id sid tid token lemma pos cord-295028-vlj2ay6d 1 1 key key NN cord-295028-vlj2ay6d 1 2 : : : cord-295028-vlj2ay6d 2 1 cord-295028-vlj2ay6d cord-295028-vlj2ay6d NNP cord-295028-vlj2ay6d 2 2 authors author NNS cord-295028-vlj2ay6d 2 3 : : : cord-295028-vlj2ay6d 2 4 Zhao Zhao NNP cord-295028-vlj2ay6d 2 5 , , , cord-295028-vlj2ay6d 2 6 Hui Hui NNP cord-295028-vlj2ay6d 2 7 ; ; : cord-295028-vlj2ay6d 2 8 Meng Meng NNP cord-295028-vlj2ay6d 2 9 , , , cord-295028-vlj2ay6d 2 10 Qiang Qiang NNP cord-295028-vlj2ay6d 2 11 ; ; : cord-295028-vlj2ay6d 2 12 Wang Wang NNP cord-295028-vlj2ay6d 2 13 , , , cord-295028-vlj2ay6d 3 1 Yadong Yadong NNP cord-295028-vlj2ay6d 3 2 title title NN cord-295028-vlj2ay6d 3 3 : : : cord-295028-vlj2ay6d 4 1 Probability probability NN cord-295028-vlj2ay6d 4 2 estimation estimation NN cord-295028-vlj2ay6d 4 3 model model NN cord-295028-vlj2ay6d 4 4 for for IN cord-295028-vlj2ay6d 4 5 the the DT cord-295028-vlj2ay6d 4 6 cancellation cancellation NN cord-295028-vlj2ay6d 4 7 of of IN cord-295028-vlj2ay6d 4 8 container container NN cord-295028-vlj2ay6d 4 9 slot slot NN cord-295028-vlj2ay6d 4 10 booking booking NN cord-295028-vlj2ay6d 4 11 in in IN cord-295028-vlj2ay6d 4 12 long long JJ cord-295028-vlj2ay6d 4 13 - - HYPH cord-295028-vlj2ay6d 4 14 haul haul NN cord-295028-vlj2ay6d 4 15 transports transport NNS cord-295028-vlj2ay6d 4 16 of of IN cord-295028-vlj2ay6d 4 17 intercontinental intercontinental JJ cord-295028-vlj2ay6d 4 18 liner liner NN cord-295028-vlj2ay6d 4 19 shipping shipping NN cord-295028-vlj2ay6d 4 20 services service NNS cord-295028-vlj2ay6d 4 21 date date NN cord-295028-vlj2ay6d 4 22 : : : cord-295028-vlj2ay6d 4 23 2020 2020 CD cord-295028-vlj2ay6d 4 24 - - HYPH cord-295028-vlj2ay6d 4 25 08 08 CD cord-295028-vlj2ay6d 4 26 - - HYPH cord-295028-vlj2ay6d 4 27 08 08 CD cord-295028-vlj2ay6d 4 28 journal journal NN cord-295028-vlj2ay6d 4 29 : : : cord-295028-vlj2ay6d 5 1 Transp Transp NNP cord-295028-vlj2ay6d 5 2 Res Res NNP cord-295028-vlj2ay6d 5 3 Part part NN cord-295028-vlj2ay6d 5 4 C c NN cord-295028-vlj2ay6d 5 5 Emerg Emerg NNP cord-295028-vlj2ay6d 5 6 Technol Technol NNP cord-295028-vlj2ay6d 5 7 DOI doi NN cord-295028-vlj2ay6d 5 8 : : : cord-295028-vlj2ay6d 5 9 10.1016/ 10.1016/ CD cord-295028-vlj2ay6d 6 1 j.trc.2020.102731 j.trc.2020.102731 NNP cord-295028-vlj2ay6d 7 1 sha sha NNP cord-295028-vlj2ay6d 7 2 : : : cord-295028-vlj2ay6d 8 1 993866fa18b7c44a1643ea9f8ee72ca34a4d5131 993866fa18b7c44a1643ea9f8ee72ca34a4d5131 NNP cord-295028-vlj2ay6d 8 2 doc_id doc_id CD cord-295028-vlj2ay6d 8 3 : : : cord-295028-vlj2ay6d 8 4 295028 295028 CD cord-295028-vlj2ay6d 8 5 cord_uid cord_uid NNS cord-295028-vlj2ay6d 8 6 : : : cord-295028-vlj2ay6d 9 1 vlj2ay6d vlj2ay6d CD cord-295028-vlj2ay6d 10 1 The the DT cord-295028-vlj2ay6d 10 2 intercontinental intercontinental JJ cord-295028-vlj2ay6d 10 3 liner liner NN cord-295028-vlj2ay6d 10 4 shipping shipping NN cord-295028-vlj2ay6d 10 5 services service NNS cord-295028-vlj2ay6d 10 6 transport transport NN cord-295028-vlj2ay6d 10 7 containers container NNS cord-295028-vlj2ay6d 10 8 between between IN cord-295028-vlj2ay6d 10 9 two two CD cord-295028-vlj2ay6d 10 10 continents continent NNS cord-295028-vlj2ay6d 10 11 and and CC cord-295028-vlj2ay6d 11 1 they -PRON- PRP cord-295028-vlj2ay6d 11 2 are be VBP cord-295028-vlj2ay6d 11 3 crucial crucial JJ cord-295028-vlj2ay6d 11 4 for for IN cord-295028-vlj2ay6d 11 5 the the DT cord-295028-vlj2ay6d 11 6 profitability profitability NN cord-295028-vlj2ay6d 11 7 of of IN cord-295028-vlj2ay6d 11 8 a a DT cord-295028-vlj2ay6d 11 9 global global JJ cord-295028-vlj2ay6d 11 10 liner liner NN cord-295028-vlj2ay6d 11 11 shipping shipping NN cord-295028-vlj2ay6d 11 12 company company NN cord-295028-vlj2ay6d 11 13 . . . cord-295028-vlj2ay6d 12 1 In in IN cord-295028-vlj2ay6d 12 2 the the DT cord-295028-vlj2ay6d 12 3 daily daily JJ cord-295028-vlj2ay6d 12 4 operations operation NNS cord-295028-vlj2ay6d 12 5 of of IN cord-295028-vlj2ay6d 12 6 an an DT cord-295028-vlj2ay6d 12 7 intercontinental intercontinental JJ cord-295028-vlj2ay6d 12 8 liner liner NN cord-295028-vlj2ay6d 12 9 shipping shipping NN cord-295028-vlj2ay6d 12 10 service service NN cord-295028-vlj2ay6d 12 11 , , , cord-295028-vlj2ay6d 12 12 however however RB cord-295028-vlj2ay6d 12 13 , , , cord-295028-vlj2ay6d 12 14 container container NN cord-295028-vlj2ay6d 12 15 slot slot NN cord-295028-vlj2ay6d 12 16 bookings booking NNS cord-295028-vlj2ay6d 12 17 from from IN cord-295028-vlj2ay6d 12 18 customers customer NNS cord-295028-vlj2ay6d 12 19 can can MD cord-295028-vlj2ay6d 12 20 be be VB cord-295028-vlj2ay6d 12 21 freely freely RB cord-295028-vlj2ay6d 12 22 cancelled cancel VBN cord-295028-vlj2ay6d 12 23 during during IN cord-295028-vlj2ay6d 12 24 a a DT cord-295028-vlj2ay6d 12 25 booking booking NN cord-295028-vlj2ay6d 12 26 period period NN cord-295028-vlj2ay6d 12 27 , , , cord-295028-vlj2ay6d 12 28 which which WDT cord-295028-vlj2ay6d 12 29 causes cause VBZ cord-295028-vlj2ay6d 12 30 loss loss NN cord-295028-vlj2ay6d 12 31 of of IN cord-295028-vlj2ay6d 12 32 revenue revenue NN cord-295028-vlj2ay6d 12 33 and and CC cord-295028-vlj2ay6d 12 34 low low JJ cord-295028-vlj2ay6d 12 35 utilization utilization NN cord-295028-vlj2ay6d 12 36 of of IN cord-295028-vlj2ay6d 12 37 ship ship NN cord-295028-vlj2ay6d 12 38 capacity capacity NN cord-295028-vlj2ay6d 12 39 . . . cord-295028-vlj2ay6d 13 1 Though though IN cord-295028-vlj2ay6d 13 2 a a DT cord-295028-vlj2ay6d 13 3 pain pain NN cord-295028-vlj2ay6d 13 4 - - HYPH cord-295028-vlj2ay6d 13 5 point point NN cord-295028-vlj2ay6d 13 6 of of IN cord-295028-vlj2ay6d 13 7 the the DT cord-295028-vlj2ay6d 13 8 liner liner NN cord-295028-vlj2ay6d 13 9 shipping shipping NN cord-295028-vlj2ay6d 13 10 industry industry NN cord-295028-vlj2ay6d 13 11 , , , cord-295028-vlj2ay6d 13 12 the the DT cord-295028-vlj2ay6d 13 13 container container NN cord-295028-vlj2ay6d 13 14 slot slot NN cord-295028-vlj2ay6d 13 15 cancellation cancellation NN cord-295028-vlj2ay6d 13 16 problem problem NN cord-295028-vlj2ay6d 13 17 has have VBZ cord-295028-vlj2ay6d 13 18 not not RB cord-295028-vlj2ay6d 13 19 yet yet RB cord-295028-vlj2ay6d 13 20 been be VBN cord-295028-vlj2ay6d 13 21 well well RB cord-295028-vlj2ay6d 13 22 investigated investigate VBN cord-295028-vlj2ay6d 13 23 in in IN cord-295028-vlj2ay6d 13 24 the the DT cord-295028-vlj2ay6d 13 25 literature literature NN cord-295028-vlj2ay6d 13 26 . . . cord-295028-vlj2ay6d 14 1 To to TO cord-295028-vlj2ay6d 14 2 fill fill VB cord-295028-vlj2ay6d 14 3 this this DT cord-295028-vlj2ay6d 14 4 research research NN cord-295028-vlj2ay6d 14 5 gap gap NN cord-295028-vlj2ay6d 14 6 , , , cord-295028-vlj2ay6d 14 7 this this DT cord-295028-vlj2ay6d 14 8 study study NN cord-295028-vlj2ay6d 14 9 aims aim VBZ cord-295028-vlj2ay6d 14 10 to to TO cord-295028-vlj2ay6d 14 11 estimate estimate VB cord-295028-vlj2ay6d 14 12 the the DT cord-295028-vlj2ay6d 14 13 probability probability NN cord-295028-vlj2ay6d 14 14 for for IN cord-295028-vlj2ay6d 14 15 the the DT cord-295028-vlj2ay6d 14 16 cancellation cancellation NN cord-295028-vlj2ay6d 14 17 of of IN cord-295028-vlj2ay6d 14 18 container container NN cord-295028-vlj2ay6d 14 19 slot slot NN cord-295028-vlj2ay6d 14 20 booking booking NN cord-295028-vlj2ay6d 14 21 in in IN cord-295028-vlj2ay6d 14 22 the the DT cord-295028-vlj2ay6d 14 23 long long JJ cord-295028-vlj2ay6d 14 24 haul haul NN cord-295028-vlj2ay6d 14 25 transports transport NNS cord-295028-vlj2ay6d 14 26 of of IN cord-295028-vlj2ay6d 14 27 the the DT cord-295028-vlj2ay6d 14 28 intercontinental intercontinental JJ cord-295028-vlj2ay6d 14 29 liner liner NN cord-295028-vlj2ay6d 14 30 shipping shipping NN cord-295028-vlj2ay6d 14 31 service service NN cord-295028-vlj2ay6d 14 32 by by IN cord-295028-vlj2ay6d 14 33 considering consider VBG cord-295028-vlj2ay6d 14 34 the the DT cord-295028-vlj2ay6d 14 35 primary primary JJ cord-295028-vlj2ay6d 14 36 influential influential JJ cord-295028-vlj2ay6d 14 37 factors factor NNS cord-295028-vlj2ay6d 14 38 of of IN cord-295028-vlj2ay6d 14 39 cancellation cancellation NN cord-295028-vlj2ay6d 14 40 behavior behavior NN cord-295028-vlj2ay6d 14 41 . . . cord-295028-vlj2ay6d 15 1 To to TO cord-295028-vlj2ay6d 15 2 achieve achieve VB cord-295028-vlj2ay6d 15 3 the the DT cord-295028-vlj2ay6d 15 4 objective objective NN cord-295028-vlj2ay6d 15 5 , , , cord-295028-vlj2ay6d 15 6 a a DT cord-295028-vlj2ay6d 15 7 container container NN cord-295028-vlj2ay6d 15 8 slot slot NN cord-295028-vlj2ay6d 15 9 booking booking NN cord-295028-vlj2ay6d 15 10 data data NN cord-295028-vlj2ay6d 15 11 - - HYPH cord-295028-vlj2ay6d 15 12 driven drive VBN cord-295028-vlj2ay6d 15 13 model model NN cord-295028-vlj2ay6d 15 14 is be VBZ cord-295028-vlj2ay6d 15 15 developed develop VBN cord-295028-vlj2ay6d 15 16 by by IN cord-295028-vlj2ay6d 15 17 means mean NNS cord-295028-vlj2ay6d 15 18 of of IN cord-295028-vlj2ay6d 15 19 a a DT cord-295028-vlj2ay6d 15 20 time time NN cord-295028-vlj2ay6d 15 21 - - HYPH cord-295028-vlj2ay6d 15 22 to to IN cord-295028-vlj2ay6d 15 23 - - HYPH cord-295028-vlj2ay6d 15 24 event event NN cord-295028-vlj2ay6d 15 25 modeling modeling NN cord-295028-vlj2ay6d 15 26 technique technique NN cord-295028-vlj2ay6d 15 27 . . . cord-295028-vlj2ay6d 16 1 To to TO cord-295028-vlj2ay6d 16 2 incorporate incorporate VB cord-295028-vlj2ay6d 16 3 the the DT cord-295028-vlj2ay6d 16 4 effect effect NN cord-295028-vlj2ay6d 16 5 of of IN cord-295028-vlj2ay6d 16 6 booking book VBG cord-295028-vlj2ay6d 16 7 region region NN cord-295028-vlj2ay6d 16 8 on on IN cord-295028-vlj2ay6d 16 9 the the DT cord-295028-vlj2ay6d 16 10 cancellation cancellation NN cord-295028-vlj2ay6d 16 11 probability probability NN cord-295028-vlj2ay6d 16 12 , , , cord-295028-vlj2ay6d 16 13 we -PRON- PRP cord-295028-vlj2ay6d 16 14 introduce introduce VBP cord-295028-vlj2ay6d 16 15 the the DT cord-295028-vlj2ay6d 16 16 frailty frailty NN cord-295028-vlj2ay6d 16 17 term term NN cord-295028-vlj2ay6d 16 18 in in IN cord-295028-vlj2ay6d 16 19 the the DT cord-295028-vlj2ay6d 16 20 model model NN cord-295028-vlj2ay6d 16 21 to to TO cord-295028-vlj2ay6d 16 22 capture capture VB cord-295028-vlj2ay6d 16 23 the the DT cord-295028-vlj2ay6d 16 24 regionality regionality NN cord-295028-vlj2ay6d 16 25 of of IN cord-295028-vlj2ay6d 16 26 the the DT cord-295028-vlj2ay6d 16 27 container container NN cord-295028-vlj2ay6d 16 28 shipping shipping NN cord-295028-vlj2ay6d 16 29 market market NN cord-295028-vlj2ay6d 16 30 . . . cord-295028-vlj2ay6d 17 1 Our -PRON- PRP$ cord-295028-vlj2ay6d 17 2 case case NN cord-295028-vlj2ay6d 17 3 study study NN cord-295028-vlj2ay6d 17 4 with with IN cord-295028-vlj2ay6d 17 5 real real JJ cord-295028-vlj2ay6d 17 6 slot slot NN cord-295028-vlj2ay6d 17 7 booking booking NN cord-295028-vlj2ay6d 17 8 data datum NNS cord-295028-vlj2ay6d 17 9 shows show VBZ cord-295028-vlj2ay6d 17 10 that that IN cord-295028-vlj2ay6d 17 11 the the DT cord-295028-vlj2ay6d 17 12 developed develop VBN cord-295028-vlj2ay6d 17 13 model model NN cord-295028-vlj2ay6d 17 14 performs perform VBZ cord-295028-vlj2ay6d 17 15 well well RB cord-295028-vlj2ay6d 17 16 in in IN cord-295028-vlj2ay6d 17 17 forecasting forecast VBG cord-295028-vlj2ay6d 17 18 the the DT cord-295028-vlj2ay6d 17 19 loaded load VBN cord-295028-vlj2ay6d 17 20 containers container NNS cord-295028-vlj2ay6d 17 21 of of IN cord-295028-vlj2ay6d 17 22 the the DT cord-295028-vlj2ay6d 17 23 slot slot NN cord-295028-vlj2ay6d 17 24 booking booking NN cord-295028-vlj2ay6d 17 25 requests request NNS cord-295028-vlj2ay6d 17 26 . . . cord-295028-vlj2ay6d 18 1 In in IN cord-295028-vlj2ay6d 18 2 addition addition NN cord-295028-vlj2ay6d 18 3 , , , cord-295028-vlj2ay6d 18 4 we -PRON- PRP cord-295028-vlj2ay6d 18 5 shed shed VBP cord-295028-vlj2ay6d 18 6 light light NN cord-295028-vlj2ay6d 18 7 on on IN cord-295028-vlj2ay6d 18 8 how how WRB cord-295028-vlj2ay6d 18 9 the the DT cord-295028-vlj2ay6d 18 10 internal internal JJ cord-295028-vlj2ay6d 18 11 factors factor NNS cord-295028-vlj2ay6d 18 12 of of IN cord-295028-vlj2ay6d 18 13 slot slot NN cord-295028-vlj2ay6d 18 14 booking booking NN cord-295028-vlj2ay6d 18 15 and and CC cord-295028-vlj2ay6d 18 16 external external JJ cord-295028-vlj2ay6d 18 17 factors factor NNS cord-295028-vlj2ay6d 18 18 of of IN cord-295028-vlj2ay6d 18 19 shipping shipping NN cord-295028-vlj2ay6d 18 20 market market NN cord-295028-vlj2ay6d 18 21 influence influence NN cord-295028-vlj2ay6d 18 22 the the DT cord-295028-vlj2ay6d 18 23 probability probability NN cord-295028-vlj2ay6d 18 24 of of IN cord-295028-vlj2ay6d 18 25 cancellation cancellation NN cord-295028-vlj2ay6d 18 26 . . . cord-295028-vlj2ay6d 19 1 The the DT cord-295028-vlj2ay6d 19 2 liner liner NN cord-295028-vlj2ay6d 19 3 container container NN cord-295028-vlj2ay6d 19 4 shipping shipping NN cord-295028-vlj2ay6d 19 5 companies company NNS cord-295028-vlj2ay6d 19 6 transport transport VBP cord-295028-vlj2ay6d 19 7 containers container NNS cord-295028-vlj2ay6d 19 8 on on IN cord-295028-vlj2ay6d 19 9 the the DT cord-295028-vlj2ay6d 19 10 fixed fix VBN cord-295028-vlj2ay6d 19 11 shipping shipping NN cord-295028-vlj2ay6d 19 12 routes route NNS cord-295028-vlj2ay6d 19 13 with with IN cord-295028-vlj2ay6d 19 14 regular regular JJ cord-295028-vlj2ay6d 19 15 schedules schedule NNS cord-295028-vlj2ay6d 20 1 ( ( -LRB- cord-295028-vlj2ay6d 20 2 Wang Wang NNP cord-295028-vlj2ay6d 20 3 et et NNP cord-295028-vlj2ay6d 20 4 al al NNP cord-295028-vlj2ay6d 20 5 . . NNP cord-295028-vlj2ay6d 20 6 , , , cord-295028-vlj2ay6d 20 7 2014 2014 CD cord-295028-vlj2ay6d 20 8 ; ; . cord-295028-vlj2ay6d 21 1 Wang Wang NNP cord-295028-vlj2ay6d 21 2 et et NNP cord-295028-vlj2ay6d 21 3 al al NNP cord-295028-vlj2ay6d 21 4 . . NNP cord-295028-vlj2ay6d 21 5 , , , cord-295028-vlj2ay6d 21 6 2019a 2019a CD cord-295028-vlj2ay6d 21 7 ) ) -RRB- cord-295028-vlj2ay6d 21 8 . . . cord-295028-vlj2ay6d 22 1 Nowadays nowadays RB cord-295028-vlj2ay6d 22 2 , , , cord-295028-vlj2ay6d 22 3 there there EX cord-295028-vlj2ay6d 22 4 are be VBP cord-295028-vlj2ay6d 22 5 about about RB cord-295028-vlj2ay6d 22 6 400 400 CD cord-295028-vlj2ay6d 22 7 international international JJ cord-295028-vlj2ay6d 22 8 liner liner NN cord-295028-vlj2ay6d 22 9 container container NN cord-295028-vlj2ay6d 22 10 shipping shipping NN cord-295028-vlj2ay6d 22 11 services service NNS cord-295028-vlj2ay6d 22 12 in in IN cord-295028-vlj2ay6d 22 13 operation operation NN cord-295028-vlj2ay6d 22 14 carrying carry VBG cord-295028-vlj2ay6d 22 15 about about RB cord-295028-vlj2ay6d 22 16 80 80 CD cord-295028-vlj2ay6d 22 17 % % NN cord-295028-vlj2ay6d 22 18 of of IN cord-295028-vlj2ay6d 22 19 the the DT cord-295028-vlj2ay6d 22 20 cargoes cargo NNS cord-295028-vlj2ay6d 22 21 in in IN cord-295028-vlj2ay6d 22 22 international international JJ cord-295028-vlj2ay6d 22 23 trade trade NN cord-295028-vlj2ay6d 22 24 by by IN cord-295028-vlj2ay6d 22 25 high high JJ cord-295028-vlj2ay6d 22 26 - - HYPH cord-295028-vlj2ay6d 22 27 capacity capacity NN cord-295028-vlj2ay6d 22 28 container container NN cord-295028-vlj2ay6d 22 29 ships ship NNS cord-295028-vlj2ay6d 22 30 ( ( -LRB- cord-295028-vlj2ay6d 22 31 UNCTAD UNCTAD NNP cord-295028-vlj2ay6d 22 32 , , , cord-295028-vlj2ay6d 22 33 2018 2018 CD cord-295028-vlj2ay6d 22 34 ) ) -RRB- cord-295028-vlj2ay6d 22 35 . . . cord-295028-vlj2ay6d 23 1 The the DT cord-295028-vlj2ay6d 23 2 intercontinental intercontinental JJ cord-295028-vlj2ay6d 23 3 liner liner NN cord-295028-vlj2ay6d 23 4 shipping shipping NN cord-295028-vlj2ay6d 23 5 services service NNS cord-295028-vlj2ay6d 23 6 operated operate VBN cord-295028-vlj2ay6d 23 7 by by IN cord-295028-vlj2ay6d 23 8 the the DT cord-295028-vlj2ay6d 23 9 global global JJ cord-295028-vlj2ay6d 23 10 liner liner NN cord-295028-vlj2ay6d 23 11 container container NN cord-295028-vlj2ay6d 23 12 shipping shipping NN cord-295028-vlj2ay6d 23 13 companies company NNS cord-295028-vlj2ay6d 23 14 transport transport VBP cord-295028-vlj2ay6d 23 15 containers container NNS cord-295028-vlj2ay6d 23 16 from from IN cord-295028-vlj2ay6d 23 17 one one CD cord-295028-vlj2ay6d 23 18 continent continent NN cord-295028-vlj2ay6d 23 19 to to IN cord-295028-vlj2ay6d 23 20 another another DT cord-295028-vlj2ay6d 23 21 . . . cord-295028-vlj2ay6d 24 1 This this DT cord-295028-vlj2ay6d 24 2 kind kind NN cord-295028-vlj2ay6d 24 3 of of IN cord-295028-vlj2ay6d 24 4 shipping shipping NN cord-295028-vlj2ay6d 24 5 service service NN cord-295028-vlj2ay6d 24 6 plays play VBZ cord-295028-vlj2ay6d 24 7 a a DT cord-295028-vlj2ay6d 24 8 vital vital JJ cord-295028-vlj2ay6d 24 9 role role NN cord-295028-vlj2ay6d 24 10 in in IN cord-295028-vlj2ay6d 24 11 the the DT cord-295028-vlj2ay6d 24 12 global global JJ cord-295028-vlj2ay6d 24 13 supply supply NN cord-295028-vlj2ay6d 24 14 chain chain NN cord-295028-vlj2ay6d 24 15 and and CC cord-295028-vlj2ay6d 24 16 global global JJ cord-295028-vlj2ay6d 24 17 trade trade NN cord-295028-vlj2ay6d 25 1 ( ( -LRB- cord-295028-vlj2ay6d 25 2 Yang Yang NNP cord-295028-vlj2ay6d 25 3 et et NNP cord-295028-vlj2ay6d 25 4 al al NNP cord-295028-vlj2ay6d 25 5 . . NNP cord-295028-vlj2ay6d 25 6 , , , cord-295028-vlj2ay6d 25 7 2018 2018 CD cord-295028-vlj2ay6d 25 8 ; ; : cord-295028-vlj2ay6d 25 9 Wang Wang NNP cord-295028-vlj2ay6d 25 10 et et NNP cord-295028-vlj2ay6d 25 11 al al NNP cord-295028-vlj2ay6d 25 12 . . NNP cord-295028-vlj2ay6d 25 13 , , , cord-295028-vlj2ay6d 25 14 2019b 2019b CD cord-295028-vlj2ay6d 25 15 ) ) -RRB- cord-295028-vlj2ay6d 25 16 . . . cord-295028-vlj2ay6d 26 1 Fig Fig NNP cord-295028-vlj2ay6d 26 2 . . NNP cord-295028-vlj2ay6d 26 3 1 1 CD cord-295028-vlj2ay6d 26 4 depicts depict VBZ cord-295028-vlj2ay6d 26 5 an an DT cord-295028-vlj2ay6d 26 6 intercontinental intercontinental JJ cord-295028-vlj2ay6d 26 7 shipping shipping NN cord-295028-vlj2ay6d 26 8 service service NN cord-295028-vlj2ay6d 26 9 between between IN cord-295028-vlj2ay6d 26 10 Asia Asia NNP cord-295028-vlj2ay6d 26 11 and and CC cord-295028-vlj2ay6d 26 12 North North NNP cord-295028-vlj2ay6d 26 13 America America NNP cord-295028-vlj2ay6d 26 14 operated operate VBN cord-295028-vlj2ay6d 26 15 by by IN cord-295028-vlj2ay6d 26 16 OOCL OOCL NNP cord-295028-vlj2ay6d 26 17 . . . cord-295028-vlj2ay6d 27 1 A a DT cord-295028-vlj2ay6d 27 2 string string NN cord-295028-vlj2ay6d 27 3 of of IN cord-295028-vlj2ay6d 27 4 container container NN cord-295028-vlj2ay6d 27 5 ships ship NNS cord-295028-vlj2ay6d 27 6 is be VBZ cord-295028-vlj2ay6d 27 7 deployed deploy VBN cord-295028-vlj2ay6d 27 8 in in IN cord-295028-vlj2ay6d 27 9 an an DT cord-295028-vlj2ay6d 27 10 intercontinental intercontinental JJ cord-295028-vlj2ay6d 27 11 shipping shipping NN cord-295028-vlj2ay6d 27 12 service service NN cord-295028-vlj2ay6d 27 13 to to TO cord-295028-vlj2ay6d 27 14 periodically periodically RB cord-295028-vlj2ay6d 27 15 visit visit VB cord-295028-vlj2ay6d 27 16 the the DT cord-295028-vlj2ay6d 27 17 corresponding correspond VBG cord-295028-vlj2ay6d 27 18 ports port NNS cord-295028-vlj2ay6d 27 19 for for IN cord-295028-vlj2ay6d 27 20 container container NN cord-295028-vlj2ay6d 27 21 loading loading NN cord-295028-vlj2ay6d 27 22 and and CC cord-295028-vlj2ay6d 27 23 discharging discharge VBG cord-295028-vlj2ay6d 27 24 operations operation NNS cord-295028-vlj2ay6d 27 25 . . . cord-295028-vlj2ay6d 28 1 For for IN cord-295028-vlj2ay6d 28 2 example example NN cord-295028-vlj2ay6d 28 3 , , , cord-295028-vlj2ay6d 28 4 six six CD cord-295028-vlj2ay6d 28 5 container container NN cord-295028-vlj2ay6d 28 6 ships ship NNS cord-295028-vlj2ay6d 28 7 are be VBP cord-295028-vlj2ay6d 28 8 needed need VBN cord-295028-vlj2ay6d 28 9 to to TO cord-295028-vlj2ay6d 28 10 provide provide VB cord-295028-vlj2ay6d 28 11 the the DT cord-295028-vlj2ay6d 28 12 weekly weekly JJ cord-295028-vlj2ay6d 28 13 service service NN cord-295028-vlj2ay6d 28 14 frequency frequency NN cord-295028-vlj2ay6d 28 15 for for IN cord-295028-vlj2ay6d 28 16 the the DT cord-295028-vlj2ay6d 28 17 service service NN cord-295028-vlj2ay6d 28 18 shown show VBN cord-295028-vlj2ay6d 28 19 in in IN cord-295028-vlj2ay6d 28 20 Fig Fig NNP cord-295028-vlj2ay6d 28 21 . . . cord-295028-vlj2ay6d 29 1 1 1 LS cord-295028-vlj2ay6d 29 2 . . . cord-295028-vlj2ay6d 30 1 A a DT cord-295028-vlj2ay6d 30 2 loop loop NN cord-295028-vlj2ay6d 30 3 of of IN cord-295028-vlj2ay6d 30 4 all all PDT cord-295028-vlj2ay6d 30 5 the the DT cord-295028-vlj2ay6d 30 6 ports port NNS cord-295028-vlj2ay6d 30 7 in in IN cord-295028-vlj2ay6d 30 8 the the DT cord-295028-vlj2ay6d 30 9 service service NN cord-295028-vlj2ay6d 30 10 is be VBZ cord-295028-vlj2ay6d 30 11 called call VBN cord-295028-vlj2ay6d 30 12 a a DT cord-295028-vlj2ay6d 30 13 shipping shipping NN cord-295028-vlj2ay6d 30 14 " " `` cord-295028-vlj2ay6d 30 15 voyage voyage NN cord-295028-vlj2ay6d 30 16 " " '' cord-295028-vlj2ay6d 30 17 hereafter hereafter RB cord-295028-vlj2ay6d 30 18 . . . cord-295028-vlj2ay6d 31 1 A a DT cord-295028-vlj2ay6d 