , cord-194157-ak2gc3nz 304 10 P p NN cord-194157-ak2gc3nz 304 11 jm−1 jm−1 NNP cord-194157-ak2gc3nz 305 1 { { -LRB- cord-194157-ak2gc3nz 305 2 X x NN cord-194157-ak2gc3nz 305 3 j j NN cord-194157-ak2gc3nz 305 4 = = SYM cord-194157-ak2gc3nz 305 5 1 1 CD cord-194157-ak2gc3nz 305 6 ∀j ∀j NNP cord-194157-ak2gc3nz 305 7 ∈ ∈ NNP cord-194157-ak2gc3nz 305 8 J J NNP cord-194157-ak2gc3nz 305 9 \ \ NNP cord-194157-ak2gc3nz 305 10 { { -LRB- cord-194157-ak2gc3nz 305 11 j j NNP cord-194157-ak2gc3nz 305 12 m m NNP cord-194157-ak2gc3nz 305 13 } } -RRB- cord-194157-ak2gc3nz 305 14 } } -RRB- cord-194157-ak2gc3nz 305 15 ∈ ∈ VB cord-194157-ak2gc3nz 305 16 { { -LRB- cord-194157-ak2gc3nz 305 17 0 0 CD cord-194157-ak2gc3nz 305 18 , , , cord-194157-ak2gc3nz 305 19 1 1 CD cord-194157-ak2gc3nz 305 20 } } -RRB- cord-194157-ak2gc3nz 305 21 , , , cord-194157-ak2gc3nz 305 22 and and CC cord-194157-ak2gc3nz 305 23 so so RB cord-194157-ak2gc3nz 305 24 Take take VB cord-194157-ak2gc3nz 305 25 expectations expectation NNS cord-194157-ak2gc3nz 305 26 of of IN cord-194157-ak2gc3nz 305 27 both both DT cord-194157-ak2gc3nz 305 28 sides side NNS cord-194157-ak2gc3nz 305 29 and and CC cord-194157-ak2gc3nz 305 30 apply apply VBP cord-194157-ak2gc3nz 305 31 induction induction NN cord-194157-ak2gc3nz 305 32 to to TO cord-194157-ak2gc3nz 305 33 get get VB cord-194157-ak2gc3nz 305 34 Next Next NNP cord-194157-ak2gc3nz 305 35 , , , cord-194157-ak2gc3nz 305 36 let let VB cord-194157-ak2gc3nz 305 37 N n CD cord-194157-ak2gc3nz 305 38 0 0 CD cord-194157-ak2gc3nz 305 39 denote denote VB cord-194157-ak2gc3nz 305 40 the the DT cord-194157-ak2gc3nz 305 41 number number NN cord-194157-ak2gc3nz 305 42 of of IN cord-194157-ak2gc3nz 305 43 transitions transition NNS cord-194157-ak2gc3nz 305 44 that that WDT cord-194157-ak2gc3nz 305 45 have have VBP cord-194157-ak2gc3nz 305 46 occurred occur VBN cord-194157-ak2gc3nz 305 47 by by IN cord-194157-ak2gc3nz 305 48 time time NN cord-194157-ak2gc3nz 305 49 t t NN cord-194157-ak2gc3nz 305 50 0 0 CD cord-194157-ak2gc3nz 305 51 . . . cord-194157-ak2gc3nz 306 1 In in IN cord-194157-ak2gc3nz 306 2 the the DT cord-194157-ak2gc3nz 306 3 event event NN cord-194157-ak2gc3nz 306 4 A a DT cord-194157-ak2gc3nz 306 5 t t NN cord-194157-ak2gc3nz 306 6 0 0 CD cord-194157-ak2gc3nz 306 7 , , , cord-194157-ak2gc3nz 306 8 it -PRON- PRP cord-194157-ak2gc3nz 306 9 holds hold VBZ cord-194157-ak2gc3nz 306 10 that that IN cord-194157-ak2gc3nz 306 11 N n NN cord-194157-ak2gc3nz 306 12 0 0 CD cord-194157-ak2gc3nz 306 13 < < XX cord-194157-ak2gc3nz 306 14 N N NNP cord-194157-ak2gc3nz 306 15 , , , cord-194157-ak2gc3nz 306 16 and and CC cord-194157-ak2gc3nz 306 17 so so RB cord-194157-ak2gc3nz 306 18 |R(t |r(t JJ cord-194157-ak2gc3nz 306 19 0 0 NFP cord-194157-ak2gc3nz 306 20 ) ) -RRB- cord-194157-ak2gc3nz 307 1 | | NNP cord-194157-ak2gc3nz 308 1 = = SYM cord-194157-ak2gc3nz 308 2 N n NN cord-194157-ak2gc3nz 308 3 0 0 CD cord-194157-ak2gc3nz 309 1 j=1 j=1 NNP cord-194157-ak2gc3nz 309 2 X X NNP cord-194157-ak2gc3nz 309 3 j j NNP cord-194157-ak2gc3nz 309 4 . . . cord-194157-ak2gc3nz 310 1 Also also RB cord-194157-ak2gc3nz 310 2 , , , cord-194157-ak2gc3nz 310 3 we -PRON- PRP cord-194157-ak2gc3nz 310 4 have have VBP cord-194157-ak2gc3nz 310 5 N n CD cord-194157-ak2gc3nz 310 6 0 0 CD cord-194157-ak2gc3nz 310 7 ≤ ≤ NNP cord-194157-ak2gc3nz 310 8 2|U 2|u NN cord-194157-ak2gc3nz 310 9 ( ( -LRB- cord-194157-ak2gc3nz 310 10 t t NN cord-194157-ak2gc3nz 310 11 0 0 CD cord-194157-ak2gc3nz 310 12 ) ) -RRB- cord-194157-ak2gc3nz 310 13 | | NNS cord-194157-ak2gc3nz 310 14 . . . cord-194157-ak2gc3nz 311 1 As as IN cord-194157-ak2gc3nz 311 2 such such JJ cord-194157-ak2gc3nz 311 3 , , , cord-194157-ak2gc3nz 311 4 µ+λ µ+λ '' cord-194157-ak2gc3nz 311 5 . . . cord-194157-ak2gc3nz 312 1 This this DT cord-194157-ak2gc3nz 312 2 then then RB cord-194157-ak2gc3nz 312 3 gives give VBZ cord-194157-ak2gc3nz 312 4 Overall Overall NNP cord-194157-ak2gc3nz 312 5 , , , cord-194157-ak2gc3nz 313 1 Lemma Lemma NNP