31 2 ship ship NN cord-295028-vlj2ay6d 31 3 could could MD cord-295028-vlj2ay6d 31 4 complete complete VB cord-295028-vlj2ay6d 31 5 about about RB cord-295028-vlj2ay6d 31 6 8 8 CD cord-295028-vlj2ay6d 31 7 - - SYM cord-295028-vlj2ay6d 31 8 10 10 CD cord-295028-vlj2ay6d 31 9 voyages voyage NNS cord-295028-vlj2ay6d 31 10 a a DT cord-295028-vlj2ay6d 31 11 year year NN cord-295028-vlj2ay6d 31 12 , , , cord-295028-vlj2ay6d 31 13 and and CC cord-295028-vlj2ay6d 31 14 each each DT cord-295028-vlj2ay6d 31 15 voyage voyage NN cord-295028-vlj2ay6d 31 16 of of IN cord-295028-vlj2ay6d 31 17 these these DT cord-295028-vlj2ay6d 31 18 ships ship NNS cord-295028-vlj2ay6d 31 19 is be VBZ cord-295028-vlj2ay6d 31 20 numbered number VBN cord-295028-vlj2ay6d 31 21 by by IN cord-295028-vlj2ay6d 31 22 a a DT cord-295028-vlj2ay6d 31 23 voyage voyage NN cord-295028-vlj2ay6d 31 24 code code NN cord-295028-vlj2ay6d 31 25 in in IN cord-295028-vlj2ay6d 31 26 practice practice NN cord-295028-vlj2ay6d 31 27 . . . cord-295028-vlj2ay6d 32 1 A a DT cord-295028-vlj2ay6d 32 2 directed direct VBN cord-295028-vlj2ay6d 32 3 link link NN cord-295028-vlj2ay6d 32 4 between between IN cord-295028-vlj2ay6d 32 5 two two CD cord-295028-vlj2ay6d 32 6 adjacent adjacent JJ cord-295028-vlj2ay6d 32 7 ports port NNS cord-295028-vlj2ay6d 32 8 of of IN cord-295028-vlj2ay6d 32 9 a a DT cord-295028-vlj2ay6d 32 10 voyage voyage NN cord-295028-vlj2ay6d 32 11 is be VBZ cord-295028-vlj2ay6d 32 12 called call VBN cord-295028-vlj2ay6d 32 13 a a DT cord-295028-vlj2ay6d 32 14 shipping shipping NN cord-295028-vlj2ay6d 32 15 " " `` cord-295028-vlj2ay6d 32 16 leg leg NN cord-295028-vlj2ay6d 32 17 " " '' cord-295028-vlj2ay6d 32 18 , , , cord-295028-vlj2ay6d 32 19 and and CC cord-295028-vlj2ay6d 32 20 a a DT cord-295028-vlj2ay6d 32 21 shipping shipping NN cord-295028-vlj2ay6d 32 22 leg leg NN cord-295028-vlj2ay6d 32 23 connecting connect VBG cord-295028-vlj2ay6d 32 24 two two CD cord-295028-vlj2ay6d 32 25 ports port NNS cord-295028-vlj2ay6d 32 26 on on IN cord-295028-vlj2ay6d 32 27 different different JJ cord-295028-vlj2ay6d 32 28 continents continent NNS cord-295028-vlj2ay6d 32 29 is be VBZ cord-295028-vlj2ay6d 32 30 referred refer VBN cord-295028-vlj2ay6d 32 31 to to IN cord-295028-vlj2ay6d 32 32 as as IN cord-295028-vlj2ay6d 32 33 a a DT cord-295028-vlj2ay6d 32 34 long long JJ cord-295028-vlj2ay6d 32 35 - - HYPH cord-295028-vlj2ay6d 32 36 haul haul NN cord-295028-vlj2ay6d 32 37 leg leg NN cord-295028-vlj2ay6d 32 38 . . . cord-295028-vlj2ay6d 33 1 Asian asian JJ cord-295028-vlj2ay6d 33 2 shipping shipping NN cord-295028-vlj2ay6d 33 3 companies company NNS cord-295028-vlj2ay6d 33 4 usually usually RB cord-295028-vlj2ay6d 33 5 name name VBP cord-295028-vlj2ay6d 33 6 a a DT cord-295028-vlj2ay6d 33 7 long long JJ cord-295028-vlj2ay6d 33 8 - - HYPH cord-295028-vlj2ay6d 33 9 haul haul NN cord-295028-vlj2ay6d 33 10 leg leg NN cord-295028-vlj2ay6d 33 11 from from IN cord-295028-vlj2ay6d 33 12 Asia Asia NNP cord-295028-vlj2ay6d 33 13 to to IN cord-295028-vlj2ay6d 33 14 other other JJ cord-295028-vlj2ay6d 33 15 continents continent NNS cord-295028-vlj2ay6d 33 16 as as IN cord-295028-vlj2ay6d 33 17 a a DT cord-295028-vlj2ay6d 33 18 head head NN cord-295028-vlj2ay6d 33 19 haul haul NN cord-295028-vlj2ay6d 33 20 ( ( -LRB- cord-295028-vlj2ay6d 33 21 HH HH NNP cord-295028-vlj2ay6d 33 22 ) ) -RRB- cord-295028-vlj2ay6d 33 23 , , , cord-295028-vlj2ay6d 33 24 and and CC cord-295028-vlj2ay6d 33 25 the the DT cord-295028-vlj2ay6d 33 26 opposite opposite JJ cord-295028-vlj2ay6d 33 27 direction direction NN cord-295028-vlj2ay6d 33 28 as as IN cord-295028-vlj2ay6d 33 29 a a DT cord-295028-vlj2ay6d 33 30 back back JJ cord-295028-vlj2ay6d 33 31 haul haul NN cord-295028-vlj2ay6d 33 32 ( ( -LRB- cord-295028-vlj2ay6d 33 33 BH BH NNP cord-295028-vlj2ay6d 33 34 ) ) -RRB- cord-295028-vlj2ay6d 33 35 . . . cord-295028-vlj2ay6d 34 1 The the DT cord-295028-vlj2ay6d 34 2 long long JJ cord-295028-vlj2ay6d 34 3 - - HYPH cord-295028-vlj2ay6d 34 4 haul haul NN cord-295028-vlj2ay6d 34 5 legs leg NNS cord-295028-vlj2ay6d 34 6 are be VBP cord-295028-vlj2ay6d 34 7 the the DT cord-295028-vlj2ay6d 34 8 longest long JJS cord-295028-vlj2ay6d 34 9 legs leg NNS cord-295028-vlj2ay6d 34 10 in in IN cord-295028-vlj2ay6d 34 11 terms term NNS cord-295028-vlj2ay6d 34 12 of of IN cord-295028-vlj2ay6d 34 13 distance distance NN cord-295028-vlj2ay6d 34 14 in in IN cord-295028-vlj2ay6d 34 15 the the DT cord-295028-vlj2ay6d 34 16 shipping shipping NN cord-295028-vlj2ay6d 34 17 service service NN cord-295028-vlj2ay6d 34 18 and and CC cord-295028-vlj2ay6d 34 19 generate generate VB cord-295028-vlj2ay6d 34 20 more more JJR cord-295028-vlj2ay6d 34 21 profit profit NN cord-295028-vlj2ay6d 34 22 than than IN cord-295028-vlj2ay6d 34 23 other other JJ cord-295028-vlj2ay6d 34 24 legs leg NNS cord-295028-vlj2ay6d 34 25 . . . cord-295028-vlj2ay6d 35 1 For for IN cord-295028-vlj2ay6d 35 2 the the DT cord-295028-vlj2ay6d 35 3 sake sake NN cord-295028-vlj2ay6d 35 4 of of IN cord-295028-vlj2ay6d 35 5 presentation presentation NN cord-295028-vlj2ay6d 35 6 , , , cord-295028-vlj2ay6d 35 7 we -PRON- PRP cord-295028-vlj2ay6d 35 8 call call VBP cord-295028-vlj2ay6d 35 9 this this DT cord-295028-vlj2ay6d 35 10 kind kind NN cord-295028-vlj2ay6d 35 11 of of IN cord-295028-vlj2ay6d 35 12 transport transport NN cord-295028-vlj2ay6d 35 13 the the DT cord-295028-vlj2ay6d 35 14 " " `` cord-295028-vlj2ay6d 35 15 long long JJ cord-295028-vlj2ay6d 35 16 - - HYPH cord-295028-vlj2ay6d 35 17 haul haul NN cord-295028-vlj2ay6d 35 18 transport transport NN cord-295028-vlj2ay6d 35 19 " " '' cord-295028-vlj2ay6d 35 20 . . . cord-295028-vlj2ay6d 36 1 Specifically specifically RB cord-295028-vlj2ay6d 36 2 , , , cord-295028-vlj2ay6d 36 3 container container NN cord-295028-vlj2ay6d 36 4 transport transport NN cord-295028-vlj2ay6d 36 5 via via IN cord-295028-vlj2ay6d 36 6 a a DT cord-295028-vlj2ay6d 36 7 HH HH NNP cord-295028-vlj2ay6d 36 8 leg leg NN cord-295028-vlj2ay6d 36 9 is be VBZ cord-295028-vlj2ay6d 36 10 called call VBN cord-295028-vlj2ay6d 36 11 a a DT cord-295028-vlj2ay6d 36 12 HH HH NNP cord-295028-vlj2ay6d 36 13 transport transport NN cord-295028-vlj2ay6d 36 14 , , , cord-295028-vlj2ay6d 36 15 and and CC cord-295028-vlj2ay6d 36 16 that that IN cord-295028-vlj2ay6d 36 17 via via IN cord-295028-vlj2ay6d 36 18 a a DT cord-295028-vlj2ay6d 36 19 BH BH NNP cord-295028-vlj2ay6d 36 20 leg leg NN cord-295028-vlj2ay6d 36 21 is be VBZ cord-295028-vlj2ay6d 36 22 called call VBN cord-295028-vlj2ay6d 36 23 a a DT cord-295028-vlj2ay6d 36 24 BH BH NNP cord-295028-vlj2ay6d 36 25 transport transport NN cord-295028-vlj2ay6d 36 26 . . . cord-295028-vlj2ay6d 37 1 It -PRON- PRP cord-295028-vlj2ay6d 37 2 should should MD cord-295028-vlj2ay6d 37 3 be be VB cord-295028-vlj2ay6d 37 4 noted note VBN cord-295028-vlj2ay6d 37 5 that that IN cord-295028-vlj2ay6d 37 6 although although IN cord-295028-vlj2ay6d 37 7 a a DT cord-295028-vlj2ay6d 37 8 HH HH NNP cord-295028-vlj2ay6d 37 9 leg leg NN cord-295028-vlj2ay6d 37 10 connects connect VBZ cord-295028-vlj2ay6d 37 11 two two CD cord-295028-vlj2ay6d 37 12 countries country NNS cord-295028-vlj2ay6d 37 13 , , , cord-295028-vlj2ay6d 37 14 e.g. e.g. RB cord-295028-vlj2ay6d 37 15 , , , cord-295028-vlj2ay6d 37 16 China China NNP cord-295028-vlj2ay6d 37 17 and and CC cord-295028-vlj2ay6d 37 18 the the DT cord-295028-vlj2ay6d 37 19 USA USA NNP cord-295028-vlj2ay6d 37 20 shown show VBN cord-295028-vlj2ay6d 37 21 in in IN cord-295028-vlj2ay6d 37 22 Fig Fig NNP cord-295028-vlj2ay6d 37 23 . . . cord-295028-vlj2ay6d 38 1 1 1 LS cord-295028-vlj2ay6d 38 2 , , , cord-295028-vlj2ay6d 38 3 it -PRON- PRP cord-295028-vlj2ay6d 38 4 can can MD cord-295028-vlj2ay6d 38 5 transport transport VB cord-295028-vlj2ay6d 38 6 containers container NNS cord-295028-vlj2ay6d 38 7 originating originate VBG cord-295028-vlj2ay6d 38 8 from from IN cord-295028-vlj2ay6d 38 9 the the DT cord-295028-vlj2ay6d 38 10 other other JJ cord-295028-vlj2ay6d 38 11 countries/ countries/ NN cord-295028-vlj2ay6d 38 12 regions region NNS cord-295028-vlj2ay6d 38 13 owning own VBG cord-295028-vlj2ay6d 38 14 to to IN cord-295028-vlj2ay6d 38 15 the the DT cord-295028-vlj2ay6d 38 16 container container NN cord-295028-vlj2ay6d 38 17 transshipment transshipment NN cord-295028-vlj2ay6d 38 18 operations operation NNS cord-295028-vlj2ay6d 38 19 ( ( -LRB- cord-295028-vlj2ay6d 38 20 Schinas Schinas NNP cord-295028-vlj2ay6d 38 21 and and CC cord-295028-vlj2ay6d 38 22 Psaraftis Psaraftis NNP cord-295028-vlj2ay6d 38 23 , , , cord-295028-vlj2ay6d 38 24 1998 1998 CD cord-295028-vlj2ay6d 38 25 ) ) -RRB- cord-295028-vlj2ay6d 38 26 . . . cord-295028-vlj2ay6d 39 1 The the DT cord-295028-vlj2ay6d 39 2 container container NN cord-295028-vlj2ay6d 39 3 slot slot NN cord-295028-vlj2ay6d 39 4 booking booking NN cord-295028-vlj2ay6d 39 5 process process NN cord-295028-vlj2ay6d 39 6 is be VBZ cord-295028-vlj2ay6d 39 7 the the DT cord-295028-vlj2ay6d 39 8 first first JJ cord-295028-vlj2ay6d 39 9 phase phase NN cord-295028-vlj2ay6d 39 10 to to TO cord-295028-vlj2ay6d 39 11 make make VB cord-295028-vlj2ay6d 39 12 an an DT cord-295028-vlj2ay6d 39 13 intercontinental intercontinental JJ cord-295028-vlj2ay6d 39 14 liner liner NN cord-295028-vlj2ay6d 39 15 shipping shipping NN cord-295028-vlj2ay6d 39 16 service service NN cord-295028-vlj2ay6d 39 17 provided provide VBN cord-295028-vlj2ay6d 39 18 by by IN cord-295028-vlj2ay6d 39 19 a a DT cord-295028-vlj2ay6d 39 20 shipping shipping NN cord-295028-vlj2ay6d 39 21 company company NN cord-295028-vlj2ay6d 39 22 , , , cord-295028-vlj2ay6d 39 23 as as IN cord-295028-vlj2ay6d 39 24 illustrated illustrate VBN cord-295028-vlj2ay6d 39 25 below below IN cord-295028-vlj2ay6d 39 26 ( ( -LRB- cord-295028-vlj2ay6d 39 27 see see VB cord-295028-vlj2ay6d 39 28 Fig Fig NNP cord-295028-vlj2ay6d 39 29 . . . cord-295028-vlj2ay6d 40 1 2 2 LS cord-295028-vlj2ay6d 41 1 ): ): NNP cord-295028-vlj2ay6d 42 1 Given give VBN cord-295028-vlj2ay6d 42 2 a a DT cord-295028-vlj2ay6d 42 3 planned planned JJ cord-295028-vlj2ay6d 42 4 voyage voyage NN cord-295028-vlj2ay6d 42 5 of of IN cord-295028-vlj2ay6d 42 6 a a DT cord-295028-vlj2ay6d 42 7 container container NN cord-295028-vlj2ay6d 42 8 ship ship NN cord-295028-vlj2ay6d 42 9 serving serve VBG cord-295028-vlj2ay6d 42 10 an an DT cord-295028-vlj2ay6d 42 11 intercontinental intercontinental JJ cord-295028-vlj2ay6d 42 12 liner liner NN cord-295028-vlj2ay6d 42 13 shipping shipping NN cord-295028-vlj2ay6d 42 14 service service NN cord-295028-vlj2ay6d 42 15 , , , cord-295028-vlj2ay6d 42 16 container container NN cord-295028-vlj2ay6d 42 17 slots slot NNS cord-295028-vlj2ay6d 42 18 allocated allocate VBN cord-295028-vlj2ay6d 42 19 to to IN cord-295028-vlj2ay6d 42 20 a a DT cord-295028-vlj2ay6d 42 21 port port NN cord-295028-vlj2ay6d 42 22 are be VBP cord-295028-vlj2ay6d 42 23 released release VBN cord-295028-vlj2ay6d 42 24 for for IN cord-295028-vlj2ay6d 42 25 customers customer NNS cord-295028-vlj2ay6d 42 26 booking book VBG cord-295028-vlj2ay6d 42 27 about about RB cord-295028-vlj2ay6d 42 28 10 10 CD cord-295028-vlj2ay6d 42 29 - - SYM cord-295028-vlj2ay6d 42 30 56 56 CD cord-295028-vlj2ay6d 42 31 days day NNS cord-295028-vlj2ay6d 42 32 before before IN cord-295028-vlj2ay6d 42 33 the the DT cord-295028-vlj2ay6d 42 34 container container NN cord-295028-vlj2ay6d 42 35 ship ship NN cord-295028-vlj2ay6d 42 36 departs depart VBZ cord-295028-vlj2ay6d 42 37 from from IN cord-295028-vlj2ay6d 42 38 the the DT cord-295028-vlj2ay6d 42 39 port port NN cord-295028-vlj2ay6d 42 40 in in IN cord-295028-vlj2ay6d 42 41 practice practice NN cord-295028-vlj2ay6d 42 42 . . . cord-295028-vlj2ay6d 43 1 About about RB cord-295028-vlj2ay6d 43 2 3 3 CD cord-295028-vlj2ay6d 43 3 - - SYM cord-295028-vlj2ay6d 43 4 7 7 CD cord-295028-vlj2ay6d 43 5 days day NNS cord-295028-vlj2ay6d 43 6 before before IN cord-295028-vlj2ay6d 43 7 ship ship NN cord-295028-vlj2ay6d 43 8 departure departure NN cord-295028-vlj2ay6d 43 9 time time NN cord-295028-vlj2ay6d 43 10 , , , cord-295028-vlj2ay6d 43 11 the the DT cord-295028-vlj2ay6d 43 12 shipping shipping NN cord-295028-vlj2ay6d 43 13 company company NN cord-295028-vlj2ay6d 43 14 closes close VBZ cord-295028-vlj2ay6d 43 15 the the DT cord-295028-vlj2ay6d 43 16 slot slot NN cord-295028-vlj2ay6d 43 17 booking booking NN cord-295028-vlj2ay6d 43 18 , , , cord-295028-vlj2ay6d 43 19 loads load VBZ cord-295028-vlj2ay6d 43 20 containers container NNS cord-295028-vlj2ay6d 43 21 , , , cord-295028-vlj2ay6d 43 22 and and CC cord-295028-vlj2ay6d 43 23 issues issue NNS cord-295028-vlj2ay6d 43 24 necessary necessary JJ cord-295028-vlj2ay6d 43 25 shipping shipping NN cord-295028-vlj2ay6d 43 26 documents document NNS cord-295028-vlj2ay6d 43 27 to to IN cord-295028-vlj2ay6d 43 28 customers customer NNS cord-295028-vlj2ay6d 43 29 . . . cord-295028-vlj2ay6d 44 1 A a DT cord-295028-vlj2ay6d 44 2 container container NN cord-295028-vlj2ay6d 44 3 slot slot NN cord-295028-vlj2ay6d 44 4 booking booking NN cord-295028-vlj2ay6d 44 5 requested request VBN cord-295028-vlj2ay6d 44 6 by by IN cord-295028-vlj2ay6d 44 7 a a DT cord-295028-vlj2ay6d 44 8 customer customer NN cord-295028-vlj2ay6d 44 9 ( ( -LRB- cord-295028-vlj2ay6d 44 10 shippers shipper NNS cord-295028-vlj2ay6d 44 11 / / SYM cord-295028-vlj2ay6d 44 12 freight freight NN cord-295028-vlj2ay6d 44 13 forwarders forwarder NNS cord-295028-vlj2ay6d 44 14 ) ) -RRB- cord-295028-vlj2ay6d 44 15 includes include VBZ cord-295028-vlj2ay6d 44 16 the the DT cord-295028-vlj2ay6d 44 17 number number NN cord-295028-vlj2ay6d 44 18 of of IN cord-295028-vlj2ay6d 44 19 slots slot NNS cord-295028-vlj2ay6d 44 20 , , , cord-295028-vlj2ay6d 44 21 origin origin NN cord-295028-vlj2ay6d 44 22 port port NN cord-295028-vlj2ay6d 44 23 /destination /destination . cord-295028-vlj2ay6d 44 24 port port NN cord-295028-vlj2ay6d 44 25 as as RB cord-295028-vlj2ay6d 44 26 well well RB cord-295028-vlj2ay6d 44 27 as as IN cord-295028-vlj2ay6d 44 28 the the DT cord-295028-vlj2ay6d 44 29 other other JJ cord-295028-vlj2ay6d 44 30 necessary necessary JJ cord-295028-vlj2ay6d 44 31 cargo cargo NN cord-295028-vlj2ay6d 44 32 information information NN cord-295028-vlj2ay6d 44 33 . . . cord-295028-vlj2ay6d 45 1 The the DT cord-295028-vlj2ay6d 45 2 shipping shipping NN cord-295028-vlj2ay6d 45 3 company company NN cord-295028-vlj2ay6d 45 4 should should MD cord-295028-vlj2ay6d 45 5 reserve reserve VB cord-295028-vlj2ay6d 45 6 the the DT cord-295028-vlj2ay6d 45 7 container container NN cord-295028-vlj2ay6d 45 8 slots slot NNS cord-295028-vlj2ay6d 45 9 of of IN cord-295028-vlj2ay6d 45 10 ships ship NNS cord-295028-vlj2ay6d 45 11 for for IN cord-295028-vlj2ay6d 45 12 the the DT cord-295028-vlj2ay6d 45 13 customer customer NN cord-295028-vlj2ay6d 45 14 according accord VBG cord-295028-vlj2ay6d 45 15 to to IN cord-295028-vlj2ay6d 45 16 their -PRON- PRP$ cord-295028-vlj2ay6d 45 17 booking booking NN cord-295028-vlj2ay6d 45 18 information information NN cord-295028-vlj2ay6d 45 19 . . . cord-295028-vlj2ay6d 46 1 The the DT cord-295028-vlj2ay6d 46 2 customers customer NNS cord-295028-vlj2ay6d 46 3 then then RB cord-295028-vlj2ay6d 46 4 prepare prepare VBP cord-295028-vlj2ay6d 46 5 cargoes cargo NNS cord-295028-vlj2ay6d 46 6 and and CC cord-295028-vlj2ay6d 46 7 transport transport VB cord-295028-vlj2ay6d 46 8 their -PRON- PRP$ cord-295028-vlj2ay6d 46 9 containers container NNS cord-295028-vlj2ay6d 46 10 to to IN cord-295028-vlj2ay6d 46 11 ports port NNS cord-295028-vlj2ay6d 46 12 . . . cord-295028-vlj2ay6d 47 1 However however RB cord-295028-vlj2ay6d 47 2 , , , cord-295028-vlj2ay6d 47 3 during during IN cord-295028-vlj2ay6d 47 4 the the DT cord-295028-vlj2ay6d 47 5 slot slot NN cord-295028-vlj2ay6d 47 6 booking booking NN cord-295028-vlj2ay6d 47 7 period period NN cord-295028-vlj2ay6d 47 8 , , , cord-295028-vlj2ay6d 47 9 some some DT cord-295028-vlj2ay6d 47 10 of of IN cord-295028-vlj2ay6d 47 11 the the DT cord-295028-vlj2ay6d 47 12 bookings booking NNS cord-295028-vlj2ay6d 47 13 can can MD cord-295028-vlj2ay6d 47 14 be be VB cord-295028-vlj2ay6d 47 15 cancelled cancel VBN cord-295028-vlj2ay6d 47 16 by by IN cord-295028-vlj2ay6d 47 17 a a DT cord-295028-vlj2ay6d 47 18 customer customer NN cord-295028-vlj2ay6d 47 19 before before IN cord-295028-vlj2ay6d 47 20 ships ship NNS cord-295028-vlj2ay6d 47 21 depart depart VBP cord-295028-vlj2ay6d 47 22 from from IN cord-295028-vlj2ay6d 47 23 an an DT cord-295028-vlj2ay6d 47 24 original original JJ cord-295028-vlj2ay6d 47 25 port port NN cord-295028-vlj2ay6d 47 26 , , , cord-295028-vlj2ay6d 47 27 resulting result VBG cord-295028-vlj2ay6d 47 28 in in IN cord-295028-vlj2ay6d 47 29 the the DT cord-295028-vlj2ay6d 47 30 low low JJ cord-295028-vlj2ay6d 47 31 ship ship NN cord-295028-vlj2ay6d 47 32 capacity capacity NN cord-295028-vlj2ay6d 47 33 utilization utilization NN cord-295028-vlj2ay6d 47 34 rate rate NN cord-295028-vlj2ay6d 47 35 and and CC cord-295028-vlj2ay6d 47 36 low low JJ cord-295028-vlj2ay6d 47 37 profit profit NN cord-295028-vlj2ay6d 47 38 . . . cord-295028-vlj2ay6d 48 1 Especially especially RB cord-295028-vlj2ay6d 48 2 for for IN cord-295028-vlj2ay6d 48 3 the the DT cord-295028-vlj2ay6d 48 4 long long JJ cord-295028-vlj2ay6d 48 5 - - HYPH cord-295028-vlj2ay6d 48 6 haul haul NN cord-295028-vlj2ay6d 48 7 legs leg NNS cord-295028-vlj2ay6d 48 8 , , , cord-295028-vlj2ay6d 48 9 the the DT cord-295028-vlj2ay6d 48 10 cancellation cancellation NN cord-295028-vlj2ay6d 48 11 of of IN cord-295028-vlj2ay6d 48 12 slot slot NN cord-295028-vlj2ay6d 48 13 bookings booking NNS cord-295028-vlj2ay6d 48 14 can can MD cord-295028-vlj2ay6d 48 15 incur incur VB cord-295028-vlj2ay6d 48 16 more more JJR cord-295028-vlj2ay6d 48 17 loss loss NN cord-295028-vlj2ay6d 48 18 of of IN cord-295028-vlj2ay6d 48 19 profit profit NN cord-295028-vlj2ay6d 48 20 due due IN cord-295028-vlj2ay6d 48 21 to to IN cord-295028-vlj2ay6d 48 22 their -PRON- PRP$ cord-295028-vlj2ay6d 48 23 higher high JJR cord-295028-vlj2ay6d 48 24 freight freight NN cord-295028-vlj2ay6d 48 25 rates rate NNS cord-295028-vlj2ay6d 48 26 . . . cord-295028-vlj2ay6d 49 1 This this DT cord-295028-vlj2ay6d 49 2 study study NN cord-295028-vlj2ay6d 49 3 focuses focus VBZ cord-295028-vlj2ay6d 49 4 on on IN cord-295028-vlj2ay6d 49 5 the the DT cord-295028-vlj2ay6d 49 6 slot slot NN cord-295028-vlj2ay6d 49 7 booking booking NN cord-295028-vlj2ay6d 49 8 period period NN cord-295028-vlj2ay6d 49 9 for for IN cord-295028-vlj2ay6d 49 10 a a DT cord-295028-vlj2ay6d 49 11 long long JJ cord-295028-vlj2ay6d 49 12 - - HYPH cord-295028-vlj2ay6d 49 13 haul haul NN cord-295028-vlj2ay6d 49 14 leg leg NN cord-295028-vlj2ay6d 49 15 in in IN cord-295028-vlj2ay6d 49 16 an an DT cord-295028-vlj2ay6d 49 17 intercontinental intercontinental JJ cord-295028-vlj2ay6d 49 18 container container NN cord-295028-vlj2ay6d 49 19 liner liner NN cord-295028-vlj2ay6d 49 20 shipping shipping NN cord-295028-vlj2ay6d 49 21 service service NN cord-295028-vlj2ay6d 49 22 since since IN cord-295028-vlj2ay6d 49 23 the the DT cord-295028-vlj2ay6d 49 24 long long JJ cord-295028-vlj2ay6d 49 25 - - HYPH cord-295028-vlj2ay6d 49 26 haul haul NN cord-295028-vlj2ay6d 49 27 transport transport NN cord-295028-vlj2ay6d 49 28 is be VBZ cord-295028-vlj2ay6d 49 29 the the DT cord-295028-vlj2ay6d 49 30 most most RBS cord-295028-vlj2ay6d 49 31 profitable profitable JJ cord-295028-vlj2ay6d 49 32 in in IN cord-295028-vlj2ay6d 49 33 the the DT cord-295028-vlj2ay6d 49 34 intercontinental intercontinental JJ cord-295028-vlj2ay6d 49 35 shipping shipping NN cord-295028-vlj2ay6d 49 36 service service NN cord-295028-vlj2ay6d 49 37 . . . cord-295028-vlj2ay6d 50 1 It -PRON- PRP cord-295028-vlj2ay6d 50 2 is be VBZ cord-295028-vlj2ay6d 50 3 imperative imperative JJ cord-295028-vlj2ay6d 50 4 for for IN cord-295028-vlj2ay6d 50 5 a a DT cord-295028-vlj2ay6d 50 6 liner liner NN cord-295028-vlj2ay6d 50 7 container container NN cord-295028-vlj2ay6d 50 8 shipping ship VBG cord-295028-vlj2ay6d 50 9 company company NN cord-295028-vlj2ay6d 50 10 to to TO cord-295028-vlj2ay6d 50 11 have have VB cord-295028-vlj2ay6d 50 12 a a DT cord-295028-vlj2ay6d 50 13 solid solid JJ cord-295028-vlj2ay6d 50 14 model model NN cord-295028-vlj2ay6d 50 15 that that WDT cord-295028-vlj2ay6d 50 16 can can MD cord-295028-vlj2ay6d 50 17 estimate estimate VB cord-295028-vlj2ay6d 50 18 the the DT cord-295028-vlj2ay6d 50 19 cancellation cancellation NN cord-295028-vlj2ay6d 50 20 probability probability NN cord-295028-vlj2ay6d 50 21 of of IN cord-295028-vlj2ay6d 50 22 container container NN cord-295028-vlj2ay6d 50 23 slot slot NN cord-295028-vlj2ay6d 50 24 booking booking NN cord-295028-vlj2ay6d 50 25 for for IN cord-295028-vlj2ay6d 50 26 the the DT cord-295028-vlj2ay6d 50 27 long long JJ cord-295028-vlj2ay6d 50 28 - - HYPH cord-295028-vlj2ay6d 50 29 haul haul NN cord-295028-vlj2ay6d 50 30 legs leg NNS cord-295028-vlj2ay6d 50 31 based base VBN cord-295028-vlj2ay6d 50 32 on on IN cord-295028-vlj2ay6d 50 33 historical historical JJ cord-295028-vlj2ay6d 50 34 container container NN cord-295028-vlj2ay6d 50 35 booking booking NN cord-295028-vlj2ay6d 50 36 data datum NNS cord-295028-vlj2ay6d 50 37 . . . cord-295028-vlj2ay6d 51 1 This this DT cord-295028-vlj2ay6d 51 2 is be VBZ cord-295028-vlj2ay6d 51 3 because because IN cord-295028-vlj2ay6d 51 4 such such PDT cord-295028-vlj2ay6d 51 5 a a DT cord-295028-vlj2ay6d 51 6 model model NN cord-295028-vlj2ay6d 51 7 enables enable VBZ cord-295028-vlj2ay6d 51 8 the the DT cord-295028-vlj2ay6d 51 9 shipping shipping NN cord-295028-vlj2ay6d 51 10 company company NN cord-295028-vlj2ay6d 51 11 to to TO cord-295028-vlj2ay6d 51 12 predict predict VB cord-295028-vlj2ay6d 51 13 the the DT cord-295028-vlj2ay6d 51 14 number number NN cord-295028-vlj2ay6d 51 15 of of IN cord-295028-vlj2ay6d 51 16 cancelled cancel VBN cord-295028-vlj2ay6d 51 17 bookings booking NNS cord-295028-vlj2ay6d 51 18 and and CC cord-295028-vlj2ay6d 51 19 the the DT cord-295028-vlj2ay6d 51 20 number number NN cord-295028-vlj2ay6d 51 21 of of IN cord-295028-vlj2ay6d 51 22 containers container NNS cord-295028-vlj2ay6d 51 23 that that WDT cord-295028-vlj2ay6d 51 24 could could MD cord-295028-vlj2ay6d 51 25 be be VB cord-295028-vlj2ay6d 51 26 loaded load VBN cord-295028-vlj2ay6d 51 27 on on IN cord-295028-vlj2ay6d 51 28 a a DT cord-295028-vlj2ay6d 51 29 ship ship NN cord-295028-vlj2ay6d 51 30 . . . cord-295028-vlj2ay6d 52 1 If if IN cord-295028-vlj2ay6d 52 2 the the DT cord-295028-vlj2ay6d 52 3 number number NN cord-295028-vlj2ay6d 52 4 of of IN cord-295028-vlj2ay6d 52 5 expected expect VBN cord-295028-vlj2ay6d 52 6 loaded loaded JJ cord-295028-vlj2ay6d 52 7 containers container NNS cord-295028-vlj2ay6d 52 8 is be VBZ cord-295028-vlj2ay6d 52 9 less less JJR cord-295028-vlj2ay6d 52 10 than than IN cord-295028-vlj2ay6d 52 11 the the DT cord-295028-vlj2ay6d 52 12 allocated allocate VBN cord-295028-vlj2ay6d 52 13 slots slot NNS cord-295028-vlj2ay6d 52 14 of of IN cord-295028-vlj2ay6d 52 15 a a DT cord-295028-vlj2ay6d 52 16 ship ship NN cord-295028-vlj2ay6d 52 17 prior prior RB cord-295028-vlj2ay6d 52 18 to to IN cord-295028-vlj2ay6d 52 19 ship ship NN cord-295028-vlj2ay6d 52 20 departure departure NN cord-295028-vlj2ay6d 52 21 , , , cord-295028-vlj2ay6d 52 22 the the DT cord-295028-vlj2ay6d 52 23 shipping shipping NN cord-295028-vlj2ay6d 52 24 company company NN cord-295028-vlj2ay6d 52 25 will will MD cord-295028-vlj2ay6d 52 26 continue continue VB cord-295028-vlj2ay6d 52 27 to to TO cord-295028-vlj2ay6d 52 28 accept accept VB cord-295028-vlj2ay6d 52 29 slot slot NN cord-295028-vlj2ay6d 52 30 bookings booking NNS cord-295028-vlj2ay6d 52 31 or or CC cord-295028-vlj2ay6d 52 32 prompt prompt VB cord-295028-vlj2ay6d 52 33 the the DT cord-295028-vlj2ay6d 52 34 shipping shipping NN cord-295028-vlj2ay6d 52 35 services service NNS cord-295028-vlj2ay6d 52 36 to to TO cord-295028-vlj2ay6d 52 37 fill fill VB cord-295028-vlj2ay6d 52 38 the the DT cord-295028-vlj2ay6d 52 39 ship ship NN cord-295028-vlj2ay6d 52 40 capacity capacity NN cord-295028-vlj2ay6d 52 41 . . . cord-295028-vlj2ay6d 53 1 Nevertheless nevertheless RB cord-295028-vlj2ay6d 53 2 , , , cord-295028-vlj2ay6d 53 3 several several JJ cord-295028-vlj2ay6d 53 4 factors factor NNS cord-295028-vlj2ay6d 53 5 affect affect VBP cord-295028-vlj2ay6d 53 6 the the DT cord-295028-vlj2ay6d 53 7 cancellation cancellation NN cord-295028-vlj2ay6d 53 8 probability probability NN cord-295028-vlj2ay6d 53 9 of of IN cord-295028-vlj2ay6d 53 10 container container NN cord-295028-vlj2ay6d 53 11 slot slot NN cord-295028-vlj2ay6d 53 12 bookings booking NNS cord-295028-vlj2ay6d 53 13 , , , cord-295028-vlj2ay6d 53 14 such such JJ cord-295028-vlj2ay6d 53 15 as as IN cord-295028-vlj2ay6d 53 16 freight freight NN cord-295028-vlj2ay6d 53 17 rate rate NN cord-295028-vlj2ay6d 53 18 , , , cord-295028-vlj2ay6d 53 19 shipping shipping NN cord-295028-vlj2ay6d 53 20 market market NN cord-295028-vlj2ay6d 53 21 condition condition NN cord-295028-vlj2ay6d 53 22 , , , cord-295028-vlj2ay6d 53 23 booking book VBG cord-295028-vlj2ay6d 53 24 time time NN cord-295028-vlj2ay6d 53 25 , , , cord-295028-vlj2ay6d 53 26 and and CC cord-295028-vlj2ay6d 53 27 customer customer NN cord-295028-vlj2ay6d 53 28 information information NN cord-295028-vlj2ay6d 53 29 . . . cord-295028-vlj2ay6d 54 1 Therefore therefore RB cord-295028-vlj2ay6d 54 2 , , , cord-295028-vlj2ay6d 54 3 this this DT cord-295028-vlj2ay6d 54 4 study study NN cord-295028-vlj2ay6d 54 5 aims aim VBZ cord-295028-vlj2ay6d 54 6 to to TO cord-295028-vlj2ay6d 54 7 develop develop VB cord-295028-vlj2ay6d 54 8 a a DT cord-295028-vlj2ay6d 54 9 container container NN cord-295028-vlj2ay6d 54 10 slot slot NN cord-295028-vlj2ay6d 54 11 booking booking NN cord-295028-vlj2ay6d 54 12 data data NN cord-295028-vlj2ay6d 54 13 - - HYPH cord-295028-vlj2ay6d 54 14 driven drive VBN cord-295028-vlj2ay6d 54 15 model model NN cord-295028-vlj2ay6d 54 16 for for IN cord-295028-vlj2ay6d 54 17 estimating estimate VBG cord-295028-vlj2ay6d 54 18 the the DT cord-295028-vlj2ay6d 54 19 probability probability NN cord-295028-vlj2ay6d 54 20 that that IN cord-295028-vlj2ay6d 54 21 a a DT cord-295028-vlj2ay6d 54 22 slot slot NN cord-295028-vlj2ay6d 54 23 booking booking NN cord-295028-vlj2ay6d 54 24 is be VBZ cord-295028-vlj2ay6d 54 25 cancelled cancel VBN cord-295028-vlj2ay6d 54 26 before before IN cord-295028-vlj2ay6d 54 27 the the DT cord-295028-vlj2ay6d 54 28 loading loading NN cord-295028-vlj2ay6d 54 29 time time NN cord-295028-vlj2ay6d 54 30 by by IN cord-295028-vlj2ay6d 54 31 considering consider VBG cord-295028-vlj2ay6d 54 32 the the DT cord-295028-vlj2ay6d 54 33 influence influence NN cord-295028-vlj2ay6d 54 34 of of IN cord-295028-vlj2ay6d 54 35 the the DT cord-295028-vlj2ay6d 54 36 attributes attribute NNS cord-295028-vlj2ay6d 54 37 of of IN cord-295028-vlj2ay6d 54 38 the the DT cord-295028-vlj2ay6d 54 39 slot slot NN cord-295028-vlj2ay6d 54 40 booking booking NN cord-295028-vlj2ay6d 54 41 ( ( -LRB- cord-295028-vlj2ay6d 54 42 e. e. NNP cord-295028-vlj2ay6d 54 43 g. g. NNP cord-295028-vlj2ay6d 54 44 , , , cord-295028-vlj2ay6d 54 45 booking book VBG cord-295028-vlj2ay6d 54 46 time time NN cord-295028-vlj2ay6d 54 47 , , , cord-295028-vlj2ay6d 54 48 booked book VBN cord-295028-vlj2ay6d 54 49 volume volume NN cord-295028-vlj2ay6d 54 50 ) ) -RRB- cord-295028-vlj2ay6d 54 51 , , , cord-295028-vlj2ay6d 54 52 the the DT cord-295028-vlj2ay6d 54 53 container container NN cord-295028-vlj2ay6d 54 54 shipping shipping NN cord-295028-vlj2ay6d 54 55 market market NN cord-295028-vlj2ay6d 54 56 ( ( -LRB- cord-295028-vlj2ay6d 54 57 e.g. e.g. RB cord-295028-vlj2ay6d 54 58 , , , cord-295028-vlj2ay6d 54 59 shipping shipping NN cord-295028-vlj2ay6d 54 60 index index NN cord-295028-vlj2ay6d 54 61 , , , cord-295028-vlj2ay6d 54 62 market market NN cord-295028-vlj2ay6d 54 63 volatility volatility NN cord-295028-vlj2ay6d 54 64 ) ) -RRB- cord-295028-vlj2ay6d 54 65 and and CC cord-295028-vlj2ay6d 54 66 customer customer NN cord-295028-vlj2ay6d 54 67 information information NN cord-295028-vlj2ay6d 55 1 The the DT cord-295028-vlj2ay6d 55 2 developed developed JJ cord-295028-vlj2ay6d 55 3 model model NN cord-295028-vlj2ay6d 55 4 can can MD cord-295028-vlj2ay6d 55 5 assist assist VB cord-295028-vlj2ay6d 55 6 the the DT cord-295028-vlj2ay6d 55 7 container container NN cord-295028-vlj2ay6d 55 8 shipping ship VBG cord-295028-vlj2ay6d 55 9 company company NN cord-295028-vlj2ay6d 55 10 to to TO cord-295028-vlj2ay6d 55 11 improve improve VB cord-295028-vlj2ay6d 55 12 the the DT cord-295028-vlj2ay6d 55 13 loading loading NN cord-295028-vlj2ay6d 55 14 rate rate NN cord-295028-vlj2ay6d 55 15 of of IN cord-295028-vlj2ay6d 55 16 the the DT cord-295028-vlj2ay6d 55 17 ship ship NN cord-295028-vlj2ay6d 55 18 and and CC cord-295028-vlj2ay6d 55 19 to to TO cord-295028-vlj2ay6d 55 20 understand understand VB cord-295028-vlj2ay6d 55 21 how how WRB cord-295028-vlj2ay6d 55 22 the the DT cord-295028-vlj2ay6d 55 23 internal internal JJ cord-295028-vlj2ay6d 55 24 and and CC cord-295028-vlj2ay6d 55 25 external external JJ cord-295028-vlj2ay6d 55 26 influential influential JJ cord-295028-vlj2ay6d 55 27 factors factor NNS cord-295028-vlj2ay6d 55 28 affecting affect VBG cord-295028-vlj2ay6d 55 29 the the DT cord-295028-vlj2ay6d 55 30 slot slot NN cord-295028-vlj2ay6d 55 31 cancellation cancellation NN cord-295028-vlj2ay6d 55 32 . . . cord-295028-vlj2ay6d 56 1 The the DT cord-295028-vlj2ay6d 56 2 developed developed JJ cord-295028-vlj2ay6d 56 3 model model NN cord-295028-vlj2ay6d 56 4 also also RB cord-295028-vlj2ay6d 56 5 lays lay VBZ cord-295028-vlj2ay6d 56 6 a a DT cord-295028-vlj2ay6d 56 7 foundation foundation NN cord-295028-vlj2ay6d 56 8 for for IN cord-295028-vlj2ay6d 56 9 the the DT cord-295028-vlj2ay6d 56 10 emerging emerge VBG cord-295028-vlj2ay6d 56 11 studies study NNS cord-295028-vlj2ay6d 56 12 on on IN cord-295028-vlj2ay6d 56 13 liner liner NN cord-295028-vlj2ay6d 56 14 shipping shipping NN cord-295028-vlj2ay6d 56 15 revenue revenue NN cord-295028-vlj2ay6d 56 16 management management NN cord-295028-vlj2ay6d 56 17 . . . cord-295028-vlj2ay6d 57 1 For for IN cord-295028-vlj2ay6d 57 2 example example NN cord-295028-vlj2ay6d 57 3 , , , cord-295028-vlj2ay6d 57 4 it -PRON- PRP cord-295028-vlj2ay6d 57 5 is be VBZ cord-295028-vlj2ay6d 57 6 essential essential JJ cord-295028-vlj2ay6d 57 7 to to TO cord-295028-vlj2ay6d 57 8 consider consider VB cord-295028-vlj2ay6d 57 9 the the DT cord-295028-vlj2ay6d 57 10 cancellation cancellation NN cord-295028-vlj2ay6d 57 11 of of IN cord-295028-vlj2ay6d 57 12 slot slot NN cord-295028-vlj2ay6d 57 13 bookings booking NNS cord-295028-vlj2ay6d 57 14 in in IN cord-295028-vlj2ay6d 57 15 pricing pricing NN cord-295028-vlj2ay6d 57 16 policy policy NN cord-295028-vlj2ay6d 57 17 which which WDT cord-295028-vlj2ay6d 57 18 is be VBZ cord-295028-vlj2ay6d 57 19 an an DT cord-295028-vlj2ay6d 57 20 important important JJ cord-295028-vlj2ay6d 57 21 method method NN cord-295028-vlj2ay6d 57 22 to to TO cord-295028-vlj2ay6d 57 23 raise raise VB cord-295028-vlj2ay6d 57 24 revenue revenue NN cord-295028-vlj2ay6d 57 25 in in IN cord-295028-vlj2ay6d 57 26 container container NN cord-295028-vlj2ay6d 57 27 shipping shipping NN cord-295028-vlj2ay6d 57 28 revenue revenue NN cord-295028-vlj2ay6d 57 29 management management NN cord-295028-vlj2ay6d 57 30 ( ( -LRB- cord-295028-vlj2ay6d 57 31 von von NNP cord-295028-vlj2ay6d 57 32 Westarp Westarp NNP cord-295028-vlj2ay6d 57 33 and and CC cord-295028-vlj2ay6d 57 34 Schinas Schinas NNP cord-295028-vlj2ay6d 57 35 , , , cord-295028-vlj2ay6d 57 36 2016 2016 CD cord-295028-vlj2ay6d 57 37 ) ) -RRB- cord-295028-vlj2ay6d 57 38 . . . cord-295028-vlj2ay6d 58 1 Container container NN cord-295028-vlj2ay6d 58 2 shipping shipping NN cord-295028-vlj2ay6d 58 3 companies company NNS cord-295028-vlj2ay6d 58 4 implement implement VBP cord-295028-vlj2ay6d 58 5 differential differential JJ cord-295028-vlj2ay6d 58 6 pricing pricing NN cord-295028-vlj2ay6d 58 7 to to IN cord-295028-vlj2ay6d 58 8 customers customer NNS cord-295028-vlj2ay6d 58 9 , , , cord-295028-vlj2ay6d 58 10 thus thus RB cord-295028-vlj2ay6d 58 11 rebates rebate NNS cord-295028-vlj2ay6d 58 12 can can MD cord-295028-vlj2ay6d 58 13 be be VB cord-295028-vlj2ay6d 58 14 given give VBN cord-295028-vlj2ay6d 58 15 to to IN cord-295028-vlj2ay6d 58 16 customers customer NNS cord-295028-vlj2ay6d 58 17 who who WP cord-295028-vlj2ay6d 58 18 have have VBP cord-295028-vlj2ay6d 58 19 lower low JJR cord-295028-vlj2ay6d 58 20 cancellation cancellation NN cord-295028-vlj2ay6d 58 21 probabilities probability NNS cord-295028-vlj2ay6d 58 22 to to TO cord-295028-vlj2ay6d 58 23 encourage encourage VB cord-295028-vlj2ay6d 58 24 the the DT cord-295028-vlj2ay6d 58 25 fulfillment fulfillment NN cord-295028-vlj2ay6d 58 26 of of IN cord-295028-vlj2ay6d 58 27 slot slot NN cord-295028-vlj2ay6d 58 28 booking booking NN cord-295028-vlj2ay6d 58 29 . . . cord-295028-vlj2ay6d 59 1 This this DT cord-295028-vlj2ay6d 59 2 model model NN cord-295028-vlj2ay6d 59 3 can can MD cord-295028-vlj2ay6d 59 4 also also RB cord-295028-vlj2ay6d 59 5 benefit benefit VB cord-295028-vlj2ay6d 59 6 the the DT cord-295028-vlj2ay6d 59 7 studies study NNS cord-295028-vlj2ay6d 59 8 of of IN cord-295028-vlj2ay6d 59 9 overbooking overbooke VBG cord-295028-vlj2ay6d 59 10 in in IN cord-295028-vlj2ay6d 59 11 container container NN cord-295028-vlj2ay6d 59 12 shipping shipping NN cord-295028-vlj2ay6d 59 13 which which WDT cord-295028-vlj2ay6d 59 14 is be VBZ cord-295028-vlj2ay6d 59 15 a a DT cord-295028-vlj2ay6d 59 16 good good JJ cord-295028-vlj2ay6d 59 17 policy policy NN cord-295028-vlj2ay6d 59 18 to to TO cord-295028-vlj2ay6d 59 19 reduce reduce VB cord-295028-vlj2ay6d 59 20 the the DT cord-295028-vlj2ay6d 59 21 waste waste NN cord-295028-vlj2ay6d 59 22 of of IN cord-295028-vlj2ay6d 59 23 ship ship NN cord-295028-vlj2ay6d 59 24 space space NN cord-295028-vlj2ay6d 59 25 incurred incur VBN cord-295028-vlj2ay6d 59 26 by by IN cord-295028-vlj2ay6d 59 27 cancellation cancellation NN cord-295028-vlj2ay6d 59 28 . . . cord-295028-vlj2ay6d 60 1 There there EX cord-295028-vlj2ay6d 60 2 are be VBP cord-295028-vlj2ay6d 60 3 scant scant JJ cord-295028-vlj2ay6d 60 4 studies study NNS cord-295028-vlj2ay6d 60 5 on on IN cord-295028-vlj2ay6d 60 6 the the DT cord-295028-vlj2ay6d 60 7 cancellation cancellation NN cord-295028-vlj2ay6d 60 8 of of IN cord-295028-vlj2ay6d 60 9 container container NN cord-295028-vlj2ay6d 60 10 slot slot NN cord-295028-vlj2ay6d 60 11 booking booking NN cord-295028-vlj2ay6d 60 12 . . . cord-295028-vlj2ay6d 61 1 One one CD cord-295028-vlj2ay6d 61 2 reason reason NN cord-295028-vlj2ay6d 61 3 is be VBZ cord-295028-vlj2ay6d 61 4 that that IN cord-295028-vlj2ay6d 61 5 container container NN cord-295028-vlj2ay6d 61 6 shipping shipping NN cord-295028-vlj2ay6d 61 7 companies company NNS cord-295028-vlj2ay6d 61 8 are be VBP cord-295028-vlj2ay6d 61 9 generally generally RB cord-295028-vlj2ay6d 61 10 conservative conservative JJ cord-295028-vlj2ay6d 61 11 and and CC cord-295028-vlj2ay6d 61 12 less less RBR cord-295028-vlj2ay6d 61 13 likely likely JJ cord-295028-vlj2ay6d 61 14 to to TO cord-295028-vlj2ay6d 61 15 share share VB cord-295028-vlj2ay6d 61 16 their -PRON- PRP$ cord-295028-vlj2ay6d 61 17 slot slot NN cord-295028-vlj2ay6d 61 18 booking booking NN cord-295028-vlj2ay6d 61 19 data datum NNS cord-295028-vlj2ay6d 61 20 for for IN cord-295028-vlj2ay6d 61 21 academia academia NN cord-295028-vlj2ay6d 61 22 . . . cord-295028-vlj2ay6d 62 1 There there EX cord-295028-vlj2ay6d 62 2 are be VBP cord-295028-vlj2ay6d 62 3 only only RB cord-295028-vlj2ay6d 62 4 two two CD cord-295028-vlj2ay6d 62 5 articles article NNS cord-295028-vlj2ay6d 62 6 directly directly RB cord-295028-vlj2ay6d 62 7 related relate VBN cord-295028-vlj2ay6d 62 8 to to IN cord-295028-vlj2ay6d 62 9 container container NN cord-295028-vlj2ay6d 62 10 slot slot NN cord-295028-vlj2ay6d 62 11 booking book VBG cord-295028-vlj2ay6d 62 12 cancellation cancellation NN cord-295028-vlj2ay6d 62 13 analyses analysis NNS cord-295028-vlj2ay6d 62 14 . . . cord-295028-vlj2ay6d 63 1 Wang Wang NNP cord-295028-vlj2ay6d 63 2 and and CC cord-295028-vlj2ay6d 63 3 Meng Meng NNP cord-295028-vlj2ay6d 63 4 ( ( -LRB- cord-295028-vlj2ay6d 63 5 2018 2018 CD cord-295028-vlj2ay6d 63 6 ) ) -RRB- cord-295028-vlj2ay6d 63 7 used use VBD cord-295028-vlj2ay6d 63 8 the the DT cord-295028-vlj2ay6d 63 9 statistical statistical JJ cord-295028-vlj2ay6d 63 10 methods method NNS cord-295028-vlj2ay6d 63 11 to to TO cord-295028-vlj2ay6d 63 12 forecast forecast VB cord-295028-vlj2ay6d 63 13 the the DT cord-295028-vlj2ay6d 63 14 net net JJ cord-295028-vlj2ay6d 63 15 container container NN cord-295028-vlj2ay6d 63 16 slot slot NN cord-295028-vlj2ay6d 63 17 booking booking NN cord-295028-vlj2ay6d 63 18 , , , cord-295028-vlj2ay6d 63 19 defined define VBN cord-295028-vlj2ay6d 63 20 as as IN cord-295028-vlj2ay6d 63 21 the the DT cord-295028-vlj2ay6d 63 22 difference difference NN cord-295028-vlj2ay6d 63 23 between between IN cord-295028-vlj2ay6d 63 24 the the DT cord-295028-vlj2ay6d 63 25 booked book VBN cord-295028-vlj2ay6d 63 26 and and CC cord-295028-vlj2ay6d 63 27 cancelled cancel VBN cord-295028-vlj2ay6d 63 28 slots slot NNS cord-295028-vlj2ay6d 63 29 , , , cord-295028-vlj2ay6d 63 30 depending depend VBG cord-295028-vlj2ay6d 63 31 on on IN cord-295028-vlj2ay6d 63 32 historical historical JJ cord-295028-vlj2ay6d 63 33 container container NN cord-295028-vlj2ay6d 63 34 slot slot NN cord-295028-vlj2ay6d 63 35 booking book VBG cord-295028-vlj2ay6d 63 36 information information NN cord-295028-vlj2ay6d 63 37 . . . cord-295028-vlj2ay6d 64 1 However however RB cord-295028-vlj2ay6d 64 2 , , , cord-295028-vlj2ay6d 64 3 their -PRON- PRP$ cord-295028-vlj2ay6d 64 4 methods method NNS cord-295028-vlj2ay6d 64 5 could could MD cord-295028-vlj2ay6d 64 6 not not RB cord-295028-vlj2ay6d 64 7 consider consider VB cord-295028-vlj2ay6d 64 8 any any DT cord-295028-vlj2ay6d 64 9 influential influential JJ cord-295028-vlj2ay6d 64 10 factors factor NNS cord-295028-vlj2ay6d 64 11 to to TO cord-295028-vlj2ay6d 64 12 estimate estimate VB cord-295028-vlj2ay6d 64 13 the the DT cord-295028-vlj2ay6d 64 14 individual individual JJ cord-295028-vlj2ay6d 64 15 - - HYPH cord-295028-vlj2ay6d 64 16 level level NN cord-295028-vlj2ay6d 64 17 cancellation cancellation NN cord-295028-vlj2ay6d 64 18 probability probability NN cord-295028-vlj2ay6d 64 19 . . . cord-295028-vlj2ay6d 65 1 Zhao Zhao NNP cord-295028-vlj2ay6d 65 2 et et NNP cord-295028-vlj2ay6d 65 3 al al NNP cord-295028-vlj2ay6d 65 4 . . . cord-295028-vlj2ay6d 66 1 ( ( -LRB- cord-295028-vlj2ay6d 66 2 2019 2019 CD cord-295028-vlj2ay6d 66 3 ) ) -RRB- cord-295028-vlj2ay6d 66 4 extracted extract VBD cord-295028-vlj2ay6d 66 5 the the DT cord-295028-vlj2ay6d 66 6 possible possible JJ cord-295028-vlj2ay6d 66 7 attributes attribute NNS cord-295028-vlj2ay6d 66 8 / / SYM cord-295028-vlj2ay6d 66 9 factors factor NNS cord-295028-vlj2ay6d 66 10 that that WDT cord-295028-vlj2ay6d 66 11 influence influence VBP cord-295028-vlj2ay6d 66 12 the the DT cord-295028-vlj2ay6d 66 13 customer customer NN cord-295028-vlj2ay6d 66 14 behavior behavior NN cord-295028-vlj2ay6d 66 15 of of IN cord-295028-vlj2ay6d 66 16 slot slot NN cord-295028-vlj2ay6d 66 17 booking booking NN cord-295028-vlj2ay6d 66 18 cancellation cancellation NN cord-295028-vlj2ay6d 66 19 from from IN cord-295028-vlj2ay6d 66 20 the the DT cord-295028-vlj2ay6d 66 21 real real JJ cord-295028-vlj2ay6d 66 22 container container NN cord-295028-vlj2ay6d 66 23 slot slot NN cord-295028-vlj2ay6d 66 24 booking booking NN cord-295028-vlj2ay6d 66 25 data datum NNS cord-295028-vlj2ay6d 66 26 . . . cord-295028-vlj2ay6d 67 1 Their -PRON- PRP$ cord-295028-vlj2ay6d 67 2 empirical empirical JJ cord-295028-vlj2ay6d 67 3 study study NN cord-295028-vlj2ay6d 67 4 shows show VBZ cord-295028-vlj2ay6d 67 5 that that IN cord-295028-vlj2ay6d 67 6 the the DT cord-295028-vlj2ay6d 67 7 relationship relationship NN cord-295028-vlj2ay6d 67 8 between between IN cord-295028-vlj2ay6d 67 9 influential influential JJ cord-295028-vlj2ay6d 67 10 factors factor NNS cord-295028-vlj2ay6d 67 11 and and CC cord-295028-vlj2ay6d 67 12 cancellation cancellation NN cord-295028-vlj2ay6d 67 13 rate rate NN cord-295028-vlj2ay6d 67 14 is be VBZ cord-295028-vlj2ay6d 67 15 highly highly RB cord-295028-vlj2ay6d 67 16 nonlinear nonlinear JJ cord-295028-vlj2ay6d 67 17 and and CC cord-295028-vlj2ay6d 67 18 calls call VBZ cord-295028-vlj2ay6d 67 19 on on IN cord-295028-vlj2ay6d 67 20 a a DT cord-295028-vlj2ay6d 67 21 further further JJ cord-295028-vlj2ay6d 67 22 study study NN cord-295028-vlj2ay6d 67 23 to to TO cord-295028-vlj2ay6d 67 24 analytically analytically RB cord-295028-vlj2ay6d 67 25 model model VB cord-295028-vlj2ay6d 67 26 the the DT cord-295028-vlj2ay6d 67 27 relationship relationship NN cord-295028-vlj2ay6d 67 28 . . . cord-295028-vlj2ay6d 68 1 To to IN cord-295028-vlj2ay6d 68 2 the the DT cord-295028-vlj2ay6d 68 3 best good JJS cord-295028-vlj2ay6d 68 4 of of IN cord-295028-vlj2ay6d 68 5 our -PRON- PRP$ cord-295028-vlj2ay6d 68 6 knowledge knowledge NN cord-295028-vlj2ay6d 68 7 , , , cord-295028-vlj2ay6d 68 8 there there EX cord-295028-vlj2ay6d 68 9 are be VBP cord-295028-vlj2ay6d 68 10 no no DT cord-295028-vlj2ay6d 68 11 studies study NNS cord-295028-vlj2ay6d 68 12 dealing deal VBG cord-295028-vlj2ay6d 68 13 with with IN cord-295028-vlj2ay6d 68 14 the the DT cord-295028-vlj2ay6d 68 15 estimation estimation NN cord-295028-vlj2ay6d 68 16 of of IN cord-295028-vlj2ay6d 68 17 the the DT cord-295028-vlj2ay6d 68 18 slot slot NN cord-295028-vlj2ay6d 68 19 booking booking NN cord-295028-vlj2ay6d 68 20 cancellation cancellation NN cord-295028-vlj2ay6d 68 21 probability probability NN cord-295028-vlj2ay6d 68 22 although although IN cord-295028-vlj2ay6d 68 23 it -PRON- PRP cord-295028-vlj2ay6d 68 24 has have VBZ cord-295028-vlj2ay6d 68 25 been be VBN cord-295028-vlj2ay6d 68 26 highlighted highlight VBN cord-295028-vlj2ay6d 