cord-194157-ak2gc3nz 313 2 12 12 CD cord-194157-ak2gc3nz 313 3 gives give VBZ cord-194157-ak2gc3nz 313 4 that that IN cord-194157-ak2gc3nz 313 5 the the DT cord-194157-ak2gc3nz 313 6 first first JJ cord-194157-ak2gc3nz 313 7 term term NN cord-194157-ak2gc3nz 313 8 in in IN cord-194157-ak2gc3nz 313 9 ( ( -LRB- cord-194157-ak2gc3nz 313 10 9 9 CD cord-194157-ak2gc3nz 313 11 ) ) -RRB- cord-194157-ak2gc3nz 313 12 is be VBZ cord-194157-ak2gc3nz 313 13 o(1 o(1 NNP cord-194157-ak2gc3nz 313 14 ) ) -RRB- cord-194157-ak2gc3nz 313 15 . . . cord-194157-ak2gc3nz 314 1 It -PRON- PRP cord-194157-ak2gc3nz 314 2 remains remain VBZ cord-194157-ak2gc3nz 314 3 to to TO cord-194157-ak2gc3nz 314 4 bound bind VBN cord-194157-ak2gc3nz 314 5 to to IN cord-194157-ak2gc3nz 314 6 second second JJ cord-194157-ak2gc3nz 314 7 term term NN cord-194157-ak2gc3nz 314 8 in in IN cord-194157-ak2gc3nz 314 9 ( ( -LRB- cord-194157-ak2gc3nz 314 10 9 9 CD cord-194157-ak2gc3nz 314 11 ) ) -RRB- cord-194157-ak2gc3nz 314 12 . . . cord-194157-ak2gc3nz 315 1 To to TO cord-194157-ak2gc3nz 315 2 do do VB cord-194157-ak2gc3nz 315 3 so so RB cord-194157-ak2gc3nz 315 4 , , , cord-194157-ak2gc3nz 315 5 we -PRON- PRP cord-194157-ak2gc3nz 315 6 restrict restrict VBP cord-194157-ak2gc3nz 315 7 to to IN cord-194157-ak2gc3nz 315 8 the the DT cord-194157-ak2gc3nz 315 9 event event NN cord-194157-ak2gc3nz 315 10 E e NN cord-194157-ak2gc3nz 315 11 0 0 CD cord-194157-ak2gc3nz 316 1 ∩ ∩ NN cord-194157-ak2gc3nz 316 2 E e NN cord-194157-ak2gc3nz 316 3 1 1 CD cord-194157-ak2gc3nz 317 1 ∩ ∩ NN cord-194157-ak2gc3nz 317 2 E e NN cord-194157-ak2gc3nz 317 3 2 2 CD cord-194157-ak2gc3nz 318 1 ∩ ∩ UH cord-194157-ak2gc3nz 318 2 B B NNP cord-194157-ak2gc3nz 318 3 t t NN cord-194157-ak2gc3nz 318 4 0 0 CD cord-194157-ak2gc3nz 318 5 and and CC cord-194157-ak2gc3nz 318 6 argue argue VBP cord-194157-ak2gc3nz 318 7 that that IN cord-194157-ak2gc3nz 318 8 F F NNP cord-194157-ak2gc3nz 318 9 occurs occur VBZ cord-194157-ak2gc3nz 318 10 with with IN cord-194157-ak2gc3nz 318 11 probability probability NN cord-194157-ak2gc3nz 318 12 o(1 o(1 NNP cord-194157-ak2gc3nz 318 13 ) ) -RRB- cord-194157-ak2gc3nz 318 14 . . . cord-194157-ak2gc3nz 319 1 We -PRON- PRP cord-194157-ak2gc3nz 319 2 adopt adopt VBP cord-194157-ak2gc3nz 319 3 the the DT cord-194157-ak2gc3nz 319 4 notation notation NN cord-194157-ak2gc3nz 319 5 from from IN cord-194157-ak2gc3nz 319 6 Lemma Lemma NNP cord-194157-ak2gc3nz 319 7 6 6 CD cord-194157-ak2gc3nz 319 8 and and CC cord-194157-ak2gc3nz 319 9 Algorithm Algorithm NNP cord-194157-ak2gc3nz 319 10 1 1 CD cord-194157-ak2gc3nz 319 11 . . . cord-194157-ak2gc3nz 320 1 Since since IN cord-194157-ak2gc3nz 320 2 B(r B(r NNS cord-194157-ak2gc3nz 320 3 ) ) -RRB- cord-194157-ak2gc3nz 320 4 is be VBZ cord-194157-ak2gc3nz 320 5 a a DT cord-194157-ak2gc3nz 320 6 tree tree NN cord-194157-ak2gc3nz 320 7 , , , cord-194157-ak2gc3nz 320 8 A a DT cord-194157-ak2gc3nz 320 9 consists consists NN cord-194157-ak2gc3nz 320 10 of of IN cord-194157-ak2gc3nz 320 11 the the DT cord-194157-ak2gc3nz 320 12 vertices vertex NNS cord-194157-ak2gc3nz 320 13 in in IN cord-194157-ak2gc3nz 320 14 U U NNP cord-194157-ak2gc3nz 320 15 ( ( -LRB- cord-194157-ak2gc3nz 320 16 t t NN cord-194157-ak2gc3nz 320 17 0 0 CD cord-194157-ak2gc3nz 320 18 ) ) -RRB- cord-194157-ak2gc3nz 320 19 that that WDT cord-194157-ak2gc3nz 320 20 have have VBP cord-194157-ak2gc3nz 320 21 a a DT cord-194157-ak2gc3nz 320 22 neighbor neighbor NN cord-194157-ak2gc3nz 320 23 in in IN cord-194157-ak2gc3nz 320 24 S(t S(t NNP cord-194157-ak2gc3nz 320 25 0 0 CD cord-194157-ak2gc3nz 320 26 ) ) -RRB- cord-194157-ak2gc3nz 320 27 , , , cord-194157-ak2gc3nz 320 28 while while IN cord-194157-ak2gc3nz 320 29 A a DT cord-194157-ak2gc3nz 320 30 I i NN cord-194157-ak2gc3nz 320 31 = = NFP cord-194157-ak2gc3nz 321 1 A a DT cord-194157-ak2gc3nz 321 2 ∩ ∩ NN cord-194157-ak2gc3nz 321 3 I(t I(t NNP cord-194157-ak2gc3nz 321 4 0 0 CD cord-194157-ak2gc3nz 321 5 ) ) -RRB- cord-194157-ak2gc3nz 321 6 . . . cord-194157-ak2gc3nz 322 1 For for IN cord-194157-ak2gc3nz 322 2 every every DT cord-194157-ak2gc3nz 322 3 a a DT cord-194157-ak2gc3nz 322 4 ∈ ∈ NN cord-194157-ak2gc3nz 322 5 A a NN cord-194157-ak2gc3nz 322 6 \ \ NN cord-194157-ak2gc3nz 322 7 A a NN cord-194157-ak2gc3nz 322 8 I i NN cord-194157-ak2gc3nz 322 9 ⊆ ⊆ NN cord-194157-ak2gc3nz 322 10 R(t r(t NN cord-194157-ak2gc3nz 322 11 0 0 CD cord-194157-ak2gc3nz 322 12 ) ) -RRB- cord-194157-ak2gc3nz 322 13 , , , cord-194157-ak2gc3nz 322 14 since since IN cord-194157-ak2gc3nz 322 15 a a DT cord-194157-ak2gc3nz 322 16 can can MD cord-194157-ak2gc3nz 322 17 not not RB cord-194157-ak2gc3nz 322 18 infect infect VB cord-194157-ak2gc3nz 322 19 b(a b(a NNP cord-194157-ak2gc3nz 322 20 ) ) -RRB- cord-194157-ak2gc3nz 322 21 , , , cord-194157-ak2gc3nz 322 22 it -PRON- PRP cord-194157-ak2gc3nz 322 23 holds hold VBZ cord-194157-ak2gc3nz 322 24 that that IN cord-194157-ak2gc3nz 322 25 Z z NN cord-194157-ak2gc3nz 322 26 a a NN cord-194157-ak2gc3nz 322 27 = = SYM cord-194157-ak2gc3nz 322 28 τ τ NN cord-194157-ak2gc3nz 322 29 . . . cord-194157-ak2gc3nz 323 1 It -PRON- PRP cord-194157-ak2gc3nz 323 2 follows follow VBZ cord-194157-ak2gc3nz 323 3 that that IN cord-194157-ak2gc3nz 323 4 Q q NN cord-194157-ak2gc3nz 323 5 = = NN cord-194157-ak2gc3nz 323 6 Q Q NNP cord-194157-ak2gc3nz 323 7 I I NNP cord-194157-ak2gc3nz 323 8 and and CC cord-194157-ak2gc3nz 323 9 P p NN cord-194157-ak2gc3nz 323 10 = = SYM cord-194157-ak2gc3nz 323 11 |A |a CD cord-194157-ak2gc3nz 324 1 I -PRON- PRP cord-194157-ak2gc3nz 324 2 | | NNP cord-194157-ak2gc3nz 325 1 |A| |A| NFP cord-194157-ak2gc3nz 325 2 P p NN cord-194157-ak2gc3nz 325 3 I i NN cord-194157-ak2gc3nz 325 4 , , , cord-194157-ak2gc3nz 325 5 and and CC cord-194157-ak2gc3nz 325 6 sô sô DT cord-194157-ak2gc3nz 325 7 λ λ NN cord-194157-ak2gc3nz 325 8 λ λ NN cord-194157-ak2gc3nz 325 9 I i NN cord-194157-ak2gc3nz 325 10 = = NFP cord-194157-ak2gc3nz 326 1 P p NN cord-194157-ak2gc3nz 326 2 P p NN cord-194157-ak2gc3nz 326 3 I i NN cord-194157-ak2gc3nz 327 1 = = NFP cord-194157-ak2gc3nz 328 1 |A |a CD cord-194157-ak2gc3nz 329 1 I -PRON- PRP cord-194157-ak2gc3nz 329 2 | | NNP cord-194157-ak2gc3nz 329 3 |A| |A| NNP cord-194157-ak2gc3nz 329 4 , , , cord-194157-ak2gc3nz 330 1 μ μ NN cord-194157-ak2gc3nz 331 1 µ µ UH cord-194157-ak2gc3nz 331 2 I i NN cord-194157-ak2gc3nz 331 3 = = SYM cord-194157-ak2gc3nz 331 4 1 1 CD cord-194157-ak2gc3nz 331 5 − − NN cord-194157-ak2gc3nz 331 6 P p NN cord-194157-ak2gc3nz 331 7 1 1 CD cord-194157-ak2gc3nz 331 8 − − NN cord-194157-ak2gc3nz 332 1 P p NN cord-194157-ak2gc3nz 333 1 I -PRON- PRP cord-194157-ak2gc3nz 333 2 = = VBZ cord-194157-ak2gc3nz 333 3 1 1 CD cord-194157-ak2gc3nz 333 4 − − NN cord-194157-ak2gc3nz 333 5 |A |a CD cord-194157-ak2gc3nz 334 1 I -PRON- PRP cord-194157-ak2gc3nz 334 2 | | NNP cord-194157-ak2gc3nz 334 3 |A| |a| XX cord-194157-ak2gc3nz 335 1 P p NN cord-194157-ak2gc3nz 336 1 I -PRON- PRP cord-194157-ak2gc3nz 337 1 1 1 LS cord-194157-ak2gc3nz 337 2 − − NN cord-194157-ak2gc3nz 337 3 P p NN cord-194157-ak2gc3nz 338 1 I -PRON- PRP cord-194157-ak2gc3nz 338 2 = = NFP cord-194157-ak2gc3nz 339 1 1 1 LS cord-194157-ak2gc3nz 339 2 + + CC cord-194157-ak2gc3nz 340 1 1 1 LS cord-194157-ak2gc3nz 340 2 − − NN cord-194157-ak2gc3nz 341 1 |A |a CD cord-194157-ak2gc3nz 342 1 I -PRON- PRP cord-194157-ak2gc3nz 342 2 | | NNP cord-194157-ak2gc3nz 343 1 |A| |a| UH cord-194157-ak2gc3nz 343 2 · · NFP cord-194157-ak2gc3nz 343 3 P p NN cord-194157-ak2gc3nz 344 1 I -PRON- PRP cord-194157-ak2gc3nz 345 1 1 1 LS cord-194157-ak2gc3nz 345 2 − − NN cord-194157-ak2gc3nz 345 3 P p NN cord-194157-ak2gc3nz 345 4 I i NN cord-194157-ak2gc3nz 345 5 . . . cord-194157-ak2gc3nz 346 1 As as IN cord-194157-ak2gc3nz 346 2 such such JJ cord-194157-ak2gc3nz 346 3 , , , cord-194157-ak2gc3nz 346 4 λ λ NN cord-194157-ak2gc3nz 346 5 λ λ NN cord-194157-ak2gc3nz 346 6 I i NN cord-194157-ak2gc3nz 346 7 ≤ ≤ NNP cord-194157-ak2gc3nz 346 8 1 1 CD cord-194157-ak2gc3nz 346 9 andμ andμ NNP