68 27 and and CC cord-295028-vlj2ay6d 68 28 requested request VBN cord-295028-vlj2ay6d 68 29 by by IN cord-295028-vlj2ay6d 68 30 several several JJ cord-295028-vlj2ay6d 68 31 scholars scholar NNS cord-295028-vlj2ay6d 68 32 ( ( -LRB- cord-295028-vlj2ay6d 68 33 e.g e.g XX cord-295028-vlj2ay6d 68 34 , , , cord-295028-vlj2ay6d 68 35 Lee Lee NNP cord-295028-vlj2ay6d 68 36 et et NNP cord-295028-vlj2ay6d 68 37 al al NNP cord-295028-vlj2ay6d 68 38 . . NNP cord-295028-vlj2ay6d 68 39 , , , cord-295028-vlj2ay6d 68 40 2015 2015 CD cord-295028-vlj2ay6d 68 41 ) ) -RRB- cord-295028-vlj2ay6d 68 42 . . . cord-295028-vlj2ay6d 69 1 There there EX cord-295028-vlj2ay6d 69 2 are be VBP cord-295028-vlj2ay6d 69 3 some some DT cord-295028-vlj2ay6d 69 4 similarities similarity NNS cord-295028-vlj2ay6d 69 5 between between IN cord-295028-vlj2ay6d 69 6 container container NN cord-295028-vlj2ay6d 69 7 slot slot NN cord-295028-vlj2ay6d 69 8 cancellation cancellation NN cord-295028-vlj2ay6d 69 9 modeling modeling NN cord-295028-vlj2ay6d 69 10 and and CC cord-295028-vlj2ay6d 69 11 air air NN cord-295028-vlj2ay6d 69 12 ticket ticket NN cord-295028-vlj2ay6d 69 13 / / SYM cord-295028-vlj2ay6d 69 14 cargo cargo NN cord-295028-vlj2ay6d 69 15 cancellation cancellation NN cord-295028-vlj2ay6d 69 16 analyses analysis NNS cord-295028-vlj2ay6d 69 17 . . . cord-295028-vlj2ay6d 70 1 The the DT cord-295028-vlj2ay6d 70 2 air air NN cord-295028-vlj2ay6d 70 3 ticket ticket NN cord-295028-vlj2ay6d 70 4 or or CC cord-295028-vlj2ay6d 70 5 air air NN cord-295028-vlj2ay6d 70 6 cargo cargo NN cord-295028-vlj2ay6d 70 7 cancellation cancellation NN cord-295028-vlj2ay6d 70 8 behaviors behavior NNS cord-295028-vlj2ay6d 70 9 have have VBP cord-295028-vlj2ay6d 70 10 been be VBN cord-295028-vlj2ay6d 70 11 extensively extensively RB cord-295028-vlj2ay6d 70 12 examined examine VBN cord-295028-vlj2ay6d 70 13 in in IN cord-295028-vlj2ay6d 70 14 literature literature NN cord-295028-vlj2ay6d 70 15 by by IN cord-295028-vlj2ay6d 70 16 using use VBG cord-295028-vlj2ay6d 70 17 different different JJ cord-295028-vlj2ay6d 70 18 methodologies methodology NNS cord-295028-vlj2ay6d 70 19 ( ( -LRB- cord-295028-vlj2ay6d 70 20 e.g. e.g. RB cord-295028-vlj2ay6d 70 21 , , , cord-295028-vlj2ay6d 70 22 Garrow Garrow NNP cord-295028-vlj2ay6d 70 23 and and CC cord-295028-vlj2ay6d 70 24 Koppelman Koppelman NNP cord-295028-vlj2ay6d 70 25 , , , cord-295028-vlj2ay6d 70 26 2004 2004 CD cord-295028-vlj2ay6d 70 27 ; ; : cord-295028-vlj2ay6d 70 28 Hueglin Hueglin NNP cord-295028-vlj2ay6d 70 29 and and CC cord-295028-vlj2ay6d 70 30 Vannotti Vannotti NNP cord-295028-vlj2ay6d 70 31 , , , cord-295028-vlj2ay6d 70 32 2001 2001 CD cord-295028-vlj2ay6d 70 33 ; ; : cord-295028-vlj2ay6d 70 34 Iliescu Iliescu NNP cord-295028-vlj2ay6d 70 35 et et NNP cord-295028-vlj2ay6d 70 36 al al NNP cord-295028-vlj2ay6d 70 37 . . . cord-295028-vlj2ay6d 71 1 , , , cord-295028-vlj2ay6d 71 2 2008 2008 CD cord-295028-vlj2ay6d 71 3 ; ; : cord-295028-vlj2ay6d 71 4 Graham Graham NNP cord-295028-vlj2ay6d 71 5 et et NNP cord-295028-vlj2ay6d 71 6 al al NNP cord-295028-vlj2ay6d 71 7 . . NNP cord-295028-vlj2ay6d 71 8 , , , cord-295028-vlj2ay6d 71 9 2010 2010 CD cord-295028-vlj2ay6d 71 10 ; ; : cord-295028-vlj2ay6d 71 11 Chiew Chiew NNP cord-295028-vlj2ay6d 71 12 et et NNP cord-295028-vlj2ay6d 71 13 al al NNP cord-295028-vlj2ay6d 71 14 . . NNP cord-295028-vlj2ay6d 71 15 , , , cord-295028-vlj2ay6d 71 16 2017 2017 CD cord-295028-vlj2ay6d 71 17 ; ; . cord-295028-vlj2ay6d 72 1 Morales Morales NNP cord-295028-vlj2ay6d 72 2 and and CC cord-295028-vlj2ay6d 72 3 Wang Wang NNP cord-295028-vlj2ay6d 72 4 , , , cord-295028-vlj2ay6d 72 5 2010 2010 CD cord-295028-vlj2ay6d 72 6 ) ) -RRB- cord-295028-vlj2ay6d 72 7 . . . cord-295028-vlj2ay6d 73 1 Although although IN cord-295028-vlj2ay6d 73 2 the the DT cord-295028-vlj2ay6d 73 3 airline airline NN cord-295028-vlj2ay6d 73 4 ticket ticket NN cord-295028-vlj2ay6d 73 5 cancellation cancellation NN cord-295028-vlj2ay6d 73 6 studies study NNS cord-295028-vlj2ay6d 73 7 could could MD cord-295028-vlj2ay6d 73 8 provide provide VB cord-295028-vlj2ay6d 73 9 some some DT cord-295028-vlj2ay6d 73 10 enlightenment enlightenment NN cord-295028-vlj2ay6d 73 11 for for IN cord-295028-vlj2ay6d 73 12 container container NN cord-295028-vlj2ay6d 73 13 slot slot NN cord-295028-vlj2ay6d 73 14 cancellation cancellation NN cord-295028-vlj2ay6d 73 15 modeling modeling NN cord-295028-vlj2ay6d 73 16 , , , cord-295028-vlj2ay6d 73 17 estimating estimate VBG cord-295028-vlj2ay6d 73 18 the the DT cord-295028-vlj2ay6d 73 19 probability probability NN cord-295028-vlj2ay6d 73 20 of of IN cord-295028-vlj2ay6d 73 21 cancellation cancellation NN cord-295028-vlj2ay6d 73 22 in in IN cord-295028-vlj2ay6d 73 23 container container NN cord-295028-vlj2ay6d 73 24 slot slot NN cord-295028-vlj2ay6d 73 25 booking booking NN cord-295028-vlj2ay6d 73 26 is be VBZ cord-295028-vlj2ay6d 73 27 a a DT cord-295028-vlj2ay6d 73 28 new new JJ cord-295028-vlj2ay6d 73 29 and and CC cord-295028-vlj2ay6d 73 30 worthy worthy JJ cord-295028-vlj2ay6d 73 31 research research NN cord-295028-vlj2ay6d 73 32 topic topic NN cord-295028-vlj2ay6d 73 33 because because IN cord-295028-vlj2ay6d 73 34 of of IN cord-295028-vlj2ay6d 73 35 the the DT cord-295028-vlj2ay6d 73 36 following follow VBG cord-295028-vlj2ay6d 73 37 exclusive exclusive JJ cord-295028-vlj2ay6d 73 38 features feature NNS cord-295028-vlj2ay6d 73 39 . . . cord-295028-vlj2ay6d 74 1 First first RB cord-295028-vlj2ay6d 74 2 , , , cord-295028-vlj2ay6d 74 3 the the DT cord-295028-vlj2ay6d 74 4 container container NN cord-295028-vlj2ay6d 74 5 transport transport NN cord-295028-vlj2ay6d 74 6 demand demand NN cord-295028-vlj2ay6d 74 7 is be VBZ cord-295028-vlj2ay6d 74 8 generated generate VBN cord-295028-vlj2ay6d 74 9 from from IN cord-295028-vlj2ay6d 74 10 international international JJ cord-295028-vlj2ay6d 74 11 trades trade NNS cord-295028-vlj2ay6d 74 12 that that WDT cord-295028-vlj2ay6d 74 13 exhibit exhibit VBP cord-295028-vlj2ay6d 74 14 regional regional JJ cord-295028-vlj2ay6d 74 15 characteristics characteristic NNS cord-295028-vlj2ay6d 74 16 . . . cord-295028-vlj2ay6d 75 1 The the DT cord-295028-vlj2ay6d 75 2 intercontinental intercontinental JJ cord-295028-vlj2ay6d 75 3 liner liner NN cord-295028-vlj2ay6d 75 4 shipping shipping NN cord-295028-vlj2ay6d 75 5 services service NNS cord-295028-vlj2ay6d 75 6 connect connect VBP cord-295028-vlj2ay6d 75 7 multiple multiple JJ cord-295028-vlj2ay6d 75 8 trade trade NN cord-295028-vlj2ay6d 75 9 zones zone NNS cord-295028-vlj2ay6d 75 10 covering cover VBG cord-295028-vlj2ay6d 75 11 various various JJ cord-295028-vlj2ay6d 75 12 countries country NNS cord-295028-vlj2ay6d 75 13 with with IN cord-295028-vlj2ay6d 75 14 different different JJ cord-295028-vlj2ay6d 75 15 shipping shipping NN cord-295028-vlj2ay6d 75 16 policies policy NNS cord-295028-vlj2ay6d 75 17 , , , cord-295028-vlj2ay6d 75 18 shipping ship VBG cord-295028-vlj2ay6d 75 19 market market NN cord-295028-vlj2ay6d 75 20 conditions condition NNS cord-295028-vlj2ay6d 75 21 , , , cord-295028-vlj2ay6d 75 22 import import NN cord-295028-vlj2ay6d 75 23 / / SYM cord-295028-vlj2ay6d 75 24 export export NN cord-295028-vlj2ay6d 75 25 volume volume NN cord-295028-vlj2ay6d 75 26 , , , cord-295028-vlj2ay6d 75 27 and and CC cord-295028-vlj2ay6d 75 28 cargo cargo NN cord-295028-vlj2ay6d 75 29 type type NN cord-295028-vlj2ay6d 75 30 . . . cord-295028-vlj2ay6d 76 1 In in IN cord-295028-vlj2ay6d 76 2 other other JJ cord-295028-vlj2ay6d 76 3 words word NNS cord-295028-vlj2ay6d 76 4 , , , cord-295028-vlj2ay6d 76 5 the the DT cord-295028-vlj2ay6d 76 6 container container NN cord-295028-vlj2ay6d 76 7 transportation transportation NN cord-295028-vlj2ay6d 76 8 demand demand NN cord-295028-vlj2ay6d 76 9 from from IN cord-295028-vlj2ay6d 76 10 different different JJ cord-295028-vlj2ay6d 76 11 countries country NNS cord-295028-vlj2ay6d 76 12 exhibits exhibit VBZ cord-295028-vlj2ay6d 76 13 diverse diverse JJ cord-295028-vlj2ay6d 76 14 characteristics characteristic NNS cord-295028-vlj2ay6d 76 15 in in IN cord-295028-vlj2ay6d 76 16 container container NN cord-295028-vlj2ay6d 76 17 slot slot NN cord-295028-vlj2ay6d 76 18 booking booking NN cord-295028-vlj2ay6d 76 19 and and CC cord-295028-vlj2ay6d 76 20 cancellation cancellation NN cord-295028-vlj2ay6d 76 21 . . . cord-295028-vlj2ay6d 77 1 In in IN cord-295028-vlj2ay6d 77 2 this this DT cord-295028-vlj2ay6d 77 3 regard regard NN cord-295028-vlj2ay6d 77 4 , , , cord-295028-vlj2ay6d 77 5 the the DT cord-295028-vlj2ay6d 77 6 container container NN cord-295028-vlj2ay6d 77 7 slot slot NN cord-295028-vlj2ay6d 77 8 cancellation cancellation NN cord-295028-vlj2ay6d 77 9 behavior behavior NN cord-295028-vlj2ay6d 77 10 of of IN cord-295028-vlj2ay6d 77 11 customers customer NNS cord-295028-vlj2ay6d 77 12 in in IN cord-295028-vlj2ay6d 77 13 the the DT cord-295028-vlj2ay6d 77 14 same same JJ cord-295028-vlj2ay6d 77 15 market market NN cord-295028-vlj2ay6d 77 16 region region NN cord-295028-vlj2ay6d 77 17 can can MD cord-295028-vlj2ay6d 77 18 be be VB cord-295028-vlj2ay6d 77 19 correlated correlate VBN cord-295028-vlj2ay6d 77 20 and and CC cord-295028-vlj2ay6d 77 21 affected affect VBN cord-295028-vlj2ay6d 77 22 by by IN cord-295028-vlj2ay6d 77 23 the the DT cord-295028-vlj2ay6d 77 24 regional regional JJ cord-295028-vlj2ay6d 77 25 property property NN cord-295028-vlj2ay6d 77 26 of of IN cord-295028-vlj2ay6d 77 27 trade trade NN cord-295028-vlj2ay6d 77 28 . . . cord-295028-vlj2ay6d 78 1 Thus thus RB cord-295028-vlj2ay6d 78 2 , , , cord-295028-vlj2ay6d 78 3 it -PRON- PRP cord-295028-vlj2ay6d 78 4 is be VBZ cord-295028-vlj2ay6d 78 5 more more RBR cord-295028-vlj2ay6d 78 6 practical practical JJ cord-295028-vlj2ay6d 78 7 to to TO cord-295028-vlj2ay6d 78 8 assume assume VB cord-295028-vlj2ay6d 78 9 that that IN cord-295028-vlj2ay6d 78 10 some some DT cord-295028-vlj2ay6d 78 11 container container NN cord-295028-vlj2ay6d 78 12 slot slot NN cord-295028-vlj2ay6d 78 13 bookings booking NNS cord-295028-vlj2ay6d 78 14 are be VBP cord-295028-vlj2ay6d 78 15 correlated correlate VBN cord-295028-vlj2ay6d 78 16 . . . cord-295028-vlj2ay6d 79 1 However however RB cord-295028-vlj2ay6d 79 2 , , , cord-295028-vlj2ay6d 79 3 the the DT cord-295028-vlj2ay6d 79 4 studies study NNS cord-295028-vlj2ay6d 79 5 on on IN cord-295028-vlj2ay6d 79 6 air air NN cord-295028-vlj2ay6d 79 7 ticket ticket NN cord-295028-vlj2ay6d 79 8 / / SYM cord-295028-vlj2ay6d 79 9 cargo cargo NN cord-295028-vlj2ay6d 79 10 cancellation cancellation NN cord-295028-vlj2ay6d 79 11 postulate postulate VBP cord-295028-vlj2ay6d 79 12 that that IN cord-295028-vlj2ay6d 79 13 all all PDT cord-295028-vlj2ay6d 79 14 the the DT cord-295028-vlj2ay6d 79 15 bookings booking NNS cord-295028-vlj2ay6d 79 16 are be VBP cord-295028-vlj2ay6d 79 17 independent independent JJ cord-295028-vlj2ay6d 79 18 . . . cord-295028-vlj2ay6d 80 1 Second second RB cord-295028-vlj2ay6d 80 2 , , , cord-295028-vlj2ay6d 80 3 the the DT cord-295028-vlj2ay6d 80 4 container container NN cord-295028-vlj2ay6d 80 5 slot slot NN cord-295028-vlj2ay6d 80 6 bookings booking NNS cord-295028-vlj2ay6d 80 7 can can MD cord-295028-vlj2ay6d 80 8 be be VB cord-295028-vlj2ay6d 80 9 freely freely RB cord-295028-vlj2ay6d 80 10 cancelled cancel VBN cord-295028-vlj2ay6d 80 11 without without IN cord-295028-vlj2ay6d 80 12 any any DT cord-295028-vlj2ay6d 80 13 penalty penalty NN cord-295028-vlj2ay6d 80 14 in in IN cord-295028-vlj2ay6d 80 15 practice practice NN cord-295028-vlj2ay6d 80 16 . . . cord-295028-vlj2ay6d 81 1 For for IN cord-295028-vlj2ay6d 81 2 the the DT cord-295028-vlj2ay6d 81 3 seat seat NN cord-295028-vlj2ay6d 81 4 booking booking NN cord-295028-vlj2ay6d 81 5 in in IN cord-295028-vlj2ay6d 81 6 airline airline NN cord-295028-vlj2ay6d 81 7 , , , cord-295028-vlj2ay6d 81 8 some some DT cord-295028-vlj2ay6d 81 9 bookings booking NNS cord-295028-vlj2ay6d 81 10 are be VBP cord-295028-vlj2ay6d 81 11 not not RB cord-295028-vlj2ay6d 81 12 allowed allow VBN cord-295028-vlj2ay6d 81 13 to to TO cord-295028-vlj2ay6d 81 14 be be VB cord-295028-vlj2ay6d 81 15 cancelled cancel VBN cord-295028-vlj2ay6d 81 16 or or CC cord-295028-vlj2ay6d 81 17 could could MD cord-295028-vlj2ay6d 81 18 be be VB cord-295028-vlj2ay6d 81 19 cancelled cancel VBN cord-295028-vlj2ay6d 81 20 with with IN cord-295028-vlj2ay6d 81 21 a a DT cord-295028-vlj2ay6d 81 22 high high JJ cord-295028-vlj2ay6d 81 23 cancellation cancellation NN cord-295028-vlj2ay6d 81 24 fee fee NN cord-295028-vlj2ay6d 81 25 . . . cord-295028-vlj2ay6d 82 1 However however RB cord-295028-vlj2ay6d 82 2 , , , cord-295028-vlj2ay6d 82 3 the the DT cord-295028-vlj2ay6d 82 4 container container NN cord-295028-vlj2ay6d 82 5 slot slot NN cord-295028-vlj2ay6d 82 6 cancellation cancellation NN cord-295028-vlj2ay6d 82 7 fee fee NN cord-295028-vlj2ay6d 82 8 is be VBZ cord-295028-vlj2ay6d 82 9 not not RB cord-295028-vlj2ay6d 82 10 widely widely RB cord-295028-vlj2ay6d 82 11 adopted adopt VBN cord-295028-vlj2ay6d 82 12 in in IN cord-295028-vlj2ay6d 82 13 the the DT cord-295028-vlj2ay6d 82 14 container container NN cord-295028-vlj2ay6d 82 15 liner liner NN cord-295028-vlj2ay6d 82 16 shipping shipping NN cord-295028-vlj2ay6d 82 17 industry industry NN cord-295028-vlj2ay6d 82 18 . . . cord-295028-vlj2ay6d 83 1 The the DT cord-295028-vlj2ay6d 83 2 competition competition NN cord-295028-vlj2ay6d 83 3 among among IN cord-295028-vlj2ay6d 83 4 container container NN cord-295028-vlj2ay6d 83 5 shipping shipping NN cord-295028-vlj2ay6d 83 6 companies company NNS cord-295028-vlj2ay6d 83 7 is be VBZ cord-295028-vlj2ay6d 83 8 fierce fierce JJ cord-295028-vlj2ay6d 83 9 , , , cord-295028-vlj2ay6d 83 10 thus thus RB cord-295028-vlj2ay6d 83 11 charging charge VBG cord-295028-vlj2ay6d 83 12 a a DT cord-295028-vlj2ay6d 83 13 penalty penalty NN cord-295028-vlj2ay6d 83 14 for for IN cord-295028-vlj2ay6d 83 15 cancellation cancellation NN cord-295028-vlj2ay6d 83 16 could could MD cord-295028-vlj2ay6d 83 17 lead lead VB cord-295028-vlj2ay6d 83 18 to to IN cord-295028-vlj2ay6d 83 19 loss loss NN cord-295028-vlj2ay6d 83 20 of of IN cord-295028-vlj2ay6d 83 21 customers customer NNS cord-295028-vlj2ay6d 83 22 . . . cord-295028-vlj2ay6d 84 1 For for IN cord-295028-vlj2ay6d 84 2 example example NN cord-295028-vlj2ay6d 84 3 , , , cord-295028-vlj2ay6d 84 4 few few JJ cord-295028-vlj2ay6d 84 5 container container NN cord-295028-vlj2ay6d 84 6 shipping shipping NN cord-295028-vlj2ay6d 84 7 companies company NNS cord-295028-vlj2ay6d 84 8 ( ( -LRB- cord-295028-vlj2ay6d 84 9 e.g. e.g. RB cord-295028-vlj2ay6d 84 10 , , , cord-295028-vlj2ay6d 84 11 Maersk Maersk NNP cord-295028-vlj2ay6d 84 12 Line Line NNP cord-295028-vlj2ay6d 84 13 ) ) -RRB- cord-295028-vlj2ay6d 84 14 had have VBD cord-295028-vlj2ay6d 84 15 attempted attempt VBN cord-295028-vlj2ay6d 84 16 to to IN cord-295028-vlj2ay6d 84 17 charging charge VBG cord-295028-vlj2ay6d 84 18 cancellation cancellation NN cord-295028-vlj2ay6d 84 19 fee fee NN cord-295028-vlj2ay6d 84 20 for for IN cord-295028-vlj2ay6d 84 21 some some DT cord-295028-vlj2ay6d 84 22 services service NNS cord-295028-vlj2ay6d 84 23 , , , cord-295028-vlj2ay6d 84 24 but but CC cord-295028-vlj2ay6d 84 25 they -PRON- PRP cord-295028-vlj2ay6d 84 26 finally finally RB cord-295028-vlj2ay6d 84 27 withdrew withdraw VBD cord-295028-vlj2ay6d 84 28 this this DT cord-295028-vlj2ay6d 84 29 fee fee NN cord-295028-vlj2ay6d 84 30 because because IN cord-295028-vlj2ay6d 84 31 other other JJ cord-295028-vlj2ay6d 84 32 shipping shipping NN cord-295028-vlj2ay6d 84 33 companies company NNS cord-295028-vlj2ay6d 84 34 would would MD cord-295028-vlj2ay6d 84 35 not not RB cord-295028-vlj2ay6d 84 36 follow follow VB cord-295028-vlj2ay6d 84 37 . . . cord-295028-vlj2ay6d 85 1 In in IN cord-295028-vlj2ay6d 85 2 addition addition NN cord-295028-vlj2ay6d 85 3 to to IN cord-295028-vlj2ay6d 85 4 cancellation cancellation NN cord-295028-vlj2ay6d 85 5 fees fee NNS cord-295028-vlj2ay6d 85 6 , , , cord-295028-vlj2ay6d 85 7 a a DT cord-295028-vlj2ay6d 85 8 few few JJ cord-295028-vlj2ay6d 85 9 third third JJ cord-295028-vlj2ay6d 85 10 - - HYPH cord-295028-vlj2ay6d 85 11 party party NN cord-295028-vlj2ay6d 85 12 platforms platform NNS cord-295028-vlj2ay6d 85 13 also also RB cord-295028-vlj2ay6d 85 14 provide provide VBP cord-295028-vlj2ay6d 85 15 shipping shipping NN cord-295028-vlj2ay6d 85 16 companies company NNS cord-295028-vlj2ay6d 85 17 with with IN cord-295028-vlj2ay6d 85 18 some some DT cord-295028-vlj2ay6d 85 19 methods method NNS cord-295028-vlj2ay6d 85 20 to to TO cord-295028-vlj2ay6d 85 21 avoid avoid VB cord-295028-vlj2ay6d 85 22 losses loss NNS cord-295028-vlj2ay6d 85 23 caused cause VBN cord-295028-vlj2ay6d 85 24 by by IN cord-295028-vlj2ay6d 85 25 the the DT cord-295028-vlj2ay6d 85 26 cancellations cancellation NNS cord-295028-vlj2ay6d 85 27 . . . cord-295028-vlj2ay6d 86 1 One one CD cord-295028-vlj2ay6d 86 2 example example NN cord-295028-vlj2ay6d 86 3 is be VBZ cord-295028-vlj2ay6d 86 4 New New NNP cord-295028-vlj2ay6d 86 5 York York NNP cord-295028-vlj2ay6d 86 6 Shipping Shipping NNP cord-295028-vlj2ay6d 86 7 Exchange Exchange NNP cord-295028-vlj2ay6d 86 8 ( ( -LRB- cord-295028-vlj2ay6d 86 9 NYSHEX NYSHEX NNP cord-295028-vlj2ay6d 86 10 ) ) -RRB- cord-295028-vlj2ay6d 86 11 , , , cord-295028-vlj2ay6d 86 12 a a DT cord-295028-vlj2ay6d 86 13 digital digital JJ cord-295028-vlj2ay6d 86 14 freight freight NN cord-295028-vlj2ay6d 86 15 marketplace marketplace NN cord-295028-vlj2ay6d 86 16 , , , cord-295028-vlj2ay6d 86 17 acting act VBG cord-295028-vlj2ay6d 86 18 as as IN cord-295028-vlj2ay6d 86 19 a a DT cord-295028-vlj2ay6d 86 20 neutral neutral JJ cord-295028-vlj2ay6d 86 21 contract contract NN cord-295028-vlj2ay6d 86 22 arbiter arbiter NN cord-295028-vlj2ay6d 86 23 for for IN cord-295028-vlj2ay6d 86 24 shippers shipper NNS cord-295028-vlj2ay6d 86 25 and and CC cord-295028-vlj2ay6d 86 26 carriers carrier NNS cord-295028-vlj2ay6d 86 27 in in IN cord-295028-vlj2ay6d 86 28 an an DT cord-295028-vlj2ay6d 86 29 attempt attempt NN cord-295028-vlj2ay6d 86 30 to to TO cord-295028-vlj2ay6d 86 31 prevent prevent VB cord-295028-vlj2ay6d 86 32 cancelled cancel VBN cord-295028-vlj2ay6d 86 33 bookings booking NNS cord-295028-vlj2ay6d 86 34 and and CC cord-295028-vlj2ay6d 86 35 cargo cargo NN cord-295028-vlj2ay6d 86 36 rolling rolling NN cord-295028-vlj2ay6d 86 37 . . . cord-295028-vlj2ay6d 87 1 Another another DT cord-295028-vlj2ay6d 87 2 thirdparty thirdparty NN cord-295028-vlj2ay6d 87 3 platform platform NN cord-295028-vlj2ay6d 87 4 , , , cord-295028-vlj2ay6d 87 5 300cubits 300cubit NNS cord-295028-vlj2ay6d 87 6 , , , cord-295028-vlj2ay6d 87 7 also also RB cord-295028-vlj2ay6d 87 8 launched launch VBD cord-295028-vlj2ay6d 87 9 a a DT cord-295028-vlj2ay6d 87 10 business business NN cord-295028-vlj2ay6d 87 11 that that WDT cord-295028-vlj2ay6d 87 12 used use VBD cord-295028-vlj2ay6d 87 13 blockchain blockchain NN cord-295028-vlj2ay6d 87 14 technology technology NN cord-295028-vlj2ay6d 87 15 to to TO cord-295028-vlj2ay6d 87 16 develop develop VB cord-295028-vlj2ay6d 87 17 shipping shipping NN cord-295028-vlj2ay6d 87 18 bitcoins bitcoin NNS cord-295028-vlj2ay6d 87 19 to to TO cord-295028-vlj2ay6d 87 20 resolve resolve VB cord-295028-vlj2ay6d 87 21 cancellation cancellation NN cord-295028-vlj2ay6d 87 22 and and CC cord-295028-vlj2ay6d 87 23 rolling rolling JJ cord-295028-vlj2ay6d 87 24 issues issue NNS cord-295028-vlj2ay6d 87 25 . . . cord-295028-vlj2ay6d 88 1 Unfortunately unfortunately RB cord-295028-vlj2ay6d 88 2 , , , cord-295028-vlj2ay6d 88 3 this this DT cord-295028-vlj2ay6d 88 4 business business NN cord-295028-vlj2ay6d 88 5 was be VBD cord-295028-vlj2ay6d 88 6 eventually eventually RB cord-295028-vlj2ay6d 88 7 discontinued discontinue VBN cord-295028-vlj2ay6d 88 8 due due IN cord-295028-vlj2ay6d 88 9 to to IN cord-295028-vlj2ay6d 88 10 insufficient insufficient JJ cord-295028-vlj2ay6d 88 11 participation participation NN cord-295028-vlj2ay6d 88 12 by by IN cord-295028-vlj2ay6d 88 13 shipping ship VBG cord-295028-vlj2ay6d 88 14 companies company NNS cord-295028-vlj2ay6d 88 15 . . . cord-295028-vlj2ay6d 89 1 In in IN cord-295028-vlj2ay6d 89 2 other other JJ cord-295028-vlj2ay6d 89 3 words word NNS cord-295028-vlj2ay6d 89 4 , , , cord-295028-vlj2ay6d 89 5 the the DT cord-295028-vlj2ay6d 89 6 third third JJ cord-295028-vlj2ay6d 89 7 - - HYPH cord-295028-vlj2ay6d 89 8 party party NN cord-295028-vlj2ay6d 89 9 platform platform NN cord-295028-vlj2ay6d 89 10 solutions solution NNS cord-295028-vlj2ay6d 89 11 are be VBP cord-295028-vlj2ay6d 89 12 still still RB cord-295028-vlj2ay6d 89 13 at at IN cord-295028-vlj2ay6d 89 14 the the DT cord-295028-vlj2ay6d 89 15 infant infant NN cord-295028-vlj2ay6d 89 16 development development NN cord-295028-vlj2ay6d 89 17 stage stage NN cord-295028-vlj2ay6d 89 18 . . . cord-295028-vlj2ay6d 90 1 At at IN cord-295028-vlj2ay6d 90 2 the the DT cord-295028-vlj2ay6d 90 3 current current JJ cord-295028-vlj2ay6d 90 4 practices practice NNS cord-295028-vlj2ay6d 90 5 , , , cord-295028-vlj2ay6d 90 6 as as IN cord-295028-vlj2ay6d 90 7 cancellations cancellation NNS cord-295028-vlj2ay6d 90 8 by by IN cord-295028-vlj2ay6d 90 9 customers customer NNS cord-295028-vlj2ay6d 90 10 are be VBP cord-295028-vlj2ay6d 90 11 quite quite RB cord-295028-vlj2ay6d 90 12 common common JJ cord-295028-vlj2ay6d 90 13 , , , cord-295028-vlj2ay6d 90 14 the the DT cord-295028-vlj2ay6d 90 15 shipping shipping NN cord-295028-vlj2ay6d 90 16 companies company NNS cord-295028-vlj2ay6d 90 17 take take VBP cord-295028-vlj2ay6d 90 18 the the DT cord-295028-vlj2ay6d 90 19 overbooking overbooking NN cord-295028-vlj2ay6d 90 20 strategy strategy NN cord-295028-vlj2ay6d 90 21 to to IN cord-295028-vlj2ay6d 90 22 hedging hedge VBG cord-295028-vlj2ay6d 90 23 the the DT cord-295028-vlj2ay6d 90 24 cancellation cancellation NN cord-295028-vlj2ay6d 90 25 risk risk NN cord-295028-vlj2ay6d 90 26 . . . cord-295028-vlj2ay6d 91 1 Once once RB cord-295028-vlj2ay6d 91 2 the the DT cord-295028-vlj2ay6d 91 3 number number NN cord-295028-vlj2ay6d 91 4 of of IN cord-295028-vlj2ay6d 91 5 show show NN cord-295028-vlj2ay6d 91 6 - - HYPH cord-295028-vlj2ay6d 91 7 up up RP cord-295028-vlj2ay6d 91 8 containers container NNS cord-295028-vlj2ay6d 91 9 exceeds exceed VBZ cord-295028-vlj2ay6d 91 10 the the DT cord-295028-vlj2ay6d 91 11 capacity capacity NN cord-295028-vlj2ay6d 91 12 of of IN cord-295028-vlj2ay6d 91 13 the the DT cord-295028-vlj2ay6d 91 14 ship ship NN cord-295028-vlj2ay6d 91 15 , , , cord-295028-vlj2ay6d 91 16 some some DT cord-295028-vlj2ay6d 91 17 containers container NNS cord-295028-vlj2ay6d 91 18 can can MD cord-295028-vlj2ay6d 91 19 only only RB cord-295028-vlj2ay6d 91 20 be be VB cord-295028-vlj2ay6d 91 21 postponed postpone VBN cord-295028-vlj2ay6d 91 22 to to IN cord-295028-vlj2ay6d 91 23 the the DT cord-295028-vlj2ay6d 91 24 next next JJ cord-295028-vlj2ay6d 91 25 voyage voyage NN cord-295028-vlj2ay6d 91 26 . . . cord-295028-vlj2ay6d 92 1 As as IN cord-295028-vlj2ay6d 92 2 a a DT cord-295028-vlj2ay6d 92 3 consequence consequence NN cord-295028-vlj2ay6d 92 4 , , , cord-295028-vlj2ay6d 92 5 it -PRON- PRP cord-295028-vlj2ay6d 92 6 is be VBZ cord-295028-vlj2ay6d 92 7 a a DT cord-295028-vlj2ay6d 92 8 common common JJ cord-295028-vlj2ay6d 92 9 practice practice NN cord-295028-vlj2ay6d 92 10 for for IN cord-295028-vlj2ay6d 92 11 a a DT cord-295028-vlj2ay6d 92 12 customer customer NN cord-295028-vlj2ay6d 92 13 to to TO cord-295028-vlj2ay6d 92 14 book book NN cord-295028-vlj2ay6d 92 15 with with IN cord-295028-vlj2ay6d 92 16 several several JJ cord-295028-vlj2ay6d 92 17 container container NN cord-295028-vlj2ay6d 92 18 shipping ship VBG cord-295028-vlj2ay6d 92 19 companies company NNS cord-295028-vlj2ay6d 92 20 to to TO cord-295028-vlj2ay6d 92 21 guarantee guarantee VB cord-295028-vlj2ay6d 92 22 the the DT cord-295028-vlj2ay6d 92 23 slots slot NNS cord-295028-vlj2ay6d 92 24 . . . cord-295028-vlj2ay6d 93 1 This this DT cord-295028-vlj2ay6d 93 2 phenomenon phenomenon NN cord-295028-vlj2ay6d 93 3 results result VBZ cord-295028-vlj2ay6d 93 4 in in IN cord-295028-vlj2ay6d 93 5 a a DT cord-295028-vlj2ay6d 93 6 high high JJ cord-295028-vlj2ay6d 93 7 cancellation cancellation NN cord-295028-vlj2ay6d 93 8 rate rate NN cord-295028-vlj2ay6d 93 9 in in IN cord-295028-vlj2ay6d 93 10 the the DT cord-295028-vlj2ay6d 93 11 container container NN cord-295028-vlj2ay6d 93 12 liner liner NN cord-295028-vlj2ay6d 93 13 shipping shipping NN cord-295028-vlj2ay6d 93 14 industry industry NN cord-295028-vlj2ay6d 93 15 . . . cord-295028-vlj2ay6d 94 1 Third third RB cord-295028-vlj2ay6d 94 2 , , , cord-295028-vlj2ay6d 94 3 there there EX cord-295028-vlj2ay6d 94 4 are be VBP cord-295028-vlj2ay6d 94 5 several several JJ cord-295028-vlj2ay6d 94 6 key key JJ cord-295028-vlj2ay6d 94 7 factors factor NNS cord-295028-vlj2ay6d 94 8 affecting affect VBG cord-295028-vlj2ay6d 94 9 the the DT cord-295028-vlj2ay6d 94 10 cancellation cancellation NN cord-295028-vlj2ay6d 94 11 rate rate NN cord-295028-vlj2ay6d 94 12 of of IN cord-295028-vlj2ay6d 94 13 container container NN cord-295028-vlj2ay6d 94 14 slot slot NN cord-295028-vlj2ay6d 94 15 booking booking NN cord-295028-vlj2ay6d 94 16 , , , cord-295028-vlj2ay6d 94 17 including include VBG cord-295028-vlj2ay6d 94 18 the the DT cord-295028-vlj2ay6d 94 19 attributes attribute NNS cord-295028-vlj2ay6d 94 20 of of IN cord-295028-vlj2ay6d 94 21 slot slot NN cord-295028-vlj2ay6d 94 22 bookings booking NNS cord-295028-vlj2ay6d 94 23 ( ( -LRB- cord-295028-vlj2ay6d 94 24 e.g. e.g. RB cord-295028-vlj2ay6d 94 25 , , , cord-295028-vlj2ay6d 94 26 volume volume NN cord-295028-vlj2ay6d 94 27 ) ) -RRB- cord-295028-vlj2ay6d 94 28 , , , cord-295028-vlj2ay6d 94 29 shipping ship VBG cord-295028-vlj2ay6d 94 30 market market NN cord-295028-vlj2ay6d 94 31 conditions condition NNS cord-295028-vlj2ay6d 94 32 ( ( -LRB- cord-295028-vlj2ay6d 94 33 e.g. e.g. RB cord-295028-vlj2ay6d 94 34 , , , cord-295028-vlj2ay6d 94 35 level level NN cord-295028-vlj2ay6d 94 36 of of IN cord-295028-vlj2ay6d 94 37 shipping shipping NN cord-295028-vlj2ay6d 94 38 index index NN cord-295028-vlj2ay6d 94 39 ) ) -RRB- cord-295028-vlj2ay6d 94 40 , , , cord-295028-vlj2ay6d 94 41 and and CC cord-295028-vlj2ay6d 94 42 customer customer NN cord-295028-vlj2ay6d 94 43 information information NN cord-295028-vlj2ay6d 94 44 . . . cord-295028-vlj2ay6d 95 1 When when WRB cord-295028-vlj2ay6d 95 2 estimating estimate VBG cord-295028-vlj2ay6d 95 3 the the DT cord-295028-vlj2ay6d 95 4 probability probability NN cord-295028-vlj2ay6d 95 5 of of IN cord-295028-vlj2ay6d 95 6 cancellation cancellation NN cord-295028-vlj2ay6d 95 7 , , , cord-295028-vlj2ay6d 95 8 both both CC cord-295028-vlj2ay6d 95 9 the the DT cord-295028-vlj2ay6d 95 10 internal internal JJ cord-295028-vlj2ay6d 95 11 and and CC cord-295028-vlj2ay6d 95 12 external external JJ cord-295028-vlj2ay6d 95 13 factors factor NNS cord-295028-vlj2ay6d 95 14 should should MD cord-295028-vlj2ay6d 95 15 be be VB cord-295028-vlj2ay6d 95 16 considered consider VBN cord-295028-vlj2ay6d 95 17 simultaneously simultaneously RB cord-295028-vlj2ay6d 95 18 . . . cord-295028-vlj2ay6d 96 1 However however RB cord-295028-vlj2ay6d 96 2 , , , cord-295028-vlj2ay6d 96 3 the the DT cord-295028-vlj2ay6d 96 4 studies study NNS cord-295028-vlj2ay6d 96 5 on on IN cord-295028-vlj2ay6d 96 6 the the DT cord-295028-vlj2ay6d 96 7 cancellation cancellation NN cord-295028-vlj2ay6d 96 8 in in IN cord-295028-vlj2ay6d 96 9 airline airline NN cord-295028-vlj2ay6d 96 10 rarely rarely RB cord-295028-vlj2ay6d 96 11 consider consider VBP cord-295028-vlj2ay6d 96 12 the the DT cord-295028-vlj2ay6d 96 13 external external JJ cord-295028-vlj2ay6d 96 14 factors factor NNS cord-295028-vlj2ay6d 96 15 of of IN cord-295028-vlj2ay6d 96 16 the the DT cord-295028-vlj2ay6d 96 17 market market NN cord-295028-vlj2ay6d 96 18 . . . cord-295028-vlj2ay6d 97 1 H. H. NNP cord-295028-vlj2ay6d 97 2 Zhao Zhao NNP cord-295028-vlj2ay6d 97 3 et et NNP cord-295028-vlj2ay6d 97 4 al al NNP cord-295028-vlj2ay6d 97 5 . . . cord-295028-vlj2ay6d 98 1 Transportation Transportation NNP cord-295028-vlj2ay6d 98 2 Research Research NNP cord-295028-vlj2ay6d 98 3 Part Part NNP cord-295028-vlj2ay6d 98 4 C C NNP cord-295028-vlj2ay6d 98 5 119 119 CD cord-295028-vlj2ay6d 98 6 ( ( -LRB- cord-295028-vlj2ay6d 98 7 2020 2020 CD cord-295028-vlj2ay6d 98 8 ) ) -RRB- cord-295028-vlj2ay6d 98 9 _SP cord-295028-vlj2ay6d 99 1 The the DT cord-295028-vlj2ay6d 99 2 objective objective NN cord-295028-vlj2ay6d 99 3 of of IN cord-295028-vlj2ay6d 99 4 this this DT cord-295028-vlj2ay6d 99 5 study study NN cord-295028-vlj2ay6d 99 6 is be VBZ cord-295028-vlj2ay6d 99 7 to to TO cord-295028-vlj2ay6d 99 8 develop develop VB cord-295028-vlj2ay6d 99 9 a a DT cord-295028-vlj2ay6d 99 10 container container NN cord-295028-vlj2ay6d 99 11 booking book VBG cord-295028-vlj2ay6d 99 12 data datum NNS cord-295028-vlj2ay6d 99 13 - - HYPH cord-295028-vlj2ay6d 99 14 driven drive VBN cord-295028-vlj2ay6d 99 15 model model NN cord-295028-vlj2ay6d 99 16 for for IN cord-295028-vlj2ay6d 99 17 estimating estimate VBG cord-295028-vlj2ay6d 99 18 the the DT cord-295028-vlj2ay6d 99 19 probability probability NN cord-295028-vlj2ay6d 99 20 that that IN cord-295028-vlj2ay6d 99 21 a a DT cord-295028-vlj2ay6d 99 22 slot slot NN cord-295028-vlj2ay6d 99 23 booking booking NN cord-295028-vlj2ay6d 99 24 is be VBZ cord-295028-vlj2ay6d 99 25 cancelled cancel VBN cord-295028-vlj2ay6d 99 26 prior prior RB cord-295028-vlj2ay6d 99 27 to to IN cord-295028-vlj2ay6d 99 28 the the DT cord-295028-vlj2ay6d 99 29 loading loading NN cord-295028-vlj2ay6d 99 30 time time NN cord-295028-vlj2ay6d 99 31 in in IN cord-295028-vlj2ay6d 99 32 a a DT cord-295028-vlj2ay6d 99 33 long long JJ cord-295028-vlj2ay6d 99 34 - - HYPH cord-295028-vlj2ay6d 99 35 haul haul NN cord-295028-vlj2ay6d 99 36 leg leg NN cord-295028-vlj2ay6d 99 37 of of IN cord-295028-vlj2ay6d 99 38 an an DT cord-295028-vlj2ay6d 99 39 intercontinental intercontinental JJ cord-295028-vlj2ay6d 99 40 liner liner NN cord-295028-vlj2ay6d 99 41 container container NN cord-295028-vlj2ay6d 99 42 shipping shipping NN cord-295028-vlj2ay6d 99 43 service service NN cord-295028-vlj2ay6d 99 44 . . . cord-295028-vlj2ay6d 100 1 The the DT cord-295028-vlj2ay6d 100 2 model model NN cord-295028-vlj2ay6d 100 3 focuses focus VBZ cord-295028-vlj2ay6d 100 4 on on IN cord-295028-vlj2ay6d 100 5 the the DT cord-295028-vlj2ay6d 100 6 slot slot NN cord-295028-vlj2ay6d 100 7 bookings booking NNS cord-295028-vlj2ay6d 100 8 of of IN cord-295028-vlj2ay6d 100 9 one one CD cord-295028-vlj2ay6d 100 10 direction direction NN cord-295028-vlj2ay6d 100 11 ( ( -LRB- cord-295028-vlj2ay6d 100 12 HH HH NNP cord-295028-vlj2ay6d 100 13 or or CC cord-295028-vlj2ay6d 100 14 BH BH NNP cord-295028-vlj2ay6d 100 15 ) ) -RRB- cord-295028-vlj2ay6d 100 16 in in IN cord-295028-vlj2ay6d 100 17 an an DT cord-295028-vlj2ay6d 100 18 intercontinental intercontinental JJ cord-295028-vlj2ay6d 100 19 container container NN cord-295028-vlj2ay6d 100 20 shipping shipping NN cord-295028-vlj2ay6d 100 21 service service NN cord-295028-vlj2ay6d 100 22 . . . cord-295028-vlj2ay6d 101 1 The the DT cord-295028-vlj2ay6d 101 2 models model NNS cord-295028-vlj2ay6d 101 3 of of IN cord-295028-vlj2ay6d 101 4 two two CD cord-295028-vlj2ay6d 101 5 shipping shipping NN cord-295028-vlj2ay6d 101 6 directions direction NNS cord-295028-vlj2ay6d 101 7 should should MD cord-295028-vlj2ay6d 101 8 be be VB cord-295028-vlj2ay6d 101 9 separately separately RB cord-295028-vlj2ay6d 101 10 built build VBN cord-295028-vlj2ay6d 101 11 because because IN cord-295028-vlj2ay6d 101 12 container container NN cord-295028-vlj2ay6d 101 13 transportation transportation NN cord-295028-vlj2ay6d 101 14 demand demand NN cord-295028-vlj2ay6d 101 15 in in IN cord-295028-vlj2ay6d 101 16 the the DT cord-295028-vlj2ay6d 101 17 two two CD cord-295028-vlj2ay6d 101 18 directions direction NNS cord-295028-vlj2ay6d 101 19 has have VBZ cord-295028-vlj2ay6d 101 20 different different JJ cord-295028-vlj2ay6d 101 21 characteristics characteristic NNS cord-295028-vlj2ay6d 101 22 . . . cord-295028-vlj2ay6d 102 1 The the DT cord-295028-vlj2ay6d 102 2 input input NN cord-295028-vlj2ay6d 102 3 data datum NNS cord-295028-vlj2ay6d 102 4 are be VBP cord-295028-vlj2ay6d 102 5 the the DT cord-295028-vlj2ay6d 102 6 historical historical JJ cord-295028-vlj2ay6d 102 7 data datum NNS cord-295028-vlj2ay6d 102 8 of of IN cord-295028-vlj2ay6d 102 9 the the DT cord-295028-vlj2ay6d 102 10 slot slot NN cord-295028-vlj2ay6d 102 11 bookings booking NNS cord-295028-vlj2ay6d 102 12 ( ( -LRB- cord-295028-vlj2ay6d 102 13 e.g. e.g. RB cord-295028-vlj2ay6d 102 14 , , , cord-295028-vlj2ay6d 102 15 booking book VBG cord-295028-vlj2ay6d 102 16 time time NN cord-295028-vlj2ay6d 102 17 , , , cord-295028-vlj2ay6d 102 18 loading loading NN cord-295028-vlj2ay6d 102 19 time time NN cord-295028-vlj2ay6d 102 20 , , , cord-295028-vlj2ay6d 102 21 origin origin NN cord-295028-vlj2ay6d 102 22 / / SYM cord-295028-vlj2ay6d 102 23 destination destination NN cord-295028-vlj2ay6d 102 24 ) ) -RRB- cord-295028-vlj2ay6d 102 25 , , , cord-295028-vlj2ay6d 102 26 the the DT cord-295028-vlj2ay6d 102 27 data datum NNS cord-295028-vlj2ay6d 102 28 of of IN cord-295028-vlj2ay6d 102 29 internal internal JJ cord-295028-vlj2ay6d 102 30 influential influential JJ cord-295028-vlj2ay6d 102 31 factors factor NNS cord-295028-vlj2ay6d 102 32 ( ( -LRB- cord-295028-vlj2ay6d 102 33 e.g. e.g. RB cord-295028-vlj2ay6d 102 34 , , , cord-295028-vlj2ay6d 102 35 freight freight NN cord-295028-vlj2ay6d 102 36 rates rate NNS cord-295028-vlj2ay6d 102 37 ) ) -RRB- cord-295028-vlj2ay6d 102 38 , , , cord-295028-vlj2ay6d 102 39 and and CC cord-295028-vlj2ay6d 102 40 the the DT cord-295028-vlj2ay6d 102 41 external external JJ cord-295028-vlj2ay6d 102 42 data datum NNS cord-295028-vlj2ay6d 102 43 of of IN cord-295028-vlj2ay6d 102 44 shipping shipping NN cord-295028-vlj2ay6d 102 45 market market NN cord-295028-vlj2ay6d 102 46 ( ( -LRB- cord-295028-vlj2ay6d 102 47 e.g. e.g. RB cord-295028-vlj2ay6d 102 48 , , , cord-295028-vlj2ay6d 102 49 freight freight NN cord-295028-vlj2ay6d 102 50 index index NN cord-295028-vlj2ay6d 102 51 and and CC cord-295028-vlj2ay6d 102 52 user user NN cord-295028-vlj2ay6d 102 53 information information NN cord-295028-vlj2ay6d 102 54 ) ) -RRB- cord-295028-vlj2ay6d 102 55 . . . cord-295028-vlj2ay6d 103 1 These these DT cord-295028-vlj2ay6d 103 2 data datum NNS cord-295028-vlj2ay6d 103 3 enable enable VBP cord-295028-vlj2ay6d 103 4 us -PRON- PRP cord-295028-vlj2ay6d 103 5 to to TO cord-295028-vlj2ay6d 103 6 build build VB cord-295028-vlj2ay6d 103 7 a a DT cord-295028-vlj2ay6d 103 8 tangible tangible JJ cord-295028-vlj2ay6d 103 9 model model NN cord-295028-vlj2ay6d 103 10 that that WDT cord-295028-vlj2ay6d 103 11 can can MD cord-295028-vlj2ay6d 103 12 estimate estimate VB cord-295028-vlj2ay6d 103 13 the the DT cord-295028-vlj2ay6d 103 14 cancellation cancellation NN cord-295028-vlj2ay6d 103 15 probability probability NN cord-295028-vlj2ay6d 103 16 of of IN cord-295028-vlj2ay6d 103 17 container container NN cord-295028-vlj2ay6d 103 18 slot slot NN cord-295028-vlj2ay6d 103 19 bookings booking NNS cord-295028-vlj2ay6d 103 20 with with IN cord-295028-vlj2ay6d 103 21 consideration consideration NN cord-295028-vlj2ay6d 103 22 of of IN cord-295028-vlj2ay6d 103 23 the the DT cord-295028-vlj2ay6d 103 24 aforementioned aforementioned JJ cord-295028-vlj2ay6d 103 25 characteristics characteristic NNS cord-295028-vlj2ay6d 103 26 . . . cord-295028-vlj2ay6d 104 1 To to TO cord-295028-vlj2ay6d 104 2 achieve achieve VB cord-295028-vlj2ay6d 104 3 our -PRON- PRP$ cord-295028-vlj2ay6d 104 4 objective objective NN cord-295028-vlj2ay6d 104 5 , , , cord-295028-vlj2ay6d 104 6 we -PRON- PRP cord-295028-vlj2ay6d 104 7 develop develop VBP cord-295028-vlj2ay6d 104 8 a a DT cord-295028-vlj2ay6d 104 9 time time NN cord-295028-vlj2ay6d 104 10 - - HYPH cord-295028-vlj2ay6d 104 11 to to IN cord-295028-vlj2ay6d 104 12 - - HYPH cord-295028-vlj2ay6d 104 13 event event NN cord-295028-vlj2ay6d 104 14 model model NN cord-295028-vlj2ay6d 104 15 with with IN cord-295028-vlj2ay6d 104 16 a a DT cord-295028-vlj2ay6d 104 17 hazard hazard NN cord-295028-vlj2ay6d 104 18 function function NN cord-295028-vlj2ay6d 104 19 . . . cord-295028-vlj2ay6d 105 1 Time time NN cord-295028-vlj2ay6d 105 2 - - HYPH cord-295028-vlj2ay6d 105 3 to to IN cord-295028-vlj2ay6d 105 4 - - HYPH cord-295028-vlj2ay6d 105 5 event event NN cord-295028-vlj2ay6d 105 6 models model NNS cord-295028-vlj2ay6d 105 7 are be VBP cord-295028-vlj2ay6d 105 8 a a DT cord-295028-vlj2ay6d 105 9 family family NN cord-295028-vlj2ay6d 105 10 of of IN cord-295028-vlj2ay6d 105 11 models model NNS cord-295028-vlj2ay6d 105 12 to to TO cord-295028-vlj2ay6d 105 13 analyze analyze VB cord-295028-vlj2ay6d 105 14 the the DT cord-295028-vlj2ay6d 105 15 time time NN cord-295028-vlj2ay6d 105 16 before before IN cord-295028-vlj2ay6d 105 17 an an DT cord-295028-vlj2ay6d 105 18 interested interested JJ cord-295028-vlj2ay6d 105 19 event event NN cord-295028-vlj2ay6d 105 20 happens happen VBZ cord-295028-vlj2ay6d 105 21 ( ( -LRB- cord-295028-vlj2ay6d 105 22 Hosmer Hosmer NNP cord-295028-vlj2ay6d 105 23 et et NNP cord-295028-vlj2ay6d 105 24 al al NNP cord-295028-vlj2ay6d 105 25 . . NNP cord-295028-vlj2ay6d 105 26 , , , cord-295028-vlj2ay6d 105 27 2011 2011 CD cord-295028-vlj2ay6d 105 28 ) ) -RRB- cord-295028-vlj2ay6d 105 29 . . . cord-295028-vlj2ay6d 106 1 The the DT cord-295028-vlj2ay6d 106 2 event event NN cord-295028-vlj2ay6d 106 3 in in IN cord-295028-vlj2ay6d 106 4 this this DT cord-295028-vlj2ay6d 106 5 study study NN cord-295028-vlj2ay6d 106 6 is be VBZ cord-295028-vlj2ay6d 106 7 the the DT cord-295028-vlj2ay6d 106 8 cancellation cancellation NN cord-295028-vlj2ay6d 106 9 of of IN cord-295028-vlj2ay6d 106 10 the the DT cord-295028-vlj2ay6d 106 11 slot slot NN cord-295028-vlj2ay6d 106 12 booking booking NN cord-295028-vlj2ay6d 106 13 prior prior RB cord-295028-vlj2ay6d 106 14 to to IN cord-295028-vlj2ay6d 106 15 ship ship NN cord-295028-vlj2ay6d 106 16 departure departure NN cord-295028-vlj2ay6d 106 17 . . . cord-295028-vlj2ay6d 107 1 We -PRON- PRP cord-295028-vlj2ay6d 107 2 define define VBP cord-295028-vlj2ay6d 107 3 the the DT cord-295028-vlj2ay6d 107 4 time time NN cord-295028-vlj2ay6d 107 5 to to TO cord-295028-vlj2ay6d 107 6 cancellation cancellation VB cord-295028-vlj2ay6d 107 7 and and CC cord-295028-vlj2ay6d 107 8 transform transform VB cord-295028-vlj2ay6d 107 9 the the DT cord-295028-vlj2ay6d 107 10 estimation estimation NN cord-295028-vlj2ay6d 107 11 of of IN cord-295028-vlj2ay6d 107 12 cancellation cancellation NN cord-295028-vlj2ay6d 107 13 probability probability NN cord-295028-vlj2ay6d 107 14 to to IN cord-295028-vlj2ay6d 107 15 the the DT cord-295028-vlj2ay6d 107 16 estimation estimation NN cord-295028-vlj2ay6d 107 17 of of IN cord-295028-vlj2ay6d 107 18 the the DT cord-295028-vlj2ay6d 107 19 distribution distribution NN cord-295028-vlj2ay6d 107 20 of of IN cord-295028-vlj2ay6d 107 21 time time NN cord-295028-vlj2ay6d 107 22 to to TO cord-295028-vlj2ay6d 107 23 cancellation cancellation NN cord-295028-vlj2ay6d 107 24 . . . cord-295028-vlj2ay6d 108 1 To to TO cord-295028-vlj2ay6d 108 2 consider consider VB cord-295028-vlj2ay6d 108 3 both both DT cord-295028-vlj2ay6d 108 4 internal internal JJ cord-295028-vlj2ay6d 108 5 and and CC cord-295028-vlj2ay6d 108 6 external external JJ cord-295028-vlj2ay6d 108 7 factors factor NNS cord-295028-vlj2ay6d 108 8 affecting affect VBG cord-295028-vlj2ay6d 108 9 the the DT cord-295028-vlj2ay6d 108 10 cancellation cancellation NN cord-295028-vlj2ay6d 108 11 , , , cord-295028-vlj2ay6d 108 12 we -PRON- PRP cord-295028-vlj2ay6d 108 13 use use VBP cord-295028-vlj2ay6d 108 14 the the DT cord-295028-vlj2ay6d 108 15 hazard hazard NN cord-295028-vlj2ay6d 108 16 regression regression NN cord-295028-vlj2ay6d 108 17 approach approach NN cord-295028-vlj2ay6d 108 18 to to TO cord-295028-vlj2ay6d 108 19 formulate formulate VB cord-295028-vlj2ay6d 108 20 their -PRON- PRP$ cord-295028-vlj2ay6d 108 21 influences influence NNS cord-295028-vlj2ay6d 108 22 on on IN cord-295028-vlj2ay6d 108 23 the the DT cord-295028-vlj2ay6d 108 24 cancellation cancellation NN cord-295028-vlj2ay6d 108 25 . . . cord-295028-vlj2ay6d 109 1 Additionally additionally RB cord-295028-vlj2ay6d 109 2 , , , cord-295028-vlj2ay6d 109 3 to to TO cord-295028-vlj2ay6d 109 4 reflect reflect VB cord-295028-vlj2ay6d 109 5 the the DT cord-295028-vlj2ay6d 109 6 specific specific JJ cord-295028-vlj2ay6d 109 7 feature feature NN cord-295028-vlj2ay6d 109 8 of of IN cord-295028-vlj2ay6d 109 9 market market NN cord-295028-vlj2ay6d 109 10 segmentation segmentation NN cord-295028-vlj2ay6d 109 11 in in IN cord-295028-vlj2ay6d 109 12 container container NN cord-295028-vlj2ay6d 109 13 liner liner NN cord-295028-vlj2ay6d 109 14 shipping shipping NN cord-295028-vlj2ay6d 109 15 , , , cord-295028-vlj2ay6d 109 16 we -PRON- PRP cord-295028-vlj2ay6d 109 17 introduce introduce VBP cord-295028-vlj2ay6d 109 18 an an DT cord-295028-vlj2ay6d 109 19 interesting interesting JJ cord-295028-vlj2ay6d 109 20 frailty frailty NN cord-295028-vlj2ay6d 109 21 factor factor NN cord-295028-vlj2ay6d 109 22 to to TO cord-295028-vlj2ay6d 109 23 reflect reflect VB cord-295028-vlj2ay6d 109 24 the the DT cord-295028-vlj2ay6d 109 25 correlation correlation NN cord-295028-vlj2ay6d 109 26 of of IN cord-295028-vlj2ay6d 109 27 customer customer NN cord-295028-vlj2ay6d 109 28 's 's POS cord-295028-vlj2ay6d 109 29 slot slot NN cord-295028-vlj2ay6d 109 30 booking booking NN cord-295028-vlj2ay6d 109 31 behavior behavior NN cord-295028-vlj2ay6d 109 32 from from IN cord-295028-vlj2ay6d 109 33 the the DT cord-295028-vlj2ay6d 109 34 same same JJ cord-295028-vlj2ay6d 109 35 market market NN cord-295028-vlj2ay6d 109 36 . . . cord-295028-vlj2ay6d 110 1 In in IN cord-295028-vlj2ay6d 110 2 other other JJ cord-295028-vlj2ay6d 110 3 words