cord-194157-ak2gc3nz 346 10 µ µ NNP cord-194157-ak2gc3nz 346 11 I i NN cord-194157-ak2gc3nz 346 12 ≥ ≥ CD cord-194157-ak2gc3nz 346 13 1 1 CD cord-194157-ak2gc3nz 346 14 . . . cord-194157-ak2gc3nz 347 1 To to TO cord-194157-ak2gc3nz 347 2 obtain obtain VB cord-194157-ak2gc3nz 347 3 bounds bound NNS cord-194157-ak2gc3nz 347 4 in in IN cord-194157-ak2gc3nz 347 5 the the DT cord-194157-ak2gc3nz 347 6 other other JJ cord-194157-ak2gc3nz 347 7 directions direction NNS cord-194157-ak2gc3nz 347 8 , , , cord-194157-ak2gc3nz 347 9 we -PRON- PRP cord-194157-ak2gc3nz 347 10 require require VBP cord-194157-ak2gc3nz 347 11 a a DT cord-194157-ak2gc3nz 347 12 lemma lemma NN cord-194157-ak2gc3nz 347 13 : : : cord-194157-ak2gc3nz 347 14 _SP cord-194157-ak2gc3nz 348 1 In in IN cord-194157-ak2gc3nz 348 2 this this DT cord-194157-ak2gc3nz 348 3 paper paper NN cord-194157-ak2gc3nz 348 4 , , , cord-194157-ak2gc3nz 348 5 we -PRON- PRP cord-194157-ak2gc3nz 348 6 introduced introduce VBD cord-194157-ak2gc3nz 348 7 a a DT cord-194157-ak2gc3nz 348 8 simple simple JJ cord-194157-ak2gc3nz 348 9 algorithm algorithm NN cord-194157-ak2gc3nz 348 10 to to TO cord-194157-ak2gc3nz 348 11 estimate estimate VB cord-194157-ak2gc3nz 348 12 SIR SIR NNP cord-194157-ak2gc3nz 348 13 parameters parameter NNS cord-194157-ak2gc3nz 348 14 from from IN cord-194157-ak2gc3nz 348 15 early early JJ cord-194157-ak2gc3nz 348 16 infections infection NNS cord-194157-ak2gc3nz 348 17 . . . cord-194157-ak2gc3nz 349 1 There there EX cord-194157-ak2gc3nz 349 2 are be VBP cord-194157-ak2gc3nz 349 3 many many JJ cord-194157-ak2gc3nz 349 4 interesting interesting JJ cord-194157-ak2gc3nz 349 5 directions direction NNS cord-194157-ak2gc3nz 349 6 for for IN cord-194157-ak2gc3nz 349 7 future future JJ cord-194157-ak2gc3nz 349 8 work work NN cord-194157-ak2gc3nz 349 9 . . . cord-194157-ak2gc3nz 350 1 First first RB cord-194157-ak2gc3nz 350 2 , , , cord-194157-ak2gc3nz 350 3 we -PRON- PRP cord-194157-ak2gc3nz 350 4 do do VBP cord-194157-ak2gc3nz 350 5 not not RB cord-194157-ak2gc3nz 350 6 believe believe VB cord-194157-ak2gc3nz 350 7 that that IN cord-194157-ak2gc3nz 350 8 Theorem theorem NN cord-194157-ak2gc3nz 350 9 7 7 CD cord-194157-ak2gc3nz 350 10 captures capture VBZ cord-194157-ak2gc3nz 350 11 the the DT cord-194157-ak2gc3nz 350 12 true true JJ cord-194157-ak2gc3nz 350 13 performance performance NN cord-194157-ak2gc3nz 350 14 of of IN cord-194157-ak2gc3nz 350 15 Algorithm algorithm NN cord-194157-ak2gc3nz 350 16 1 1 CD cord-194157-ak2gc3nz 350 17 , , , cord-194157-ak2gc3nz 350 18 especially especially RB cord-194157-ak2gc3nz 350 19 in in IN cord-194157-ak2gc3nz 350 20 light light NN cord-194157-ak2gc3nz 350 21 of of IN cord-194157-ak2gc3nz 350 22 Figure figure NN cord-194157-ak2gc3nz 350 23 1 1 CD cord-194157-ak2gc3nz 350 24 , , , cord-194157-ak2gc3nz 350 25 and and CC cord-194157-ak2gc3nz 350 26 this this DT cord-194157-ak2gc3nz 350 27 warrants warrant VBZ cord-194157-ak2gc3nz 350 28 further further JJ cord-194157-ak2gc3nz 350 29 investigation investigation NN cord-194157-ak2gc3nz 350 30 . . . cord-194157-ak2gc3nz 351 1 Next next RB cord-194157-ak2gc3nz 351 2 , , , cord-194157-ak2gc3nz 351 3 it -PRON- PRP cord-194157-ak2gc3nz 351 4 would would MD cord-194157-ak2gc3nz 351 5 be be VB cord-194157-ak2gc3nz 351 6 interesting interesting JJ cord-194157-ak2gc3nz 351 7 to to TO cord-194157-ak2gc3nz 351 8 consider consider VB cord-194157-ak2gc3nz 351 9 other other JJ cord-194157-ak2gc3nz 351 10 types type NNS cord-194157-ak2gc3nz 351 11 of of IN cord-194157-ak2gc3nz 351 12 estimators estimator NNS cord-194157-ak2gc3nz 351 13 . . . cord-194157-ak2gc3nz 352 1 Notice notice VB cord-194157-ak2gc3nz 352 2 that that IN cord-194157-ak2gc3nz 352 3 since since IN cord-194157-ak2gc3nz 352 4 Algorithm algorithm NN cord-194157-ak2gc3nz 352 5 1 1 CD cord-194157-ak2gc3nz 352 6 explicitly explicitly RB cord-194157-ak2gc3nz 352 7 makes make VBZ cord-194157-ak2gc3nz 352 8 use use NN cord-194157-ak2gc3nz 352 9 of of IN cord-194157-ak2gc3nz 