word NNS cord-295028-vlj2ay6d 110 4 , , , cord-295028-vlj2ay6d 110 5 the the DT cord-295028-vlj2ay6d 110 6 customers customer NNS cord-295028-vlj2ay6d 110 7 within within IN cord-295028-vlj2ay6d 110 8 a a DT cord-295028-vlj2ay6d 110 9 market market NN cord-295028-vlj2ay6d 110 10 region region NN cord-295028-vlj2ay6d 110 11 ( ( -LRB- cord-295028-vlj2ay6d 110 12 i.e. i.e. FW cord-295028-vlj2ay6d 110 13 country country NN cord-295028-vlj2ay6d 110 14 ) ) -RRB- cord-295028-vlj2ay6d 110 15 are be VBP cord-295028-vlj2ay6d 110 16 assumed assume VBN cord-295028-vlj2ay6d 110 17 to to TO cord-295028-vlj2ay6d 110 18 have have VB cord-295028-vlj2ay6d 110 19 correlated correlate VBN cord-295028-vlj2ay6d 110 20 behaviors behavior NNS cord-295028-vlj2ay6d 110 21 . . . cord-295028-vlj2ay6d 111 1 The the DT cord-295028-vlj2ay6d 111 2 contributions contribution NNS cord-295028-vlj2ay6d 111 3 of of IN cord-295028-vlj2ay6d 111 4 this this DT cord-295028-vlj2ay6d 111 5 study study NN cord-295028-vlj2ay6d 111 6 are be VBP cord-295028-vlj2ay6d 111 7 presented present VBN cord-295028-vlj2ay6d 111 8 . . . cord-295028-vlj2ay6d 112 1 First first RB cord-295028-vlj2ay6d 112 2 , , , cord-295028-vlj2ay6d 112 3 to to IN cord-295028-vlj2ay6d 112 4 the the DT cord-295028-vlj2ay6d 112 5 best good JJS cord-295028-vlj2ay6d 112 6 of of IN cord-295028-vlj2ay6d 112 7 our -PRON- PRP$ cord-295028-vlj2ay6d 112 8 knowledge knowledge NN cord-295028-vlj2ay6d 112 9 , , , cord-295028-vlj2ay6d 112 10 this this DT cord-295028-vlj2ay6d 112 11 study study NN cord-295028-vlj2ay6d 112 12 is be VBZ cord-295028-vlj2ay6d 112 13 the the DT cord-295028-vlj2ay6d 112 14 first first JJ cord-295028-vlj2ay6d 112 15 attempt attempt NN cord-295028-vlj2ay6d 112 16 to to TO cord-295028-vlj2ay6d 112 17 estimate estimate VB cord-295028-vlj2ay6d 112 18 the the DT cord-295028-vlj2ay6d 112 19 cancellation cancellation NN cord-295028-vlj2ay6d 112 20 probability probability NN cord-295028-vlj2ay6d 112 21 of of IN cord-295028-vlj2ay6d 112 22 container container NN cord-295028-vlj2ay6d 112 23 slot slot NN cord-295028-vlj2ay6d 112 24 booking booking NN cord-295028-vlj2ay6d 112 25 . . . cord-295028-vlj2ay6d 113 1 As as IN cord-295028-vlj2ay6d 113 2 pointed point VBN cord-295028-vlj2ay6d 113 3 out out RP cord-295028-vlj2ay6d 113 4 by by IN cord-295028-vlj2ay6d 113 5 a a DT cord-295028-vlj2ay6d 113 6 few few JJ cord-295028-vlj2ay6d 113 7 researchers researcher NNS cord-295028-vlj2ay6d 113 8 ( ( -LRB- cord-295028-vlj2ay6d 113 9 e.g e.g NNP cord-295028-vlj2ay6d 113 10 , , , cord-295028-vlj2ay6d 113 11 Zurheide Zurheide NNP cord-295028-vlj2ay6d 113 12 and and CC cord-295028-vlj2ay6d 113 13 Fischer Fischer NNP cord-295028-vlj2ay6d 113 14 , , , cord-295028-vlj2ay6d 113 15 2012 2012 CD cord-295028-vlj2ay6d 113 16 ) ) -RRB- cord-295028-vlj2ay6d 113 17 , , , cord-295028-vlj2ay6d 113 18 the the DT cord-295028-vlj2ay6d 113 19 lack lack NN cord-295028-vlj2ay6d 113 20 of of IN cord-295028-vlj2ay6d 113 21 research research NN cord-295028-vlj2ay6d 113 22 into into IN cord-295028-vlj2ay6d 113 23 the the DT cord-295028-vlj2ay6d 113 24 cancellation cancellation NN cord-295028-vlj2ay6d 113 25 probability probability NN cord-295028-vlj2ay6d 113 26 estimation estimation NN cord-295028-vlj2ay6d 113 27 hiders hider VBZ cord-295028-vlj2ay6d 113 28 the the DT cord-295028-vlj2ay6d 113 29 studies study NNS cord-295028-vlj2ay6d 113 30 on on IN cord-295028-vlj2ay6d 113 31 container container NN cord-295028-vlj2ay6d 113 32 slot slot NN cord-295028-vlj2ay6d 113 33 allocation allocation NN cord-295028-vlj2ay6d 113 34 and and CC cord-295028-vlj2ay6d 113 35 revenue revenue NN cord-295028-vlj2ay6d 113 36 management management NN cord-295028-vlj2ay6d 113 37 in in IN cord-295028-vlj2ay6d 113 38 the the DT cord-295028-vlj2ay6d 113 39 shipping shipping NN cord-295028-vlj2ay6d 113 40 industry industry NN cord-295028-vlj2ay6d 113 41 . . . cord-295028-vlj2ay6d 114 1 To to IN cord-295028-vlj2ay6d 114 2 some some DT cord-295028-vlj2ay6d 114 3 extent extent NN cord-295028-vlj2ay6d 114 4 , , , cord-295028-vlj2ay6d 114 5 this this DT cord-295028-vlj2ay6d 114 6 study study NN cord-295028-vlj2ay6d 114 7 fills fill VBZ cord-295028-vlj2ay6d 114 8 up up RP cord-295028-vlj2ay6d 114 9 this this DT cord-295028-vlj2ay6d 114 10 gap gap NN cord-295028-vlj2ay6d 114 11 . . . cord-295028-vlj2ay6d 115 1 Second second RB cord-295028-vlj2ay6d 115 2 , , , cord-295028-vlj2ay6d 115 3 this this DT cord-295028-vlj2ay6d 115 4 study study NN cord-295028-vlj2ay6d 115 5 develops develop VBZ cord-295028-vlj2ay6d 115 6 a a DT cord-295028-vlj2ay6d 115 7 time time NN cord-295028-vlj2ay6d 115 8 - - HYPH cord-295028-vlj2ay6d 115 9 to to IN cord-295028-vlj2ay6d 115 10 - - HYPH cord-295028-vlj2ay6d 115 11 cancellation cancellation NN cord-295028-vlj2ay6d 115 12 model model NN cord-295028-vlj2ay6d 115 13 with with IN cord-295028-vlj2ay6d 115 14 origin origin NN cord-295028-vlj2ay6d 115 15 country country NN cord-295028-vlj2ay6d 115 16 frailty frailty NN cord-295028-vlj2ay6d 115 17 to to TO cord-295028-vlj2ay6d 115 18 consider consider VB cord-295028-vlj2ay6d 115 19 the the DT cord-295028-vlj2ay6d 115 20 property property NN cord-295028-vlj2ay6d 115 21 of of IN cord-295028-vlj2ay6d 115 22 the the DT cord-295028-vlj2ay6d 115 23 market market NN cord-295028-vlj2ay6d 115 24 regions region NNS cord-295028-vlj2ay6d 115 25 . . . cord-295028-vlj2ay6d 116 1 We -PRON- PRP cord-295028-vlj2ay6d 116 2 introduce introduce VBP cord-295028-vlj2ay6d 116 3 the the DT cord-295028-vlj2ay6d 116 4 frailty frailty NN cord-295028-vlj2ay6d 116 5 term term NN cord-295028-vlj2ay6d 116 6 in in IN cord-295028-vlj2ay6d 116 7 survival survival NN cord-295028-vlj2ay6d 116 8 analysis analysis NN cord-295028-vlj2ay6d 116 9 to to TO cord-295028-vlj2ay6d 116 10 capture capture VB cord-295028-vlj2ay6d 116 11 the the DT cord-295028-vlj2ay6d 116 12 correlated correlate VBN cord-295028-vlj2ay6d 116 13 behavior behavior NN cord-295028-vlj2ay6d 116 14 of of IN cord-295028-vlj2ay6d 116 15 cancellation cancellation NN cord-295028-vlj2ay6d 116 16 caused cause VBN cord-295028-vlj2ay6d 116 17 by by IN cord-295028-vlj2ay6d 116 18 the the DT cord-295028-vlj2ay6d 116 19 regionality regionality NN cord-295028-vlj2ay6d 116 20 of of IN cord-295028-vlj2ay6d 116 21 international international JJ cord-295028-vlj2ay6d 116 22 shipping shipping NN cord-295028-vlj2ay6d 116 23 market market NN cord-295028-vlj2ay6d 116 24 , , , cord-295028-vlj2ay6d 116 25 which which WDT cord-295028-vlj2ay6d 116 26 is be VBZ cord-295028-vlj2ay6d 116 27 a a DT cord-295028-vlj2ay6d 116 28 novel novel JJ cord-295028-vlj2ay6d 116 29 application application NN cord-295028-vlj2ay6d 116 30 of of IN cord-295028-vlj2ay6d 116 31 the the DT cord-295028-vlj2ay6d 116 32 frailty frailty NN cord-295028-vlj2ay6d 116 33 theory theory NN cord-295028-vlj2ay6d 116 34 in in IN cord-295028-vlj2ay6d 116 35 the the DT cord-295028-vlj2ay6d 116 36 container container NN cord-295028-vlj2ay6d 116 37 liner liner NN cord-295028-vlj2ay6d 116 38 shipping shipping NN cord-295028-vlj2ay6d 116 39 industry industry NN cord-295028-vlj2ay6d 116 40 . . . cord-295028-vlj2ay6d 117 1 This this DT cord-295028-vlj2ay6d 117 2 model model NN cord-295028-vlj2ay6d 117 3 can can MD cord-295028-vlj2ay6d 117 4 assist assist VB cord-295028-vlj2ay6d 117 5 container container NN cord-295028-vlj2ay6d 117 6 shipping shipping NN cord-295028-vlj2ay6d 117 7 service service NN cord-295028-vlj2ay6d 117 8 operators operator NNS cord-295028-vlj2ay6d 117 9 to to TO cord-295028-vlj2ay6d 117 10 forecast forecast VB cord-295028-vlj2ay6d 117 11 the the DT cord-295028-vlj2ay6d 117 12 loading loading NN cord-295028-vlj2ay6d 117 13 container container NN cord-295028-vlj2ay6d 117 14 volume volume NN cord-295028-vlj2ay6d 117 15 using use VBG cord-295028-vlj2ay6d 117 16 the the DT cord-295028-vlj2ay6d 117 17 data datum NNS cord-295028-vlj2ay6d 117 18 in in IN cord-295028-vlj2ay6d 117 19 the the DT cord-295028-vlj2ay6d 117 20 slot slot NN cord-295028-vlj2ay6d 117 21 booking booking NN cord-295028-vlj2ay6d 117 22 period period NN cord-295028-vlj2ay6d 117 23 . . . cord-295028-vlj2ay6d 118 1 Third third JJ cord-295028-vlj2ay6d 118 2 , , , cord-295028-vlj2ay6d 118 3 real real JJ cord-295028-vlj2ay6d 118 4 data datum NNS cord-295028-vlj2ay6d 118 5 from from IN cord-295028-vlj2ay6d 118 6 a a DT cord-295028-vlj2ay6d 118 7 container container NN cord-295028-vlj2ay6d 118 8 liner liner NN cord-295028-vlj2ay6d 118 9 company company NN cord-295028-vlj2ay6d 118 10 are be VBP cord-295028-vlj2ay6d 118 11 used use VBN cord-295028-vlj2ay6d 118 12 to to TO cord-295028-vlj2ay6d 118 13 calibrate calibrate VB cord-295028-vlj2ay6d 118 14 and and CC cord-295028-vlj2ay6d 118 15 evaluate evaluate VB cord-295028-vlj2ay6d 118 16 the the DT cord-295028-vlj2ay6d 118 17 model model NN cord-295028-vlj2ay6d 118 18 . . . cord-295028-vlj2ay6d 119 1 Thus thus RB cord-295028-vlj2ay6d 119 2 , , , cord-295028-vlj2ay6d 119 3 the the DT cord-295028-vlj2ay6d 119 4 results result NNS cord-295028-vlj2ay6d 119 5 of of IN cord-295028-vlj2ay6d 119 6 this this DT cord-295028-vlj2ay6d 119 7 study study NN cord-295028-vlj2ay6d 119 8 can can MD cord-295028-vlj2ay6d 119 9 lead lead VB cord-295028-vlj2ay6d 119 10 us -PRON- PRP cord-295028-vlj2ay6d 119 11 to to TO cord-295028-vlj2ay6d 119 12 have have VB cord-295028-vlj2ay6d 119 13 more more JJR cord-295028-vlj2ay6d 119 14 practical practical JJ cord-295028-vlj2ay6d 119 15 insights insight NNS cord-295028-vlj2ay6d 119 16 . . . cord-295028-vlj2ay6d 120 1 Fourth fourth RB cord-295028-vlj2ay6d 120 2 , , , cord-295028-vlj2ay6d 120 3 some some DT cord-295028-vlj2ay6d 120 4 behavioral behavioral JJ cord-295028-vlj2ay6d 120 5 insights insight NNS cord-295028-vlj2ay6d 120 6 into into IN cord-295028-vlj2ay6d 120 7 the the DT cord-295028-vlj2ay6d 120 8 container container NN cord-295028-vlj2ay6d 120 9 shippers shipper NNS cord-295028-vlj2ay6d 120 10 ' ' POS cord-295028-vlj2ay6d 120 11 cancellation cancellation NN cord-295028-vlj2ay6d 120 12 behavior behavior NN cord-295028-vlj2ay6d 120 13 are be VBP cord-295028-vlj2ay6d 120 14 analyzed analyze VBN cord-295028-vlj2ay6d 120 15 , , , cord-295028-vlj2ay6d 120 16 which which WDT cord-295028-vlj2ay6d 120 17 is be VBZ cord-295028-vlj2ay6d 120 18 helpful helpful JJ cord-295028-vlj2ay6d 120 19 in in IN cord-295028-vlj2ay6d 120 20 deciding decide VBG cord-295028-vlj2ay6d 120 21 the the DT cord-295028-vlj2ay6d 120 22 customer customer NN cord-295028-vlj2ay6d 120 23 segmentation segmentation NN cord-295028-vlj2ay6d 120 24 and and CC cord-295028-vlj2ay6d 120 25 identifying identify VBG cord-295028-vlj2ay6d 120 26 the the DT cord-295028-vlj2ay6d 120 27 peak peak NN cord-295028-vlj2ay6d 120 28 time time NN cord-295028-vlj2ay6d 120 29 of of IN cord-295028-vlj2ay6d 120 30 cancellation cancellation NN cord-295028-vlj2ay6d 120 31 during during IN cord-295028-vlj2ay6d 120 32 the the DT cord-295028-vlj2ay6d 120 33 booking booking NN cord-295028-vlj2ay6d 120 34 period period NN cord-295028-vlj2ay6d 120 35 . . . cord-295028-vlj2ay6d 121 1 The the DT cord-295028-vlj2ay6d 121 2 remainder remainder NN cord-295028-vlj2ay6d 121 3 of of IN cord-295028-vlj2ay6d 121 4 this this DT cord-295028-vlj2ay6d 121 5 study study NN cord-295028-vlj2ay6d 121 6 is be VBZ cord-295028-vlj2ay6d 121 7 organized organize VBN cord-295028-vlj2ay6d 121 8 as as IN cord-295028-vlj2ay6d 121 9 follows follow NNS cord-295028-vlj2ay6d 121 10 . . . cord-295028-vlj2ay6d 122 1 Section section NN cord-295028-vlj2ay6d 122 2 2 2 CD cord-295028-vlj2ay6d 122 3 elaborates elaborate VBZ cord-295028-vlj2ay6d 122 4 container container NN cord-295028-vlj2ay6d 122 5 slot slot NN cord-295028-vlj2ay6d 122 6 booking booking NN cord-295028-vlj2ay6d 122 7 data datum NNS cord-295028-vlj2ay6d 122 8 and and CC cord-295028-vlj2ay6d 122 9 the the DT cord-295028-vlj2ay6d 122 10 research research NN cord-295028-vlj2ay6d 122 11 problem problem NN cord-295028-vlj2ay6d 122 12 . . . cord-295028-vlj2ay6d 123 1 Section section NN cord-295028-vlj2ay6d 123 2 3 3 CD cord-295028-vlj2ay6d 123 3 develops develop VBZ cord-295028-vlj2ay6d 123 4 the the DT cord-295028-vlj2ay6d 123 5 container container NN cord-295028-vlj2ay6d 123 6 slot slot NN cord-295028-vlj2ay6d 123 7 booking booking NN cord-295028-vlj2ay6d 123 8 data data NN cord-295028-vlj2ay6d 123 9 - - HYPH cord-295028-vlj2ay6d 123 10 driven drive VBN cord-295028-vlj2ay6d 123 11 model model NN cord-295028-vlj2ay6d 123 12 . . . cord-295028-vlj2ay6d 124 1 Section section NN cord-295028-vlj2ay6d 124 2 4 4 CD cord-295028-vlj2ay6d 124 3 presents present VBZ cord-295028-vlj2ay6d 124 4 a a DT cord-295028-vlj2ay6d 124 5 case case NN cord-295028-vlj2ay6d 124 6 study study NN cord-295028-vlj2ay6d 124 7 . . . cord-295028-vlj2ay6d 125 1 Section section NN cord-295028-vlj2ay6d 125 2 5 5 CD cord-295028-vlj2ay6d 125 3 provides provide VBZ cord-295028-vlj2ay6d 125 4 valuable valuable JJ cord-295028-vlj2ay6d 125 5 insights insight NNS cord-295028-vlj2ay6d 125 6 on on IN cord-295028-vlj2ay6d 125 7 the the DT cord-295028-vlj2ay6d 125 8 cancellation cancellation NN cord-295028-vlj2ay6d 125 9 behavior behavior NN cord-295028-vlj2ay6d 125 10 of of IN cord-295028-vlj2ay6d 125 11 customers customer NNS cord-295028-vlj2ay6d 125 12 . . . cord-295028-vlj2ay6d 126 1 Section section NN cord-295028-vlj2ay6d 126 2 6 6 CD cord-295028-vlj2ay6d 126 3 concludes conclude VBZ cord-295028-vlj2ay6d 126 4 this this DT cord-295028-vlj2ay6d 126 5 study study NN cord-295028-vlj2ay6d 126 6 and and CC cord-295028-vlj2ay6d 126 7 points point VBZ cord-295028-vlj2ay6d 126 8 out out RP cord-295028-vlj2ay6d 126 9 some some DT cord-295028-vlj2ay6d 126 10 future future JJ cord-295028-vlj2ay6d 126 11 research research NN cord-295028-vlj2ay6d 126 12 directions direction NNS cord-295028-vlj2ay6d 126 13 . . . cord-295028-vlj2ay6d 127 1 Let let VB cord-295028-vlj2ay6d 127 2 us -PRON- PRP cord-295028-vlj2ay6d 127 3 consider consider VB cord-295028-vlj2ay6d 127 4 an an DT cord-295028-vlj2ay6d 127 5 intercontinental intercontinental JJ cord-295028-vlj2ay6d 127 6 liner liner NN cord-295028-vlj2ay6d 127 7 shipping shipping NN cord-295028-vlj2ay6d 127 8 service service NN cord-295028-vlj2ay6d 127 9 with with IN cord-295028-vlj2ay6d 127 10 HH HH NNP cord-295028-vlj2ay6d 127 11 and and CC cord-295028-vlj2ay6d 127 12 back back JJ cord-295028-vlj2ay6d 127 13 BH BH NNP cord-295028-vlj2ay6d 127 14 directions direction NNS cord-295028-vlj2ay6d 127 15 , , , cord-295028-vlj2ay6d 127 16 which which WDT cord-295028-vlj2ay6d 127 17 is be VBZ cord-295028-vlj2ay6d 127 18 operated operate VBN cord-295028-vlj2ay6d 127 19 by by IN cord-295028-vlj2ay6d 127 20 a a DT cord-295028-vlj2ay6d 127 21 global global JJ cord-295028-vlj2ay6d 127 22 liner liner NN cord-295028-vlj2ay6d 127 23 shipping shipping NN cord-295028-vlj2ay6d 127 24 company company NN cord-295028-vlj2ay6d 127 25 . . . cord-295028-vlj2ay6d 128 1 A a DT cord-295028-vlj2ay6d 128 2 number number NN cord-295028-vlj2ay6d 128 3 of of IN cord-295028-vlj2ay6d 128 4 container container NN cord-295028-vlj2ay6d 128 5 ships ship NNS cord-295028-vlj2ay6d 128 6 are be VBP cord-295028-vlj2ay6d 128 7 deployed deploy VBN cord-295028-vlj2ay6d 128 8 in in IN cord-295028-vlj2ay6d 128 9 the the DT cord-295028-vlj2ay6d 128 10 shipping shipping NN cord-295028-vlj2ay6d 128 11 service service NN cord-295028-vlj2ay6d 128 12 to to TO cord-295028-vlj2ay6d 128 13 maintain maintain VB cord-295028-vlj2ay6d 128 14 a a DT cord-295028-vlj2ay6d 128 15 regular regular JJ cord-295028-vlj2ay6d 128 16 service service NN cord-295028-vlj2ay6d 128 17 frequency frequency NN cord-295028-vlj2ay6d 128 18 ( ( -LRB- cord-295028-vlj2ay6d 128 19 e.g. e.g. RB cord-295028-vlj2ay6d 128 20 , , , cord-295028-vlj2ay6d 128 21 weekly weekly JJ cord-295028-vlj2ay6d 128 22 service service NN cord-295028-vlj2ay6d 128 23 ) ) -RRB- cord-295028-vlj2ay6d 128 24 . . . cord-295028-vlj2ay6d 129 1 Before before IN cord-295028-vlj2ay6d 129 2 a a DT cord-295028-vlj2ay6d 129 3 deployed deploy VBN cord-295028-vlj2ay6d 129 4 ship ship NN cord-295028-vlj2ay6d 129 5 departs depart VBZ cord-295028-vlj2ay6d 129 6 from from IN cord-295028-vlj2ay6d 129 7 a a DT cord-295028-vlj2ay6d 129 8 particular particular JJ cord-295028-vlj2ay6d 129 9 port port NN cord-295028-vlj2ay6d 129 10 , , , cord-295028-vlj2ay6d 129 11 customers customer NNS cord-295028-vlj2ay6d 129 12 will will MD cord-295028-vlj2ay6d 129 13 book book VB cord-295028-vlj2ay6d 129 14 the the DT cord-295028-vlj2ay6d 129 15 container container NN cord-295028-vlj2ay6d 129 16 slots slot NNS cord-295028-vlj2ay6d 129 17 of of IN cord-295028-vlj2ay6d 129 18 the the DT cord-295028-vlj2ay6d 129 19 ship ship NN cord-295028-vlj2ay6d 129 20 to to TO cord-295028-vlj2ay6d 129 21 transport transport VB cord-295028-vlj2ay6d 129 22 their -PRON- PRP$ cord-295028-vlj2ay6d 129 23 containers container NNS cord-295028-vlj2ay6d 129 24 from from IN cord-295028-vlj2ay6d 129 25 a a DT cord-295028-vlj2ay6d 129 26 loading loading NN cord-295028-vlj2ay6d 129 27 port port NN cord-295028-vlj2ay6d 129 28 to to IN cord-295028-vlj2ay6d 129 29 a a DT cord-295028-vlj2ay6d 129 30 discharging discharge VBG cord-295028-vlj2ay6d 129 31 port port NN cord-295028-vlj2ay6d 129 32 by by IN cord-295028-vlj2ay6d 129 33 providing provide VBG cord-295028-vlj2ay6d 129 34 the the DT cord-295028-vlj2ay6d 129 35 necessary necessary JJ cord-295028-vlj2ay6d 129 36 container container NN cord-295028-vlj2ay6d 129 37 slot slot NN cord-295028-vlj2ay6d 129 38 booking book VBG cord-295028-vlj2ay6d 129 39 information information NN cord-295028-vlj2ay6d 129 40 . . . cord-295028-vlj2ay6d 130 1 Customers customer NNS cord-295028-vlj2ay6d 130 2 can can MD cord-295028-vlj2ay6d 130 3 request request VB cord-295028-vlj2ay6d 130 4 to to TO cord-295028-vlj2ay6d 130 5 cancel cancel VB cord-295028-vlj2ay6d 130 6 these these DT cord-295028-vlj2ay6d 130 7 bookings booking NNS cord-295028-vlj2ay6d 130 8 before before IN cord-295028-vlj2ay6d 130 9 the the DT cord-295028-vlj2ay6d 130 10 ship ship NN cord-295028-vlj2ay6d 130 11 leaves leave VBZ cord-295028-vlj2ay6d 130 12 the the DT cord-295028-vlj2ay6d 130 13 loading loading NN cord-295028-vlj2ay6d 130 14 port port NN cord-295028-vlj2ay6d 130 15 . . . cord-295028-vlj2ay6d 131 1 After after IN cord-295028-vlj2ay6d 131 2 receiving receive VBG cord-295028-vlj2ay6d 131 3 a a DT cord-295028-vlj2ay6d 131 4 container container NN cord-295028-vlj2ay6d 131 5 slot slot NN cord-295028-vlj2ay6d 131 6 booking booking NN cord-295028-vlj2ay6d 131 7 or or CC cord-295028-vlj2ay6d 131 8 cancellation cancellation NN cord-295028-vlj2ay6d 131 9 request request NN cord-295028-vlj2ay6d 131 10 , , , cord-295028-vlj2ay6d 131 11 the the DT cord-295028-vlj2ay6d 131 12 information information NN cord-295028-vlj2ay6d 131 13 technology technology NN cord-295028-vlj2ay6d 131 14 ( ( -LRB- cord-295028-vlj2ay6d 131 15 IT it NN cord-295028-vlj2ay6d 131 16 ) ) -RRB- cord-295028-vlj2ay6d 131 17 department department NN cord-295028-vlj2ay6d 131 18 of of IN cord-295028-vlj2ay6d 131 19 the the DT cord-295028-vlj2ay6d 131 20 shipping shipping NN cord-295028-vlj2ay6d 131 21 company company NN cord-295028-vlj2ay6d 131 22 updates update VBZ cord-295028-vlj2ay6d 131 23 its -PRON- PRP$ cord-295028-vlj2ay6d 131 24 slot slot NN cord-295028-vlj2ay6d 131 25 booking booking NN cord-295028-vlj2ay6d 131 26 database database NN cord-295028-vlj2ay6d 131 27 . . . cord-295028-vlj2ay6d 132 1 The the DT cord-295028-vlj2ay6d 132 2 container container NN cord-295028-vlj2ay6d 132 3 slot slot NN cord-295028-vlj2ay6d 132 4 booking booking NN cord-295028-vlj2ay6d 132 5 and and CC cord-295028-vlj2ay6d 132 6 cancellation cancellation NN cord-295028-vlj2ay6d 132 7 data datum NNS cord-295028-vlj2ay6d 132 8 format format NN cord-295028-vlj2ay6d 132 9 , , , cord-295028-vlj2ay6d 132 10 illustrated illustrate VBN cord-295028-vlj2ay6d 132 11 by by IN cord-295028-vlj2ay6d 132 12 the the DT cord-295028-vlj2ay6d 132 13 first first JJ cord-295028-vlj2ay6d 132 14 three three CD cord-295028-vlj2ay6d 132 15 columns column NNS cord-295028-vlj2ay6d 132 16 in in IN cord-295028-vlj2ay6d 132 17 Table Table NNP cord-295028-vlj2ay6d 132 18 1 1 CD cord-295028-vlj2ay6d 132 19 , , , cord-295028-vlj2ay6d 132 20 can can MD cord-295028-vlj2ay6d 132 21 be be VB cord-295028-vlj2ay6d 132 22 exacted exact VBN cord-295028-vlj2ay6d 132 23 from from IN cord-295028-vlj2ay6d 132 24 the the DT cord-295028-vlj2ay6d 132 25 database database NN cord-295028-vlj2ay6d 132 26 . . . cord-295028-vlj2ay6d 133 1 The the DT cord-295028-vlj2ay6d 133 2 data datum NNS cord-295028-vlj2ay6d 133 3 example example NN cord-295028-vlj2ay6d 133 4 shown show VBN cord-295028-vlj2ay6d 133 5 in in IN cord-295028-vlj2ay6d 133 6 the the DT cord-295028-vlj2ay6d 133 7 last last JJ cord-295028-vlj2ay6d 133 8 column column NN cord-295028-vlj2ay6d 133 9 of of IN cord-295028-vlj2ay6d 133 10 Table Table NNP cord-295028-vlj2ay6d 133 11 1 1 CD cord-295028-vlj2ay6d 133 12 is be VBZ cord-295028-vlj2ay6d 133 13 created create VBN cord-295028-vlj2ay6d 133 14 with with IN cord-295028-vlj2ay6d 133 15 respect respect