352 10 certain certain JJ cord-194157-ak2gc3nz 352 11 properties property NNS cord-194157-ak2gc3nz 352 12 of of IN cord-194157-ak2gc3nz 352 13 the the DT cord-194157-ak2gc3nz 352 14 underlying underlie VBG cord-194157-ak2gc3nz 352 15 graph graph NN cord-194157-ak2gc3nz 352 16 , , , cord-194157-ak2gc3nz 352 17 it -PRON- PRP cord-194157-ak2gc3nz 352 18 is be VBZ cord-194157-ak2gc3nz 352 19 clear clear JJ cord-194157-ak2gc3nz 352 20 why why WRB cord-194157-ak2gc3nz 352 21 it -PRON- PRP cord-194157-ak2gc3nz 352 22 fails fail VBZ cord-194157-ak2gc3nz 352 23 for for IN cord-194157-ak2gc3nz 352 24 the the DT cord-194157-ak2gc3nz 352 25 complete complete JJ cord-194157-ak2gc3nz 352 26 graph graph NN cord-194157-ak2gc3nz 352 27 . . . cord-194157-ak2gc3nz 353 1 Does do VBZ cord-194157-ak2gc3nz 353 2 the the DT cord-194157-ak2gc3nz 353 3 behavior behavior NN cord-194157-ak2gc3nz 353 4 of of IN cord-194157-ak2gc3nz 353 5 the the DT cord-194157-ak2gc3nz 353 6 maximum maximum JJ cord-194157-ak2gc3nz 353 7 likelihood likelihood NN cord-194157-ak2gc3nz 353 8 estimator estimator NN cord-194157-ak2gc3nz 353 9 have have VBP cord-194157-ak2gc3nz 353 10 a a DT cord-194157-ak2gc3nz 353 11 similarly similarly RB cord-194157-ak2gc3nz 353 12 transparent transparent JJ cord-194157-ak2gc3nz 353 13 dependence dependence NN cord-194157-ak2gc3nz 353 14 on on IN cord-194157-ak2gc3nz 353 15 the the DT cord-194157-ak2gc3nz 353 16 underlying underlie VBG cord-194157-ak2gc3nz 353 17 graph graph NN cord-194157-ak2gc3nz 353 18 ? ? . cord-194157-ak2gc3nz 354 1 We -PRON- PRP cord-194157-ak2gc3nz 354 2 focused focus VBD cord-194157-ak2gc3nz 354 3 on on IN cord-194157-ak2gc3nz 354 4 locally locally RB cord-194157-ak2gc3nz 354 5 tree tree NN cord-194157-ak2gc3nz 354 6 - - HYPH cord-194157-ak2gc3nz 354 7 like like JJ cord-194157-ak2gc3nz 354 8 graphs graph NNS cord-194157-ak2gc3nz 354 9 in in IN cord-194157-ak2gc3nz 354 10 part part NN cord-194157-ak2gc3nz 354 11 because because IN cord-194157-ak2gc3nz 354 12 there there EX cord-194157-ak2gc3nz 354 13 is be VBZ cord-194157-ak2gc3nz 354 14 a a DT cord-194157-ak2gc3nz 354 15 rich rich JJ cord-194157-ak2gc3nz 354 16 literature literature NN cord-194157-ak2gc3nz 354 17 on on IN cord-194157-ak2gc3nz 354 18 SIR SIR NNP cord-194157-ak2gc3nz 354 19 dynamics dynamic NNS cord-194157-ak2gc3nz 354 20 over over IN cord-194157-ak2gc3nz 354 21 infinite infinite JJ cord-194157-ak2gc3nz 354 22 trees tree NNS cord-194157-ak2gc3nz 354 23 , , , cord-194157-ak2gc3nz 354 24 but but CC cord-194157-ak2gc3nz 354 25 it -PRON- PRP cord-194157-ak2gc3nz 354 26 would would MD cord-194157-ak2gc3nz 354 27 be be VB cord-194157-ak2gc3nz 354 28 interesting interesting JJ cord-194157-ak2gc3nz 354 29 to to TO cord-194157-ak2gc3nz 354 30 analyze analyze VB cord-194157-ak2gc3nz 354 31 the the DT cord-194157-ak2gc3nz 354 32 performance performance NN cord-194157-ak2gc3nz 354 33 of of IN cord-194157-ak2gc3nz 354 34 Algorithm Algorithm NNP cord-194157-ak2gc3nz 354 35 1 1 CD cord-194157-ak2gc3nz 354 36 on on IN cord-194157-ak2gc3nz 354 37 other other JJ cord-194157-ak2gc3nz 354 38 graph graph NN cord-194157-ak2gc3nz 354 39 families family NNS cord-194157-ak2gc3nz 354 40 . . . cord-194157-ak2gc3nz 355 1 Also also RB cord-194157-ak2gc3nz 355 2 , , , cord-194157-ak2gc3nz 355 3 there there EX cord-194157-ak2gc3nz 355 4 is be VBZ cord-194157-ak2gc3nz 355 5 a a DT cord-194157-ak2gc3nz 355 6 multitude multitude NN cord-194157-ak2gc3nz 355 7 of of IN cord-194157-ak2gc3nz 355 8 compartmental compartmental JJ cord-194157-ak2gc3nz 355 9 models model NNS cord-194157-ak2gc3nz 355 10 for for IN cord-194157-ak2gc3nz 355 11 epidemics epidemic NNS cord-194157-ak2gc3nz 355 12 with with IN cord-194157-ak2gc3nz 355 13 various various JJ cord-194157-ak2gc3nz 355 14 choices choice NNS cord-194157-ak2gc3nz 355 15 of of IN cord-194157-ak2gc3nz 355 16 probability probability NN cord-194157-ak2gc3nz 355 17 distributions distribution NNS cord-194157-ak2gc3nz 355 18 for for IN cord-194157-ak2gc3nz 355 19 transition transition NN cord-194157-ak2gc3nz 355 20 times time NNS cord-194157-ak2gc3nz 355 21 between between IN cord-194157-ak2gc3nz 355 22 compartments compartment NNS cord-194157-ak2gc3nz 355 23 . . . cord-194157-ak2gc3nz 356 1 Finally finally RB cord-194157-ak2gc3nz 356 2 , , , cord-194157-ak2gc3nz 356 3 one one PRP cord-194157-ak2gc3nz 356 4 might may MD cord-194157-ak2gc3nz 356 5 consider consider VB cord-194157-ak2gc3nz 356 6 alternative alternative JJ cord-194157-ak2gc3nz 356 7 models model NNS cord-194157-ak2gc3nz 356 8 for for IN cord-194157-ak2gc3nz 356 9 what what WDT cord-194157-ak2gc3nz 356 10 data data NN cord-194157-ak2gc3nz 356 11 is be VBZ cord-194157-ak2gc3nz 356 12 available available JJ cord-194157-ak2gc3nz 356 13 . . . cord-194157-ak2gc3nz 357 1 For for IN cord-194157-ak2gc3nz 357 2 example example NN cord-194157-ak2gc3nz 357 3 , , , cord-194157-ak2gc3nz 357 4 to to TO cord-194157-ak2gc3nz 357 5 model model VB cord-194157-ak2gc3nz 357 6 asymptomatic asymptomatic JJ cord-194157-ak2gc3nz 357 7 infections infection NNS cord-194157-ak2gc3nz 357 8 , , , cord-194157-ak2gc3nz 357 9 one one PRP cord-194157-ak2gc3nz 357 10 might may MD cord-194157-ak2gc3nz 357 11 assume assume VB cord-194157-ak2gc3nz 357 12 that that IN cord-194157-ak2gc3nz 357 13 a a DT cord-194157-ak2gc3nz 357 14 random random JJ cord-194157-ak2gc3nz 357 15 fraction fraction NN cord-194157-ak2gc3nz 357 16 of of IN cord-194157-ak2gc3nz 357 17 infected infected JJ cord-194157-ak2gc3nz 357 18 vertices vertex NNS cord-194157-ak2gc3nz 357 19 are be VBP cord-194157-ak2gc3nz 357 20 not not RB cord-194157-ak2gc3nz 357 21 known know VBN cord-194157-ak2gc3nz 357 22 to to TO cord-194157-ak2gc3nz 357 23 be be VB cord-194157-ak2gc3nz 357 24 infected infect VBN cord-194157-ak2gc3nz 357 25 . . . cord-194157-ak2gc3nz 358 1 The the DT cord-194157-ak2gc3nz 358 2 simple simple JJ cord-194157-ak2gc3nz 358 3 Galton Galton NNP cord-194157-ak2gc3nz 358 4 - - HYPH cord-194157-ak2gc3nz 358 5 Watson Watson NNP cord-194157-ak2gc3nz 358 6 process process NN cord-194157-ak2gc3nz 358 7 : : : cord-194157-ak2gc3nz 358 8 Classical classical JJ cord-194157-ak2gc3nz 358 9 approach approach NN cord-194157-ak2gc3nz 358 10 Local Local NNP cord-194157-ak2gc3nz 358 11 Kesten Kesten NNP cord-194157-ak2gc3nz 358 12 - - HYPH cord-194157-ak2gc3nz 358 13 McKay McKay NNP cord-194157-ak2gc3nz 358 14 law law NN cord-194157-ak2gc3nz 358 15 for for IN cord-194157-ak2gc3nz 358 16 random random JJ cord-194157-ak2gc3nz 358 17 regular regular JJ cord-194157-ak2gc3nz 358 18 graphs graph NNS cord-194157-ak2gc3nz 359 1 The the DT cord-194157-ak2gc3nz 359 2 first first JJ cord-194157-ak2gc3nz 359 3 birth birth NN cord-194157-ak2gc3nz 359 4 problem problem NN cord-194157-ak2gc3nz 359 5 for for IN cord-194157-ak2gc3nz 359 6 an an DT cord-194157-ak2gc3nz 359 7 age age NN cord-194157-ak2gc3nz 359 8 - - HYPH cord-194157-ak2gc3nz 359 9 dependent dependent JJ cord-194157-ak2gc3nz 359 10 branching branching NN cord-194157-ak2gc3nz 359 11 process process NN cord-194157-ak2gc3nz 360 1 A a DT cord-194157-ak2gc3nz 360 2 Contribution contribution NN cord-194157-ak2gc3nz 360 3 to to IN cord-194157-ak2gc3nz 360 4 the the DT cord-194157-ak2gc3nz 360 5 Mathematical Mathematical NNP cord-194157-ak2gc3nz 360 6 Theory Theory NNP cord-194157-ak2gc3nz 360 7 of of IN cord-194157-ak2gc3nz 360 8 Epidemics Epidemics NNPS cord-194157-ak2gc3nz 360 9 Limit limit VBP cord-194157-ak2gc3nz 360 10 theorems theorem NNS cord-194157-ak2gc3nz 360 11 for for IN cord-194157-ak2gc3nz 360 12 sequences sequence NNS cord-194157-ak2gc3nz 360 13 of of IN cord-194157-ak2gc3nz 360 14 jump jump NN cord-194157-ak2gc3nz 360 15 Markov Markov NNP cord-194157-ak2gc3nz 360 16 processes process VBZ cord-194157-ak2gc3nz 360 17 Early early JJ cord-194157-ak2gc3nz 360 18 transmission transmission NN cord-194157-ak2gc3nz 360 19 dynamics dynamic NNS cord-194157-ak2gc3nz 360 20 in in IN cord-194157-ak2gc3nz 360 21 Wuhan Wuhan NNP cord-194157-ak2gc3nz 360 