NN cord-295028-vlj2ay6d 133 16 to to IN cord-295028-vlj2ay6d 133 17 the the DT cord-295028-vlj2ay6d 133 18 shipping shipping NN cord-295028-vlj2ay6d 133 19 service service NN cord-295028-vlj2ay6d 133 20 in in IN cord-295028-vlj2ay6d 133 21 Fig Fig NNP cord-295028-vlj2ay6d 133 22 . . . cord-295028-vlj2ay6d 134 1 1 1 LS cord-295028-vlj2ay6d 134 2 . . . cord-295028-vlj2ay6d 135 1 Cancellations cancellation NNS cord-295028-vlj2ay6d 135 2 could could MD cord-295028-vlj2ay6d 135 3 be be VB cord-295028-vlj2ay6d 135 4 incurred incur VBN cord-295028-vlj2ay6d 135 5 at at IN cord-295028-vlj2ay6d 135 6 any any DT cord-295028-vlj2ay6d 135 7 time time NN cord-295028-vlj2ay6d 135 8 after after IN cord-295028-vlj2ay6d 135 9 the the DT cord-295028-vlj2ay6d 135 10 shipping shipping NN cord-295028-vlj2ay6d 135 11 company company NN cord-295028-vlj2ay6d 135 12 accepting accept VBG cord-295028-vlj2ay6d 135 13 the the DT cord-295028-vlj2ay6d 135 14 slot slot NN cord-295028-vlj2ay6d 135 15 booking booking NN cord-295028-vlj2ay6d 135 16 and and CC cord-295028-vlj2ay6d 135 17 before before IN cord-295028-vlj2ay6d 135 18 the the DT cord-295028-vlj2ay6d 135 19 containers container NNS cord-295028-vlj2ay6d 135 20 are be VBP cord-295028-vlj2ay6d 135 21 loaded load VBN cord-295028-vlj2ay6d 135 22 to to IN cord-295028-vlj2ay6d 135 23 the the DT cord-295028-vlj2ay6d 135 24 ship ship NN cord-295028-vlj2ay6d 135 25 . . . cord-295028-vlj2ay6d 136 1 The the DT cord-295028-vlj2ay6d 136 2 cancellation cancellation NN cord-295028-vlj2ay6d 136 3 time time NN cord-295028-vlj2ay6d 136 4 , , , cord-295028-vlj2ay6d 136 5 shown show VBN cord-295028-vlj2ay6d 136 6 by by IN cord-295028-vlj2ay6d 136 7 the the DT cord-295028-vlj2ay6d 136 8 last last JJ cord-295028-vlj2ay6d 136 9 row row NN cord-295028-vlj2ay6d 136 10 of of IN cord-295028-vlj2ay6d 136 11 Table table NN cord-295028-vlj2ay6d 136 12 1 1 CD cord-295028-vlj2ay6d 136 13 , , , cord-295028-vlj2ay6d 136 14 is be VBZ cord-295028-vlj2ay6d 136 15 the the DT cord-295028-vlj2ay6d 136 16 time time NN cord-295028-vlj2ay6d 136 17 when when WRB cord-295028-vlj2ay6d 136 18 the the DT cord-295028-vlj2ay6d 136 19 slot slot NN cord-295028-vlj2ay6d 136 20 booking booking NN cord-295028-vlj2ay6d 136 21 is be VBZ cord-295028-vlj2ay6d 136 22 cancelled cancel VBN cord-295028-vlj2ay6d 136 23 by by IN cord-295028-vlj2ay6d 136 24 the the DT cord-295028-vlj2ay6d 136 25 customer customer NN cord-295028-vlj2ay6d 136 26 . . . cord-295028-vlj2ay6d 137 1 These these DT cord-295028-vlj2ay6d 137 2 time time NN cord-295028-vlj2ay6d 137 3 data datum NNS cord-295028-vlj2ay6d 137 4 are be VBP cord-295028-vlj2ay6d 137 5 recorded record VBN cord-295028-vlj2ay6d 137 6 only only RB cord-295028-vlj2ay6d 137 7 if if IN cord-295028-vlj2ay6d 137 8 a a DT cord-295028-vlj2ay6d 137 9 slot slot NN cord-295028-vlj2ay6d 137 10 booking booking NN cord-295028-vlj2ay6d 137 11 is be VBZ cord-295028-vlj2ay6d 137 12 cancelled cancel VBN cord-295028-vlj2ay6d 137 13 . . . cord-295028-vlj2ay6d 138 1 Thre Thre NNP cord-295028-vlj2ay6d 138 2 are be VBP cord-295028-vlj2ay6d 138 3 two two CD cord-295028-vlj2ay6d 138 4 situations situation NNS cord-295028-vlj2ay6d 138 5 of of IN cord-295028-vlj2ay6d 138 6 slot slot NN cord-295028-vlj2ay6d 138 7 booking booking NN cord-295028-vlj2ay6d 138 8 cancellations cancellation NNS cord-295028-vlj2ay6d 138 9 . . . cord-295028-vlj2ay6d 139 1 In in IN cord-295028-vlj2ay6d 139 2 the the DT cord-295028-vlj2ay6d 139 3 first first JJ cord-295028-vlj2ay6d 139 4 situation situation NN cord-295028-vlj2ay6d 139 5 , , , cord-295028-vlj2ay6d 139 6 customers customer NNS cord-295028-vlj2ay6d 139 7 inform inform VBP cord-295028-vlj2ay6d 139 8 the the DT cord-295028-vlj2ay6d 139 9 shipping shipping NN cord-295028-vlj2ay6d 139 10 company company NN cord-295028-vlj2ay6d 139 11 to to TO cord-295028-vlj2ay6d 139 12 cancel cancel VB cord-295028-vlj2ay6d 139 13 their -PRON- PRP$ cord-295028-vlj2ay6d 139 14 bookings booking NNS cord-295028-vlj2ay6d 139 15 , , , cord-295028-vlj2ay6d 139 16 and and CC cord-295028-vlj2ay6d 139 17 the the DT cord-295028-vlj2ay6d 139 18 cancellation cancellation NN cord-295028-vlj2ay6d 139 19 time time NN cord-295028-vlj2ay6d 139 20 is be VBZ cord-295028-vlj2ay6d 139 21 the the DT cord-295028-vlj2ay6d 139 22 time time NN cord-295028-vlj2ay6d 139 23 when when WRB cord-295028-vlj2ay6d 139 24 the the DT cord-295028-vlj2ay6d 139 25 shipping shipping NN cord-295028-vlj2ay6d 139 26 company company NN cord-295028-vlj2ay6d 139 27 receives receive VBZ cord-295028-vlj2ay6d 139 28 the the DT cord-295028-vlj2ay6d 139 29 slot slot NN cord-295028-vlj2ay6d 139 30 booking booking NN cord-295028-vlj2ay6d 139 31 cancellation cancellation NN cord-295028-vlj2ay6d 139 32 request request NN cord-295028-vlj2ay6d 139 33 . . . cord-295028-vlj2ay6d 140 1 In in IN cord-295028-vlj2ay6d 140 2 the the DT cord-295028-vlj2ay6d 140 3 second second JJ cord-295028-vlj2ay6d 140 4 situation situation NN cord-295028-vlj2ay6d 140 5 , , , cord-295028-vlj2ay6d 140 6 customers customer NNS cord-295028-vlj2ay6d 140 7 just just RB cord-295028-vlj2ay6d 140 8 do do VBP cord-295028-vlj2ay6d 140 9 not not RB cord-295028-vlj2ay6d 140 10 transport transport VB cord-295028-vlj2ay6d 140 11 their -PRON- PRP$ cord-295028-vlj2ay6d 140 12 container container NN cord-295028-vlj2ay6d 140 13 to to IN cord-295028-vlj2ay6d 140 14 the the DT cord-295028-vlj2ay6d 140 15 port port NN cord-295028-vlj2ay6d 140 16 before before IN cord-295028-vlj2ay6d 140 17 the the DT cord-295028-vlj2ay6d 140 18 port port NN cord-295028-vlj2ay6d 140 19 cut cut VBN cord-295028-vlj2ay6d 140 20 - - HYPH cord-295028-vlj2ay6d 140 21 off off RP cord-295028-vlj2ay6d 140 22 time time NN cord-295028-vlj2ay6d 140 23 , , , cord-295028-vlj2ay6d 140 24 and and CC cord-295028-vlj2ay6d 140 25 this this DT cord-295028-vlj2ay6d 140 26 kind kind NN cord-295028-vlj2ay6d 140 27 of of IN cord-295028-vlj2ay6d 140 28 slot slot NN cord-295028-vlj2ay6d 140 29 bookings booking NNS cord-295028-vlj2ay6d 140 30 is be VBZ cord-295028-vlj2ay6d 140 31 " " `` cord-295028-vlj2ay6d 140 32 no no DT cord-295028-vlj2ay6d 140 33 - - HYPH cord-295028-vlj2ay6d 140 34 show show NN cord-295028-vlj2ay6d 140 35 " " '' cord-295028-vlj2ay6d 140 36 slot slot NN cord-295028-vlj2ay6d 140 37 bookings booking NNS cord-295028-vlj2ay6d 140 38 . . . cord-295028-vlj2ay6d 141 1 For for IN cord-295028-vlj2ay6d 141 2 the the DT cord-295028-vlj2ay6d 141 3 no no NN cord-295028-vlj2ay6d 141 4 - - HYPH cord-295028-vlj2ay6d 141 5 shows show NNS cord-295028-vlj2ay6d 141 6 , , , cord-295028-vlj2ay6d 141 7 the the DT cord-295028-vlj2ay6d 141 8 cancellation cancellation NN cord-295028-vlj2ay6d 141 9 times time NNS cord-295028-vlj2ay6d 141 10 are be VBP cord-295028-vlj2ay6d 141 11 assumed assume VBN cord-295028-vlj2ay6d 141 12 to to TO cord-295028-vlj2ay6d 141 13 be be VB cord-295028-vlj2ay6d 141 14 one one CD cord-295028-vlj2ay6d 141 15 day day NN cord-295028-vlj2ay6d 141 16 before before IN cord-295028-vlj2ay6d 141 17 the the DT cord-295028-vlj2ay6d 141 18 ship ship NN cord-295028-vlj2ay6d 141 19 departure departure NN cord-295028-vlj2ay6d 141 20 time time NN cord-295028-vlj2ay6d 141 21 , , , cord-295028-vlj2ay6d 141 22 which which WDT cord-295028-vlj2ay6d 141 23 is be VBZ cord-295028-vlj2ay6d 141 24 usually usually RB cord-295028-vlj2ay6d 141 25 the the DT cord-295028-vlj2ay6d 141 26 port port NN cord-295028-vlj2ay6d 141 27 cut cut VBN cord-295028-vlj2ay6d 141 28 - - HYPH cord-295028-vlj2ay6d 141 29 off off RP cord-295028-vlj2ay6d 141 30 time time NN cord-295028-vlj2ay6d 141 31 in in IN cord-295028-vlj2ay6d 141 32 practice practice NN cord-295028-vlj2ay6d 141 33 . . . cord-295028-vlj2ay6d 142 1 For for IN cord-295028-vlj2ay6d 142 2 the the DT cord-295028-vlj2ay6d 142 3 convenience convenience NN cord-295028-vlj2ay6d 142 4 of of IN cord-295028-vlj2ay6d 142 5 presentation presentation NN cord-295028-vlj2ay6d 142 6 , , , cord-295028-vlj2ay6d 142 7 we -PRON- PRP cord-295028-vlj2ay6d 142 8 refer refer VBP cord-295028-vlj2ay6d 142 9 to to IN cord-295028-vlj2ay6d 142 10 both both CC cord-295028-vlj2ay6d 142 11 cancelled cancel VBN cord-295028-vlj2ay6d 142 12 and and CC cord-295028-vlj2ay6d 142 13 no no DT cord-295028-vlj2ay6d 142 14 - - HYPH cord-295028-vlj2ay6d 142 15 show show NN cord-295028-vlj2ay6d 142 16 bookings booking NNS cord-295028-vlj2ay6d 142 17 as as IN cord-295028-vlj2ay6d 142 18 " " `` cord-295028-vlj2ay6d 142 19 cancelled cancel VBN cord-295028-vlj2ay6d 142 20 bookings booking NNS cord-295028-vlj2ay6d 142 21 " " '' cord-295028-vlj2ay6d 142 22 in in IN cord-295028-vlj2ay6d 142 23 this this DT cord-295028-vlj2ay6d 142 24 study study NN cord-295028-vlj2ay6d 142 25 . . . cord-295028-vlj2ay6d 143 1 Let let VB cord-295028-vlj2ay6d 143 2 us -PRON- PRP cord-295028-vlj2ay6d 143 3 examine examine VB cord-295028-vlj2ay6d 143 4 the the DT cord-295028-vlj2ay6d 143 5 influential influential JJ cord-295028-vlj2ay6d 143 6 factors factor NNS cord-295028-vlj2ay6d 143 7 of of IN cord-295028-vlj2ay6d 143 8 the the DT cord-295028-vlj2ay6d 143 9 cancellation cancellation NN cord-295028-vlj2ay6d 143 10 behavior behavior NN cord-295028-vlj2ay6d 143 11 of of IN cord-295028-vlj2ay6d 143 12 customers customer NNS cord-295028-vlj2ay6d 143 13 . . . cord-295028-vlj2ay6d 144 1 Based base VBN cord-295028-vlj2ay6d 144 2 on on IN cord-295028-vlj2ay6d 144 3 the the DT cord-295028-vlj2ay6d 144 4 empirical empirical JJ cord-295028-vlj2ay6d 144 5 study study NN cord-295028-vlj2ay6d 144 6 by by IN cord-295028-vlj2ay6d 144 7 Zhao Zhao NNP cord-295028-vlj2ay6d 144 8 et et NNP cord-295028-vlj2ay6d 144 9 al al NNP cord-295028-vlj2ay6d 144 10 . . . cord-295028-vlj2ay6d 145 1 ( ( -LRB- cord-295028-vlj2ay6d 145 2 2019 2019 CD cord-295028-vlj2ay6d 145 3 ) ) -RRB- cord-295028-vlj2ay6d 145 4 , , , cord-295028-vlj2ay6d 145 5 the the DT cord-295028-vlj2ay6d 145 6 following following JJ cord-295028-vlj2ay6d 145 7 factors factor NNS cord-295028-vlj2ay6d 145 8 have have VBP cord-295028-vlj2ay6d 145 9 the the DT cord-295028-vlj2ay6d 145 10 impact impact NN cord-295028-vlj2ay6d 145 11 on on IN cord-295028-vlj2ay6d 145 12 the the DT cord-295028-vlj2ay6d 145 13 slot slot NN cord-295028-vlj2ay6d 145 14 booking booking NN cord-295028-vlj2ay6d 145 15 cancellation cancellation NN cord-295028-vlj2ay6d 145 16 : : : cord-295028-vlj2ay6d 145 17 the the DT cord-295028-vlj2ay6d 145 18 time time NN cord-295028-vlj2ay6d 145 19 attributes attribute NNS cord-295028-vlj2ay6d 145 20 of of IN cord-295028-vlj2ay6d 145 21 slot slot NN cord-295028-vlj2ay6d 145 22 booking booking NN cord-295028-vlj2ay6d 145 23 , , , cord-295028-vlj2ay6d 145 24 the the DT cord-295028-vlj2ay6d 145 25 origin origin NN cord-295028-vlj2ay6d 145 26 / / SYM cord-295028-vlj2ay6d 145 27 destination destination NN cord-295028-vlj2ay6d 145 28 of of IN cord-295028-vlj2ay6d 145 29 slot slot NN cord-295028-vlj2ay6d 145 30 booking booking NN cord-295028-vlj2ay6d 145 31 , , , cord-295028-vlj2ay6d 145 32 the the DT cord-295028-vlj2ay6d 145 33 volume volume NN cord-295028-vlj2ay6d 145 34 of of IN cord-295028-vlj2ay6d 145 35 the the DT cord-295028-vlj2ay6d 145 36 booked book VBN cord-295028-vlj2ay6d 145 37 slots slot NNS cord-295028-vlj2ay6d 145 38 ( ( -LRB- cord-295028-vlj2ay6d 145 39 in in IN cord-295028-vlj2ay6d 145 40 TEUs teu NNS cord-295028-vlj2ay6d 145 41 ) ) -RRB- cord-295028-vlj2ay6d 145 42 , , , cord-295028-vlj2ay6d 145 43 the the DT cord-295028-vlj2ay6d 145 44 attributes attribute NNS cord-295028-vlj2ay6d 145 45 of of IN cord-295028-vlj2ay6d 145 46 the the DT cord-295028-vlj2ay6d 145 47 booked book VBN cord-295028-vlj2ay6d 145 48 voyage voyage NN cord-295028-vlj2ay6d 145 49 , , , cord-295028-vlj2ay6d 145 50 the the DT cord-295028-vlj2ay6d 145 51 customer customer NN cord-295028-vlj2ay6d 145 52 information information NN cord-295028-vlj2ay6d 145 53 , , , cord-295028-vlj2ay6d 145 54 and and CC cord-295028-vlj2ay6d 145 55 the the DT cord-295028-vlj2ay6d 145 56 freight freight NN cord-295028-vlj2ay6d 145 57 rate rate NN cord-295028-vlj2ay6d 145 58 of of IN cord-295028-vlj2ay6d 145 59 booking booking NN cord-295028-vlj2ay6d 145 60 . . . cord-295028-vlj2ay6d 146 1 These these DT cord-295028-vlj2ay6d 146 2 factors factor NNS cord-295028-vlj2ay6d 146 3 are be VBP cord-295028-vlj2ay6d 146 4 the the DT cord-295028-vlj2ay6d 146 5 necessary necessary JJ cord-295028-vlj2ay6d 146 6 inputs input NNS cord-295028-vlj2ay6d 146 7 for for IN cord-295028-vlj2ay6d 146 8 the the DT cord-295028-vlj2ay6d 146 9 model model NN cord-295028-vlj2ay6d 146 10 development development NN cord-295028-vlj2ay6d 146 11 . . . cord-295028-vlj2ay6d 147 1 Additionally additionally RB cord-295028-vlj2ay6d 147 2 , , , cord-295028-vlj2ay6d 147 3 we -PRON- PRP cord-295028-vlj2ay6d 147 4 include include VBP cord-295028-vlj2ay6d 147 5 the the DT cord-295028-vlj2ay6d 147 6 market market NN cord-295028-vlj2ay6d 147 7 region region NN cord-295028-vlj2ay6d 147 8 of of IN cord-295028-vlj2ay6d 147 9 slot slot NN cord-295028-vlj2ay6d 147 10 booking booking NN cord-295028-vlj2ay6d 147 11 to to TO cord-295028-vlj2ay6d 147 12 reflect reflect VB cord-295028-vlj2ay6d 147 13 the the DT cord-295028-vlj2ay6d 147 14 regionality regionality NN cord-295028-vlj2ay6d 147 15 of of IN cord-295028-vlj2ay6d 147 16 container container NN cord-295028-vlj2ay6d 147 17 liner liner NN cord-295028-vlj2ay6d 147 18 shipping shipping NN cord-295028-vlj2ay6d 147 19 , , , cord-295028-vlj2ay6d 147 20 and and CC cord-295028-vlj2ay6d 147 21 add add VB cord-295028-vlj2ay6d 147 22 the the DT cord-295028-vlj2ay6d 147 23 average average JJ cord-295028-vlj2ay6d 147 24 rates rate NNS cord-295028-vlj2ay6d 147 25 and and CC cord-295028-vlj2ay6d 147 26 the the DT cord-295028-vlj2ay6d 147 27 fluctuations fluctuation NNS cord-295028-vlj2ay6d 147 28 of of IN cord-295028-vlj2ay6d 147 29 shipping shipping NN cord-295028-vlj2ay6d 147 30 market market NN cord-295028-vlj2ay6d 147 31 index index NN cord-295028-vlj2ay6d 147 32 as as IN cord-295028-vlj2ay6d 147 33 external external JJ cord-295028-vlj2ay6d 147 34 factors factor NNS cord-295028-vlj2ay6d 147 35 in in IN cord-295028-vlj2ay6d 147 36 order order NN cord-295028-vlj2ay6d 147 37 to to TO cord-295028-vlj2ay6d 147 38 reflect reflect VB cord-295028-vlj2ay6d 147 39 market market NN cord-295028-vlj2ay6d 147 40 conditions condition NNS cord-295028-vlj2ay6d 147 41 . . . cord-295028-vlj2ay6d 148 1 The the DT cord-295028-vlj2ay6d 148 2 influential influential JJ cord-295028-vlj2ay6d 148 3 factors factor NNS cord-295028-vlj2ay6d 148 4 considered consider VBN cord-295028-vlj2ay6d 148 5 by by IN cord-295028-vlj2ay6d 148 6 this this DT cord-295028-vlj2ay6d 148 7 study study NN cord-295028-vlj2ay6d 148 8 are be VBP cord-295028-vlj2ay6d 148 9 presented present VBN cord-295028-vlj2ay6d 148 10 in in IN cord-295028-vlj2ay6d 148 11 Table Table NNP cord-295028-vlj2ay6d 148 12 2 2 CD cord-295028-vlj2ay6d 148 13 . . . cord-295028-vlj2ay6d 149 1 Next next RB cord-295028-vlj2ay6d 149 2 , , , cord-295028-vlj2ay6d 149 3 we -PRON- PRP cord-295028-vlj2ay6d 149 4 further further RB cord-295028-vlj2ay6d 149 5 analyze analyze VBP cord-295028-vlj2ay6d 149 6 the the DT cord-295028-vlj2ay6d 149 7 influence influence NN cord-295028-vlj2ay6d 149 8 factors factor NNS cord-295028-vlj2ay6d 149 9 presented present VBN cord-295028-vlj2ay6d 149 10 in in IN cord-295028-vlj2ay6d 149 11 Table Table NNP cord-295028-vlj2ay6d 149 12 2 2 CD cord-295028-vlj2ay6d 149 13 as as IN cord-295028-vlj2ay6d 149 14 follows follow VBZ cord-295028-vlj2ay6d 149 15 : : : cord-295028-vlj2ay6d 149 16 We -PRON- PRP cord-295028-vlj2ay6d 149 17 choose choose VBP cord-295028-vlj2ay6d 149 18 the the DT cord-295028-vlj2ay6d 149 19 booking booking NN cord-295028-vlj2ay6d 149 20 time time NN cord-295028-vlj2ay6d 149 21 , , , cord-295028-vlj2ay6d 149 22 booked book VBN cord-295028-vlj2ay6d 149 23 slots slot NNS cord-295028-vlj2ay6d 149 24 in in IN cord-295028-vlj2ay6d 149 25 TEU TEU NNP cord-295028-vlj2ay6d 149 26 as as RB cord-295028-vlj2ay6d 149 27 well well RB cord-295028-vlj2ay6d 149 28 as as IN cord-295028-vlj2ay6d 149 29 the the DT cord-295028-vlj2ay6d 149 30 freight freight NN cord-295028-vlj2ay6d 149 31 rate rate NN cord-295028-vlj2ay6d 149 32 for for IN cord-295028-vlj2ay6d 149 33 the the DT cord-295028-vlj2ay6d 149 34 slot slot NN cord-295028-vlj2ay6d 149 35 booking booking NN cord-295028-vlj2ay6d 149 36 as as IN cord-295028-vlj2ay6d 149 37 the the DT cord-295028-vlj2ay6d 149 38 first first JJ cord-295028-vlj2ay6d 149 39 type type NN cord-295028-vlj2ay6d 149 40 of of IN cord-295028-vlj2ay6d 149 41 influence influence NN cord-295028-vlj2ay6d 149 42 factors factor NNS cord-295028-vlj2ay6d 149 43 because because IN cord-295028-vlj2ay6d 149 44 they -PRON- PRP cord-295028-vlj2ay6d 149 45 have have VBP cord-295028-vlj2ay6d 149 46 an an DT cord-295028-vlj2ay6d 149 47 impact impact NN cord-295028-vlj2ay6d 149 48 on on IN cord-295028-vlj2ay6d 149 49 the the DT cord-295028-vlj2ay6d 149 50 cancellation cancellation NN cord-295028-vlj2ay6d 149 51 behavior behavior NN cord-295028-vlj2ay6d 149 52 of of IN cord-295028-vlj2ay6d 149 53 customers customer NNS cord-295028-vlj2ay6d 149 54 . . . cord-295028-vlj2ay6d 150 1 The the DT cord-295028-vlj2ay6d 150 2 booking booking NN cord-295028-vlj2ay6d 150 3 date date NN cord-295028-vlj2ay6d 150 4 in in IN cord-295028-vlj2ay6d 150 5 Table Table NNP cord-295028-vlj2ay6d 150 6 1 1 CD cord-295028-vlj2ay6d 150 7 is be VBZ cord-295028-vlj2ay6d 150 8 separated separate VBN cord-295028-vlj2ay6d 150 9 into into IN cord-295028-vlj2ay6d 150 10 two two CD cord-295028-vlj2ay6d 150 11 attributes attribute NNS cord-295028-vlj2ay6d 150 12 presented present VBN cord-295028-vlj2ay6d 150 13 in in IN cord-295028-vlj2ay6d 150 14 Table Table NNP cord-295028-vlj2ay6d 150 15 2 2 CD cord-295028-vlj2ay6d 150 16 , , , cord-295028-vlj2ay6d 150 17 with with IN cord-295028-vlj2ay6d 150 18 BK_M BK_M NNS cord-295028-vlj2ay6d 150 19 as as IN cord-295028-vlj2ay6d 150 20 the the DT cord-295028-vlj2ay6d 150 21 month month NN cord-295028-vlj2ay6d 150 22 of of IN cord-295028-vlj2ay6d 150 23 booking booking NN cord-295028-vlj2ay6d 150 24 and and CC cord-295028-vlj2ay6d 150 25 BKTDP BKTDP NNP cord-295028-vlj2ay6d 150 26 as as IN cord-295028-vlj2ay6d 150 27 the the DT cord-295028-vlj2ay6d 150 28 time time NN cord-295028-vlj2ay6d 150 29 of of IN cord-295028-vlj2ay6d 150 30 booking booking NN cord-295028-vlj2ay6d 150 31 . . . cord-295028-vlj2ay6d 151 1 BKTDP BKTDP NNP cord-295028-vlj2ay6d 151 2 is be VBZ cord-295028-vlj2ay6d 151 3 measured measure VBN cord-295028-vlj2ay6d 151 4 by by IN cord-295028-vlj2ay6d 151 5 days day NNS cord-295028-vlj2ay6d 151 6 prior prior RB cord-295028-vlj2ay6d 151 7 to to IN cord-295028-vlj2ay6d 151 8 departure departure NN cord-295028-vlj2ay6d 151 9 . . . cord-295028-vlj2ay6d 152 1 In in IN cord-295028-vlj2ay6d 152 2 these these DT cord-295028-vlj2ay6d 152 3 two two CD cord-295028-vlj2ay6d 152 4 time time NN cord-295028-vlj2ay6d 152 5 attributes attribute NNS cord-295028-vlj2ay6d 152 6 , , , cord-295028-vlj2ay6d 152 7 the the DT cord-295028-vlj2ay6d 152 8 BK_M BK_M NNP cord-295028-vlj2ay6d 152 9 reflects reflect VBZ cord-295028-vlj2ay6d 152 10 the the DT cord-295028-vlj2ay6d 152 11 season season NN cord-295028-vlj2ay6d 152 12 of of IN cord-295028-vlj2ay6d 152 13 booking booking NN cord-295028-vlj2ay6d 152 14 and and CC cord-295028-vlj2ay6d 153 1 the the DT cord-295028-vlj2ay6d 153 2 BKTDP BKTDP NNP cord-295028-vlj2ay6d 153 3 describes describe VBZ cord-295028-vlj2ay6d 153 4 how how WRB cord-295028-vlj2ay6d 153 5 early early RB cord-295028-vlj2ay6d 153 6 the the DT cord-295028-vlj2ay6d 153 7 booking booking NN cord-295028-vlj2ay6d 153 8 request request NN cord-295028-vlj2ay6d 153 9 is be VBZ cord-295028-vlj2ay6d 153 10 proposed propose VBN cord-295028-vlj2ay6d 153 11 . . . cord-295028-vlj2ay6d 154 1 The the DT cord-295028-vlj2ay6d 154 2 second second JJ cord-295028-vlj2ay6d 154 3 group group NN cord-295028-vlj2ay6d 154 4 of of IN cord-295028-vlj2ay6d 154 5 covariates covariate NNS cord-295028-vlj2ay6d 154 6 is be VBZ cord-295028-vlj2ay6d 154 7 the the DT cord-295028-vlj2ay6d 154 8 booked book VBN cord-295028-vlj2ay6d 154 9 TEU TEU NNP cord-295028-vlj2ay6d 154 10 which which WDT cord-295028-vlj2ay6d 154 11 is be VBZ cord-295028-vlj2ay6d 154 12 the the DT cord-295028-vlj2ay6d 154 13 number number NN cord-295028-vlj2ay6d 154 14 of of IN cord-295028-vlj2ay6d 154 15 booked book VBN cord-295028-vlj2ay6d 154 16 TEU TEU NNP cord-295028-vlj2ay6d 154 17 proposed propose VBN cord-295028-vlj2ay6d 154 18 by by IN cord-295028-vlj2ay6d 154 19 customers customer NNS cord-295028-vlj2ay6d 154 20 . . . cord-295028-vlj2ay6d 155 1 In in IN cord-295028-vlj2ay6d 155 2 addition addition NN cord-295028-vlj2ay6d 155 3 , , , cord-295028-vlj2ay6d 155 4 to to TO cord-295028-vlj2ay6d 155 5 investigate investigate VB cord-295028-vlj2ay6d 155 6 the the DT cord-295028-vlj2ay6d 155 7 influence influence NN cord-295028-vlj2ay6d 155 8 of of IN cord-295028-vlj2ay6d 155 9 the the DT cord-295028-vlj2ay6d 155 10 attribute attribute NN cord-295028-vlj2ay6d 155 11 of of IN