22 , , , cord-194157-ak2gc3nz 360 23 China China NNP cord-194157-ak2gc3nz 360 24 , , , cord-194157-ak2gc3nz 360 25 of of IN cord-194157-ak2gc3nz 360 26 novel novel JJ cord-194157-ak2gc3nz 360 27 coronavirusinfected coronavirusinfecte VBN cord-194157-ak2gc3nz 360 28 pneumonia pneumonia NN cord-194157-ak2gc3nz 360 29 High High NNP cord-194157-ak2gc3nz 360 30 - - HYPH cord-194157-ak2gc3nz 360 31 dimensional dimensional JJ cord-194157-ak2gc3nz 360 32 probability probability NN cord-194157-ak2gc3nz 360 33 : : : cord-194157-ak2gc3nz 360 34 An an DT cord-194157-ak2gc3nz 360 35 introduction introduction NN cord-194157-ak2gc3nz 360 36 with with IN cord-194157-ak2gc3nz 360 37 applications application NNS cord-194157-ak2gc3nz 360 38 in in IN cord-194157-ak2gc3nz 360 39 data datum NNS cord-194157-ak2gc3nz 360 40 science science NN cord-194157-ak2gc3nz 361 1 The the DT cord-194157-ak2gc3nz 361 2 authors author NNS cord-194157-ak2gc3nz 361 3 thank thank VBP cord-194157-ak2gc3nz 361 4 Boris Boris NNP cord-194157-ak2gc3nz 361 5 Alexeev Alexeev NNP cord-194157-ak2gc3nz 361 6 for for IN cord-194157-ak2gc3nz 361 7 interesting interesting JJ cord-194157-ak2gc3nz 361 8 discussions discussion NNS cord-194157-ak2gc3nz 361 9 that that WDT cord-194157-ak2gc3nz 361 10 inspired inspire VBD cord-194157-ak2gc3nz 361 11 this this DT cord-194157-ak2gc3nz 361 12 work work NN cord-194157-ak2gc3nz 361 13 . . . cord-194157-ak2gc3nz 362 1 DGM DGM NNP cord-194157-ak2gc3nz 362 2 was be VBD cord-194157-ak2gc3nz 362 3 partially partially RB cord-194157-ak2gc3nz 362 4 supported support VBN cord-194157-ak2gc3nz 362 5 by by IN cord-194157-ak2gc3nz 362 6 AFOSR AFOSR NNP cord-194157-ak2gc3nz 362 7 FA9550 FA9550 NNP cord-194157-ak2gc3nz 362 8 - - HYPH cord-194157-ak2gc3nz 362 9 18 18 CD cord-194157-ak2gc3nz 362 10 - - HYPH cord-194157-ak2gc3nz 362 11 1 1 CD cord-194157-ak2gc3nz 362 12 - - HYPH cord-194157-ak2gc3nz 362 13 0107 0107 CD cord-194157-ak2gc3nz 362 14 and and CC cord-194157-ak2gc3nz 362 15 NSF NSF NNP cord-194157-ak2gc3nz 362 16 DMS DMS NNP cord-194157-ak2gc3nz 362 17 1829955 1829955 CD cord-194157-ak2gc3nz 362 18 . . . cord-194157-ak2gc3nz 363 1 Since since IN cord-194157-ak2gc3nz 363 2 U U NNP cord-194157-ak2gc3nz 363 3 ( ( -LRB- cord-194157-ak2gc3nz 363 4 t t NN cord-194157-ak2gc3nz 363 5 0 0 CD cord-194157-ak2gc3nz 363 6 ) ) -RRB- cord-194157-ak2gc3nz 363 7 induces induce VBZ cord-194157-ak2gc3nz 363 8 a a DT cord-194157-ak2gc3nz 363 9 subtree subtree NN cord-194157-ak2gc3nz 363 10 of of IN cord-194157-ak2gc3nz 363 11 G g NN cord-194157-ak2gc3nz 363 12 , , , cord-194157-ak2gc3nz 363 13 Lemma Lemma NNP cord-194157-ak2gc3nz 363 14 13 13 CD cord-194157-ak2gc3nz 363 15 gives give VBZ cord-194157-ak2gc3nz 363 16 that that DT cord-194157-ak2gc3nz 363 17 |A| |A| NNP cord-194157-ak2gc3nz 363 18 ≥ ≥ NN cord-194157-ak2gc3nz 363 19 ( ( -LRB- cord-194157-ak2gc3nz 363 20 1 1 CD cord-194157-ak2gc3nz 363 21 − − NN cord-194157-ak2gc3nz 363 22 2 2 CD cord-194157-ak2gc3nz 363 23 d d NN cord-194157-ak2gc3nz 363 24 ) ) -RRB- cord-194157-ak2gc3nz 364 1 |U |U . cord-194157-ak2gc3nz 365 1 ( ( -LRB- cord-194157-ak2gc3nz 365 2 t t NN cord-194157-ak2gc3nz 365 3 0 0 CD cord-194157-ak2gc3nz 365 4 ) ) -RRB- cord-194157-ak2gc3nz 365 5 | | NNP cord-194157-ak2gc3nz 365 6 , , , cord-194157-ak2gc3nz 365 7 and and CC cord-194157-ak2gc3nz 365 8 sowhere sowhere NNP cord-194157-ak2gc3nz 365 9 the the DT cord-194157-ak2gc3nz 365 10 last last JJ cord-194157-ak2gc3nz 365 11 two two CD cord-194157-ak2gc3nz 365 12 steps step NNS cord-194157-ak2gc3nz 365 13 use use VBP cord-194157-ak2gc3nz 365 14 the the DT cord-194157-ak2gc3nz 365 15 fact fact NN cord-194157-ak2gc3nz 365 16 that that IN cord-194157-ak2gc3nz 365 17 d d NNP cord-194157-ak2gc3nz 365 18 ≥ ≥ CD cord-194157-ak2gc3nz 365 19 3 3 CD cord-194157-ak2gc3nz 365 20 and and CC cord-194157-ak2gc3nz 365 21 the the DT cord-194157-ak2gc3nz 365 22 choice choice NN cord-194157-ak2gc3nz 365 23 = = , cord-194157-ak2gc3nz 365 24 ( ( -LRB- cord-194157-ak2gc3nz 365 25 1 1 CD cord-194157-ak2gc3nz 365 26 + + SYM cord-194157-ak2gc3nz 365 27 0 0 CD cord-194157-ak2gc3nz 365 28 ) ) -RRB- cord-194157-ak2gc3nz 365 29 2µ 2µ CD cord-194157-ak2gc3nz 366 1 µ+λ µ+λ VB cord-194157-ak2gc3nz 366 2 for for IN cord-194157-ak2gc3nz 366 3 some some DT cord-194157-ak2gc3nz 366 4 small small JJ cord-194157-ak2gc3nz 366 5 0 0 CD cord-194157-ak2gc3nz 366 6 > > XX cord-194157-ak2gc3nz 366 7 0 0 NFP cord-194157-ak2gc3nz 366 8 . . . cord-194157-ak2gc3nz 367 1 It -PRON- PRP cord-194157-ak2gc3nz 367 2 follows follow VBZ cord-194157-ak2gc3nz 367 3 thatwhere thatwhere RB cord-194157-ak2gc3nz 367 4 the the DT cord-194157-ak2gc3nz 367 5 last last JJ cord-194157-ak2gc3nz 367 6 two two CD cord-194157-ak2gc3nz 367 7 steps step NNS cord-194157-ak2gc3nz 367 8 use use VBP cord-194157-ak2gc3nz 367 9 the the DT cord-194157-ak2gc3nz 367 10 facts fact NNS cord-194157-ak2gc3nz 367 11 that that WDT cord-194157-ak2gc3nz 367 12 λ λ NN cord-194157-ak2gc3nz 367 13 ≥ ≥ CD cord-194157-ak2gc3nz 367 14 6µ 6µ CD cord-194157-ak2gc3nz 367 15 and and CC cord-194157-ak2gc3nz 367 16 0 0 NFP cord-194157-ak2gc3nz 367 17 is be VBZ cord-194157-ak2gc3nz 367 18 small small JJ cord-194157-ak2gc3nz 367 19 . . . cord-194157-ak2gc3nz 368 1 Next next RB cord-194157-ak2gc3nz 368 2 , , , cord-194157-ak2gc3nz 368 3 considerSincek considerSincek NNP cord-194157-ak2gc3nz 368 4 and and CC cord-194157-ak2gc3nz 368 5 τ τ NN cord-194157-ak2gc3nz 368 6 both both DT cord-194157-ak2gc3nz 368 7 increase increase VBP cord-194157-ak2gc3nz 368 8 with with IN cord-194157-ak2gc3nz 368 9 factors factor NNS cord-194157-ak2gc3nz 368 10 of of IN cord-194157-ak2gc3nz 368 11 log log NN cord-194157-ak2gc3nz 368 12 n n NN cord-194157-ak2gc3nz 368 13 , , , cord-194157-ak2gc3nz 368 14 Lemma Lemma NNP cord-194157-ak2gc3nz 368 15 6 6 CD cord-194157-ak2gc3nz 368 16 implies imply VBZ cord-194157-ak2gc3nz 368 17 that that DT cord-194157-ak2gc3nz 369 1 ( ( -LRB- cord-194157-ak2gc3nz 369 2 λ λ NN cord-194157-ak2gc3nz 369 3 I -PRON- PRP cord-194157-ak2gc3nz 369 4 , , , cord-194157-ak2gc3nz 369 5 μ μ NN cord-194157-ak2gc3nz 369 6 I i NN cord-194157-ak2gc3nz 369 7 ) ) -RRB- cord-194157-ak2gc3nz 369 8 converges converge VBZ cord-194157-ak2gc3nz 369 9 to to IN cord-194157-ak2gc3nz 369 10 ( ( -LRB- cord-194157-ak2gc3nz 369 11 λ λ NN cord-194157-ak2gc3nz 369 12 , , , cord-194157-ak2gc3nz 369 13 µ µ NN cord-194157-ak2gc3nz 369 14 ) ) -RRB- cord-194157-ak2gc3nz 369 15 in in IN cord-194157-ak2gc3nz 369 16 probability probability NN cord-194157-ak2gc3nz 369 17 . . . cord-194157-ak2gc3nz 370 1 As as IN cord-194157-ak2gc3nz 370 2 such such JJ cord-194157-ak2gc3nz 370 3 , , , cord-194157-ak2gc3nz 370 4 where where WRB cord-194157-ak2gc3nz 370 5 the the DT cord-194157-ak2gc3nz 370 6 last last JJ cord-194157-ak2gc3nz 370 7 step step NN cord-194157-ak2gc3nz 370 8 holds hold VBZ cord-194157-ak2gc3nz 370 9 when when WRB cord-194157-ak2gc3nz 370 10 n n NN cord-194157-ak2gc3nz 370 11 is be VBZ cord-194157-ak2gc3nz 370 12 large large JJ cord-194157-ak2gc3nz 370 13 . . . cord-194157-ak2gc3nz 371 1 The the DT cord-194157-ak2gc3nz 371 2 result result NN cord-194157-ak2gc3nz 371 3 then then RB cord-194157-ak2gc3nz 371 4 follows follow VBZ cord-194157-ak2gc3nz 371 5 from from IN cord-194157-ak2gc3nz 371 6 the the DT cord-194157-ak2gc3nz 371 7 fact fact NN cord-194157-ak2gc3nz 371 8 that that IN cord-194157-ak2gc3nz 371 9 ( ( -LRB- cord-194157-ak2gc3nz 371 10 λ λ NN cord-194157-ak2gc3nz 371 11 I -PRON- PRP cord-194157-ak2gc3nz 371 12 , , , cord-194157-ak2gc3nz 371 13 μ μ NN cord-194157-ak2gc3nz 371 14 I i NN cord-194157-ak2gc3nz 371 15 ) ) -RRB- cord-194157-ak2gc3nz 371 16 converges converge VBZ cord-194157-ak2gc3nz 371 17 to to IN cord-194157-ak2gc3nz 371 18 ( ( -LRB- cord-194157-ak2gc3nz 371 19 λ λ NN cord-194157-ak2gc3nz 371 20 , , , cord-194157-ak2gc3nz 371 21 µ µ NN cord-194157-ak2gc3nz 371 22 ) ) -RRB- cord-194157-ak2gc3nz 371 23 in in IN cord-194157-ak2gc3nz 371 24 probability probability NN cord-194157-ak2gc3nz 371 25 . . .