cord-295028-vlj2ay6d 155 12 voyage voyage NN cord-295028-vlj2ay6d 155 13 , , , cord-295028-vlj2ay6d 155 14 we -PRON- PRP cord-295028-vlj2ay6d 155 15 use use VBP cord-295028-vlj2ay6d 155 16 the the DT cord-295028-vlj2ay6d 155 17 month month NN cord-295028-vlj2ay6d 155 18 of of IN cord-295028-vlj2ay6d 155 19 the the DT cord-295028-vlj2ay6d 155 20 ship ship NN cord-295028-vlj2ay6d 155 21 departure departure NN cord-295028-vlj2ay6d 155 22 time time NN cord-295028-vlj2ay6d 155 23 ( ( -LRB- cord-295028-vlj2ay6d 155 24 DP_M DP_M NNS cord-295028-vlj2ay6d 155 25 in in IN cord-295028-vlj2ay6d 155 26 Table Table NNP cord-295028-vlj2ay6d 155 27 2 2 CD cord-295028-vlj2ay6d 155 28 ) ) -RRB- cord-295028-vlj2ay6d 155 29 to to TO cord-295028-vlj2ay6d 155 30 imply imply VB cord-295028-vlj2ay6d 155 31 the the DT cord-295028-vlj2ay6d 155 32 seasonality seasonality NN cord-295028-vlj2ay6d 155 33 of of IN cord-295028-vlj2ay6d 155 34 voyage voyage NN cord-295028-vlj2ay6d 155 35 time time NN cord-295028-vlj2ay6d 155 36 . . . cord-295028-vlj2ay6d 156 1 The the DT cord-295028-vlj2ay6d 156 2 customer customer NN cord-295028-vlj2ay6d 156 3 information information NN cord-295028-vlj2ay6d 156 4 is be VBZ cord-295028-vlj2ay6d 156 5 also also RB cord-295028-vlj2ay6d 156 6 an an DT cord-295028-vlj2ay6d 156 7 important important JJ cord-295028-vlj2ay6d 156 8 influential influential JJ cord-295028-vlj2ay6d 156 9 factor factor NN cord-295028-vlj2ay6d 156 10 of of IN cord-295028-vlj2ay6d 156 11 the the DT cord-295028-vlj2ay6d 156 12 cancellation cancellation NN cord-295028-vlj2ay6d 156 13 behavior behavior NN cord-295028-vlj2ay6d 156 14 . . . cord-295028-vlj2ay6d 157 1 Such such JJ cord-295028-vlj2ay6d 157 2 information information NN cord-295028-vlj2ay6d 157 3 includes include VBZ cord-295028-vlj2ay6d 157 4 the the DT cord-295028-vlj2ay6d 157 5 types type NNS cord-295028-vlj2ay6d 157 6 of of IN cord-295028-vlj2ay6d 157 7 the the DT cord-295028-vlj2ay6d 157 8 customer customer NN cord-295028-vlj2ay6d 157 9 ( ( -LRB- cord-295028-vlj2ay6d 157 10 e.g. e.g. RB cord-295028-vlj2ay6d 157 11 , , , cord-295028-vlj2ay6d 157 12 freight freight NN cord-295028-vlj2ay6d 157 13 forwarders forwarder NNS cord-295028-vlj2ay6d 157 14 , , , cord-295028-vlj2ay6d 157 15 manufactures manufacture VBZ cord-295028-vlj2ay6d 157 16 ) ) -RRB- cord-295028-vlj2ay6d 157 17 , , , cord-295028-vlj2ay6d 157 18 customer customer NN cord-295028-vlj2ay6d 157 19 size size NN cord-295028-vlj2ay6d 157 20 ( ( -LRB- cord-295028-vlj2ay6d 157 21 e.g. e.g. RB cord-295028-vlj2ay6d 157 22 , , , cord-295028-vlj2ay6d 157 23 large large JJ cord-295028-vlj2ay6d 157 24 retailers retailer NNS cord-295028-vlj2ay6d 157 25 ) ) -RRB- cord-295028-vlj2ay6d 157 26 , , , cord-295028-vlj2ay6d 157 27 customer customer NN cord-295028-vlj2ay6d 157 28 location location NN cord-295028-vlj2ay6d 157 29 , , , cord-295028-vlj2ay6d 157 30 and and CC cord-295028-vlj2ay6d 157 31 relationship relationship NN cord-295028-vlj2ay6d 157 32 with with IN cord-295028-vlj2ay6d 157 33 the the DT cord-295028-vlj2ay6d 157 34 shipping shipping NN cord-295028-vlj2ay6d 157 35 company company NN cord-295028-vlj2ay6d 157 36 . . . cord-295028-vlj2ay6d 158 1 Unfortunately unfortunately RB cord-295028-vlj2ay6d 158 2 , , , cord-295028-vlj2ay6d 158 3 these these DT cord-295028-vlj2ay6d 158 4 data datum NNS cord-295028-vlj2ay6d 158 5 are be VBP cord-295028-vlj2ay6d 158 6 confidential confidential JJ cord-295028-vlj2ay6d 158 7 for for IN cord-295028-vlj2ay6d 158 8 shipping ship VBG cord-295028-vlj2ay6d 158 9 companies company NNS cord-295028-vlj2ay6d 158 10 and and CC cord-295028-vlj2ay6d 158 11 not not RB cord-295028-vlj2ay6d 158 12 available available JJ cord-295028-vlj2ay6d 158 13 for for IN cord-295028-vlj2ay6d 158 14 this this DT cord-295028-vlj2ay6d 158 15 study study NN cord-295028-vlj2ay6d 158 16 . . . cord-295028-vlj2ay6d 159 1 To to TO cord-295028-vlj2ay6d 159 2 incorporate incorporate VB cord-295028-vlj2ay6d 159 3 the the DT cord-295028-vlj2ay6d 159 4 customer customer NN cord-295028-vlj2ay6d 159 5 influence influence NN cord-295028-vlj2ay6d 159 6 , , , cord-295028-vlj2ay6d 159 7 we -PRON- PRP cord-295028-vlj2ay6d 159 8 use use VBP cord-295028-vlj2ay6d 159 9 the the DT cord-295028-vlj2ay6d 159 10 size size NN cord-295028-vlj2ay6d 159 11 of of IN cord-295028-vlj2ay6d 159 12 the the DT cord-295028-vlj2ay6d 159 13 customer customer NN cord-295028-vlj2ay6d 159 14 's 's POS cord-295028-vlj2ay6d 159 15 booking booking NN cord-295028-vlj2ay6d 159 16 to to TO cord-295028-vlj2ay6d 159 17 describe describe VB cord-295028-vlj2ay6d 159 18 the the DT cord-295028-vlj2ay6d 159 19 customer customer NN cord-295028-vlj2ay6d 159 20 information information NN cord-295028-vlj2ay6d 159 21 , , , cord-295028-vlj2ay6d 159 22 which which WDT cord-295028-vlj2ay6d 159 23 is be VBZ cord-295028-vlj2ay6d 159 24 measured measure VBN cord-295028-vlj2ay6d 159 25 by by IN cord-295028-vlj2ay6d 159 26 the the DT cord-295028-vlj2ay6d 159 27 customer customer NN cord-295028-vlj2ay6d 159 28 's 's POS cord-295028-vlj2ay6d 159 29 booking booking NN cord-295028-vlj2ay6d 159 30 volume volume NN cord-295028-vlj2ay6d 159 31 in in IN cord-295028-vlj2ay6d 159 32 a a DT cord-295028-vlj2ay6d 159 33 year year NN cord-295028-vlj2ay6d 159 34 ( ( -LRB- cord-295028-vlj2ay6d 159 35 in in IN cord-295028-vlj2ay6d 159 36 TEU TEU NNP cord-295028-vlj2ay6d 159 37 ) ) -RRB- cord-295028-vlj2ay6d 159 38 . . . cord-295028-vlj2ay6d 160 1 This this DT cord-295028-vlj2ay6d 160 2 booking booking NN cord-295028-vlj2ay6d 160 3 volume volume NN cord-295028-vlj2ay6d 160 4 of of IN cord-295028-vlj2ay6d 160 5 customer customer NN cord-295028-vlj2ay6d 160 6 can can MD cord-295028-vlj2ay6d 160 7 measure measure VB cord-295028-vlj2ay6d 160 8 the the DT cord-295028-vlj2ay6d 160 9 closeness closeness NN cord-295028-vlj2ay6d 160 10 of of IN cord-295028-vlj2ay6d 160 11 cooperation cooperation NN cord-295028-vlj2ay6d 160 12 between between IN cord-295028-vlj2ay6d 160 13 customers customer NNS cord-295028-vlj2ay6d 160 14 and and CC cord-295028-vlj2ay6d 160 15 companies company NNS cord-295028-vlj2ay6d 160 16 , , , cord-295028-vlj2ay6d 160 17 and and CC cord-295028-vlj2ay6d 160 18 can can MD cord-295028-vlj2ay6d 160 19 also also RB cord-295028-vlj2ay6d 160 20 be be VB cord-295028-vlj2ay6d 160 21 used use VBN cord-295028-vlj2ay6d 160 22 to to TO cord-295028-vlj2ay6d 160 23 judge judge VB cord-295028-vlj2ay6d 160 24 large large JJ cord-295028-vlj2ay6d 160 25 and and CC cord-295028-vlj2ay6d 160 26 small small JJ cord-295028-vlj2ay6d 160 27 customers customer NNS cord-295028-vlj2ay6d 160 28 . . . cord-295028-vlj2ay6d 161 1 ( ( -LRB- cord-295028-vlj2ay6d 161 2 ii ii NN cord-295028-vlj2ay6d 161 3 ) ) -RRB- cord-295028-vlj2ay6d 162 1 Regional regional JJ cord-295028-vlj2ay6d 162 2 characteristics characteristic NNS cord-295028-vlj2ay6d 162 3 of of IN cord-295028-vlj2ay6d 162 4 container container NN cord-295028-vlj2ay6d 162 5 shipping shipping NN cord-295028-vlj2ay6d 162 6 . . . cord-295028-vlj2ay6d 163 1 As as IN cord-295028-vlj2ay6d 163 2 aforementioned aforementioned JJ cord-295028-vlj2ay6d 163 3 in in IN cord-295028-vlj2ay6d 163 4 Section section NN cord-295028-vlj2ay6d 163 5 1.2 1.2 CD cord-295028-vlj2ay6d 163 6 , , , cord-295028-vlj2ay6d 163 7 the the DT cord-295028-vlj2ay6d 163 8 international international JJ cord-295028-vlj2ay6d 163 9 trades trade NNS cord-295028-vlj2ay6d 163 10 of of IN cord-295028-vlj2ay6d 163 11 different different JJ cord-295028-vlj2ay6d 163 12 origins origin NNS cord-295028-vlj2ay6d 163 13 have have VBP cord-295028-vlj2ay6d 163 14 various various JJ cord-295028-vlj2ay6d 163 15 characteristics characteristic NNS cord-295028-vlj2ay6d 163 16 . . . cord-295028-vlj2ay6d 164 1 The the DT cord-295028-vlj2ay6d 164 2 regional regional JJ cord-295028-vlj2ay6d 164 3 characteristics characteristic NNS cord-295028-vlj2ay6d 164 4 of of IN cord-295028-vlj2ay6d 164 5 cargo cargo NN cord-295028-vlj2ay6d 164 6 , , , cord-295028-vlj2ay6d 164 7 namely namely RB cord-295028-vlj2ay6d 164 8 cargo cargo NN cord-295028-vlj2ay6d 164 9 origins origin NNS cord-295028-vlj2ay6d 164 10 , , , cord-295028-vlj2ay6d 164 11 are be VBP cord-295028-vlj2ay6d 164 12 the the DT cord-295028-vlj2ay6d 164 13 factors factor NNS cord-295028-vlj2ay6d 164 14 for for IN cord-295028-vlj2ay6d 164 15 the the DT cord-295028-vlj2ay6d 164 16 cancellation cancellation NN cord-295028-vlj2ay6d 164 17 probability probability NN cord-295028-vlj2ay6d 164 18 estimation estimation NN cord-295028-vlj2ay6d 164 19 model model NN cord-295028-vlj2ay6d 164 20 development development NN cord-295028-vlj2ay6d 164 21 . . . cord-295028-vlj2ay6d 165 1 Fig Fig NNP cord-295028-vlj2ay6d 165 2 . . . cord-295028-vlj2ay6d 166 1 3 3 LS cord-295028-vlj2ay6d 166 2 gives give VBZ cord-295028-vlj2ay6d 166 3 the the DT cord-295028-vlj2ay6d 166 4 examples example NNS cord-295028-vlj2ay6d 166 5 of of IN cord-295028-vlj2ay6d 166 6 three three CD cord-295028-vlj2ay6d 166 7 bookings booking NNS cord-295028-vlj2ay6d 166 8 in in IN cord-295028-vlj2ay6d 166 9 the the DT cord-295028-vlj2ay6d 166 10 HH HH NNP cord-295028-vlj2ay6d 166 11 transport transport NN cord-295028-vlj2ay6d 166 12 of of IN cord-295028-vlj2ay6d 166 13 the the DT cord-295028-vlj2ay6d 166 14 shipping shipping NN cord-295028-vlj2ay6d 166 15 service service NN cord-295028-vlj2ay6d 166 16 shown show VBN cord-295028-vlj2ay6d 166 17 in in IN cord-295028-vlj2ay6d 166 18 Fig Fig NNP cord-295028-vlj2ay6d 166 19 . . . cord-295028-vlj2ay6d 167 1 1 1 CD cord-295028-vlj2ay6d 167 2 to to TO cord-295028-vlj2ay6d 167 3 clarify clarify VB cord-295028-vlj2ay6d 167 4 the the DT cord-295028-vlj2ay6d 167 5 definition definition NN cord-295028-vlj2ay6d 167 6 of of IN cord-295028-vlj2ay6d 167 7 regional regional JJ cord-295028-vlj2ay6d 167 8 characteristics characteristic NNS cord-295028-vlj2ay6d 167 9 . . . cord-295028-vlj2ay6d 168 1 The the DT cord-295028-vlj2ay6d 168 2 origin origin NN cord-295028-vlj2ay6d 168 3 countries country NNS cord-295028-vlj2ay6d 168 4 of of IN cord-295028-vlj2ay6d 168 5 Bookings booking NNS cord-295028-vlj2ay6d 168 6 1 1 CD cord-295028-vlj2ay6d 168 7 , , , cord-295028-vlj2ay6d 168 8 2 2 CD cord-295028-vlj2ay6d 168 9 , , , cord-295028-vlj2ay6d 168 10 and and CC cord-295028-vlj2ay6d 168 11 3 3 CD cord-295028-vlj2ay6d 168 12 are be VBP cord-295028-vlj2ay6d 168 13 China China NNP cord-295028-vlj2ay6d 168 14 , , , cord-295028-vlj2ay6d 168 15 Philippines Philippines NNP cord-295028-vlj2ay6d 168 16 , , , cord-295028-vlj2ay6d 168 17 and and CC cord-295028-vlj2ay6d 168 18 Vietnam Vietnam NNP cord-295028-vlj2ay6d 168 19 respectively respectively RB cord-295028-vlj2ay6d 168 20 . . . cord-295028-vlj2ay6d 169 1 The the DT cord-295028-vlj2ay6d 169 2 containers container NNS cord-295028-vlj2ay6d 169 3 of of IN cord-295028-vlj2ay6d 169 4 these these DT cord-295028-vlj2ay6d 169 5 three three CD cord-295028-vlj2ay6d 169 6 bookings booking NNS cord-295028-vlj2ay6d 169 7 are be VBP cord-295028-vlj2ay6d 169 8 all all RB cord-295028-vlj2ay6d 169 9 transported transport VBN cord-295028-vlj2ay6d 169 10 to to IN cord-295028-vlj2ay6d 169 11 the the DT cord-295028-vlj2ay6d 169 12 USA USA NNP cord-295028-vlj2ay6d 169 13 through through IN cord-295028-vlj2ay6d 169 14 the the DT cord-295028-vlj2ay6d 169 15 long long JJ cord-295028-vlj2ay6d 169 16 - - HYPH cord-295028-vlj2ay6d 169 17 haul haul NN cord-295028-vlj2ay6d 169 18 voyage voyage NN cord-295028-vlj2ay6d 169 19 . . . cord-295028-vlj2ay6d 170 1 Bookings booking NNS cord-295028-vlj2ay6d 170 2 2 2 CD cord-295028-vlj2ay6d 170 3 and and CC cord-295028-vlj2ay6d 170 4 3 3 CD cord-295028-vlj2ay6d 170 5 are be VBP cord-295028-vlj2ay6d 170 6 first first RB cord-295028-vlj2ay6d 170 7 transported transport VBN cord-295028-vlj2ay6d 170 8 to to IN cord-295028-vlj2ay6d 170 9 the the DT cord-295028-vlj2ay6d 170 10 ports port NNS cord-295028-vlj2ay6d 170 11 in in IN cord-295028-vlj2ay6d 170 12 China China NNP cord-295028-vlj2ay6d 170 13 by by IN cord-295028-vlj2ay6d 170 14 either either DT cord-295028-vlj2ay6d 170 15 land land NN cord-295028-vlj2ay6d 170 16 transportation transportation NN cord-295028-vlj2ay6d 170 17 or or CC cord-295028-vlj2ay6d 170 18 feeder feeder NN cord-295028-vlj2ay6d 170 19 shipping shipping NN cord-295028-vlj2ay6d 170 20 service service NN cord-295028-vlj2ay6d 170 21 and and CC cord-295028-vlj2ay6d 170 22 then then RB cord-295028-vlj2ay6d 170 23 transported transport VBD cord-295028-vlj2ay6d 170 24 to to IN cord-295028-vlj2ay6d 170 25 the the DT cord-295028-vlj2ay6d 170 26 USA USA NNP cord-295028-vlj2ay6d 170 27 through through IN cord-295028-vlj2ay6d 170 28 the the DT cord-295028-vlj2ay6d 170 29 HH HH NNP cord-295028-vlj2ay6d 170 30 transport transport NN cord-295028-vlj2ay6d 170 31 . . . cord-295028-vlj2ay6d 171 1 Although although IN cord-295028-vlj2ay6d 171 2 they -PRON- PRP cord-295028-vlj2ay6d 171 3 are be VBP cord-295028-vlj2ay6d 171 4 all all RB cord-295028-vlj2ay6d 171 5 transported transport VBN cord-295028-vlj2ay6d 171 6 via via IN cord-295028-vlj2ay6d 171 7 the the DT cord-295028-vlj2ay6d 171 8 ports port NNS cord-295028-vlj2ay6d 171 9 in in IN cord-295028-vlj2ay6d 171 10 China China NNP cord-295028-vlj2ay6d 171 11 , , , cord-295028-vlj2ay6d 171 12 these these DT cord-295028-vlj2ay6d 171 13 three three CD cord-295028-vlj2ay6d 171 14 bookings booking NNS cord-295028-vlj2ay6d 171 15 belong belong VBP cord-295028-vlj2ay6d 171 16 to to IN cord-295028-vlj2ay6d 171 17 the the DT cord-295028-vlj2ay6d 171 18 different different JJ cord-295028-vlj2ay6d 171 19 international international JJ cord-295028-vlj2ay6d 171 20 trades trade NNS cord-295028-vlj2ay6d 171 21 . . . cord-295028-vlj2ay6d 172 1 To to TO cord-295028-vlj2ay6d 172 2 reflect reflect VB cord-295028-vlj2ay6d 172 3 this this DT cord-295028-vlj2ay6d 172 4 regionality regionality NN cord-295028-vlj2ay6d 172 5 , , , cord-295028-vlj2ay6d 172 6 the the DT cord-295028-vlj2ay6d 172 7 original original JJ cord-295028-vlj2ay6d 172 8 country country NN cord-295028-vlj2ay6d 172 9 of of IN cord-295028-vlj2ay6d 172 10 a a DT cord-295028-vlj2ay6d 172 11 container container NN cord-295028-vlj2ay6d 172 12 , , , cord-295028-vlj2ay6d 172 13 rather rather RB cord-295028-vlj2ay6d 172 14 than than IN cord-295028-vlj2ay6d 172 15 the the DT cord-295028-vlj2ay6d 172 16 loading loading NN cord-295028-vlj2ay6d 172 17 country country NN cord-295028-vlj2ay6d 172 18 , , , cord-295028-vlj2ay6d 172 19 is be VBZ cord-295028-vlj2ay6d 172 20 also also RB cord-295028-vlj2ay6d 172 21 incorporated incorporate VBN cord-295028-vlj2ay6d 172 22 in in IN cord-295028-vlj2ay6d 172 23 the the DT cord-295028-vlj2ay6d 172 24 model model NN cord-295028-vlj2ay6d 172 25 development development NN cord-295028-vlj2ay6d 172 26 . . . cord-295028-vlj2ay6d 173 1 ( ( -LRB- cord-295028-vlj2ay6d 173 2 iii iii LS cord-295028-vlj2ay6d 173 3 ) ) -RRB- cord-295028-vlj2ay6d 173 4 Shipping shipping NN cord-295028-vlj2ay6d 173 5 market market NN cord-295028-vlj2ay6d 173 6 . . . cord-295028-vlj2ay6d 174 1 In in IN cord-295028-vlj2ay6d 174 2 addition addition NN cord-295028-vlj2ay6d 174 3 to to IN cord-295028-vlj2ay6d 174 4 the the DT cord-295028-vlj2ay6d 174 5 voyage voyage NN cord-295028-vlj2ay6d 174 6 information information NN cord-295028-vlj2ay6d 174 7 and and CC cord-295028-vlj2ay6d 174 8 booking book VBG cord-295028-vlj2ay6d 174 9 information information NN cord-295028-vlj2ay6d 174 10 , , , cord-295028-vlj2ay6d 174 11 we -PRON- PRP cord-295028-vlj2ay6d 174 12 propose propose VBP cord-295028-vlj2ay6d 174 13 the the DT cord-295028-vlj2ay6d 174 14 influential influential JJ cord-295028-vlj2ay6d 174 15 factors factor NNS cord-295028-vlj2ay6d 174 16 of of IN cord-295028-vlj2ay6d 174 17 shipping ship VBG cord-295028-vlj2ay6d 174 18 market market NN cord-295028-vlj2ay6d 174 19 in in IN cord-295028-vlj2ay6d 174 20 order order NN cord-295028-vlj2ay6d 174 21 to to TO cord-295028-vlj2ay6d 174 22 reflect reflect VB cord-295028-vlj2ay6d 174 23 the the DT cord-295028-vlj2ay6d 174 24 influence influence NN cord-295028-vlj2ay6d 174 25 of of IN cord-295028-vlj2ay6d 174 26 a a DT cord-295028-vlj2ay6d 174 27 specific specific JJ cord-295028-vlj2ay6d 174 28 market market NN cord-295028-vlj2ay6d 174 29 environment environment NN cord-295028-vlj2ay6d 174 30 . . . cord-295028-vlj2ay6d 175 1 Two two CD cord-295028-vlj2ay6d 175 2 aspects aspect NNS cord-295028-vlj2ay6d 175 3 of of IN cord-295028-vlj2ay6d 175 4 the the DT cord-295028-vlj2ay6d 175 5 shipping shipping NN cord-295028-vlj2ay6d 175 6 market market NN cord-295028-vlj2ay6d 175 7 , , , cord-295028-vlj2ay6d 175 8 namely namely RB cord-295028-vlj2ay6d 175 9 , , , cord-295028-vlj2ay6d 175 10 the the DT cord-295028-vlj2ay6d 175 11 average average NN cord-295028-vlj2ay6d 175 12 and and CC cord-295028-vlj2ay6d 175 13 the the DT cord-295028-vlj2ay6d 175 14 fluctuation fluctuation NN cord-295028-vlj2ay6d 175 15 of of IN cord-295028-vlj2ay6d 175 16 the the DT cord-295028-vlj2ay6d 175 17 freight freight NN cord-295028-vlj2ay6d 175 18 rates rate NNS cord-295028-vlj2ay6d 175 19 in in IN cord-295028-vlj2ay6d 175 20 the the DT cord-295028-vlj2ay6d 175 21 shipping shipping NN cord-295028-vlj2ay6d 175 22 market market NN cord-295028-vlj2ay6d 175 23 are be VBP cord-295028-vlj2ay6d 175 24 included include VBN cord-295028-vlj2ay6d 175 25 as as IN cord-295028-vlj2ay6d 175 26 the the DT cord-295028-vlj2ay6d 175 27 inputs input NNS cord-295028-vlj2ay6d 175 28 of of IN cord-295028-vlj2ay6d 175 29 our -PRON- PRP$ cord-295028-vlj2ay6d 175 30 model model NN cord-295028-vlj2ay6d 175 31 development development NN cord-295028-vlj2ay6d 175 32 . . . cord-295028-vlj2ay6d 176 1 As as IN cord-295028-vlj2ay6d 176 2 it -PRON- PRP cord-295028-vlj2ay6d 176 3 is be VBZ cord-295028-vlj2ay6d 176 4 difficult difficult JJ cord-295028-vlj2ay6d 176 5 to to TO cord-295028-vlj2ay6d 176 6 obtain obtain VB cord-295028-vlj2ay6d 176 7 the the DT cord-295028-vlj2ay6d 176 8 real real JJ cord-295028-vlj2ay6d 176 9 freight freight NN cord-295028-vlj2ay6d 176 10 rates rate NNS cord-295028-vlj2ay6d 176 11 of of IN cord-295028-vlj2ay6d 176 12 all all PDT cord-295028-vlj2ay6d 176 13 the the DT cord-295028-vlj2ay6d 176 14 shipping shipping NN cord-295028-vlj2ay6d 176 15 companies company NNS cord-295028-vlj2ay6d 176 16 , , , cord-295028-vlj2ay6d 176 17 in in IN cord-295028-vlj2ay6d 176 18 this this DT cord-295028-vlj2ay6d 176 19 study study NN cord-295028-vlj2ay6d 176 20 , , , cord-295028-vlj2ay6d 176 21 we -PRON- PRP cord-295028-vlj2ay6d 176 22 use use VBP cord-295028-vlj2ay6d 176 23 the the DT cord-295028-vlj2ay6d 176 24 China China NNP cord-295028-vlj2ay6d 176 25 ( ( -LRB- cord-295028-vlj2ay6d 176 26 Export Export NNP cord-295028-vlj2ay6d 176 27 ) ) -RRB- cord-295028-vlj2ay6d 176 28 Containerized Containerized NNP cord-295028-vlj2ay6d 176 29 Freight Freight NNP cord-295028-vlj2ay6d 176 30 Index Index NNP cord-295028-vlj2ay6d 176 31 ( ( -LRB- cord-295028-vlj2ay6d 176 32 CCFI CCFI NNP cord-295028-vlj2ay6d 176 33 ) ) -RRB- cord-295028-vlj2ay6d 176 34 which which WDT cord-295028-vlj2ay6d 176 35 is be VBZ cord-295028-vlj2ay6d 176 36 a a DT cord-295028-vlj2ay6d 176 37 conventional conventional JJ cord-295028-vlj2ay6d 176 38 index index NN cord-295028-vlj2ay6d 176 39 of of IN cord-295028-vlj2ay6d 176 40 the the DT cord-295028-vlj2ay6d 176 41 freight freight NN cord-295028-vlj2ay6d 176 42 rates rate NNS cord-295028-vlj2ay6d 176 43 of of IN cord-295028-vlj2ay6d 176 44 the the DT cord-295028-vlj2ay6d 176 45 shipping shipping NN cord-295028-vlj2ay6d 176 46 market market NN cord-295028-vlj2ay6d 176 47 . . . cord-295028-vlj2ay6d 177 1 The the DT cord-295028-vlj2ay6d 177 2 latest late JJS cord-295028-vlj2ay6d 177 3 CCFI ccfi JJ cord-295028-vlj2ay6d 177 4 data datum NNS cord-295028-vlj2ay6d 177 5 of of IN cord-295028-vlj2ay6d 177 6 slot slot NN cord-295028-vlj2ay6d 177 7 booking booking NN cord-295028-vlj2ay6d 177 8 is be VBZ cord-295028-vlj2ay6d 177 9 used use VBN cord-295028-vlj2ay6d 177 10 to to TO cord-295028-vlj2ay6d 177 11 reflect reflect VB cord-295028-vlj2ay6d 177 12 the the DT cord-295028-vlj2ay6d 177 13 average average JJ cord-295028-vlj2ay6d 177 14 freight freight NN cord-295028-vlj2ay6d 177 15 rate rate NN cord-295028-vlj2ay6d 177 16 of of IN cord-295028-vlj2ay6d 177 17 shipping shipping NN cord-295028-vlj2ay6d 177 18 market market NN cord-295028-vlj2ay6d 177 19 . . . cord-295028-vlj2ay6d 178 1 Moreover moreover RB cord-295028-vlj2ay6d 178 2 , , , cord-295028-vlj2ay6d 178 3 we -PRON- PRP cord-295028-vlj2ay6d 178 4 calculate calculate VBP cord-295028-vlj2ay6d 178 5 the the DT cord-295028-vlj2ay6d 178 6 variance variance NN cord-295028-vlj2ay6d 178 7 of of IN cord-295028-vlj2ay6d 178 8 the the DT cord-295028-vlj2ay6d 178 9 last last JJ cord-295028-vlj2ay6d 178 10 three three CD cord-295028-vlj2ay6d 178 11 weeks week NNS cord-295028-vlj2ay6d 178 12 ' ' POS cord-295028-vlj2ay6d 178 13 CCFI ccfi NN cord-295028-vlj2ay6d 178 14 data datum NNS cord-295028-vlj2ay6d 178 15 ( ( -LRB- cord-295028-vlj2ay6d 178 16 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 178 17 in in IN cord-295028-vlj2ay6d 178 18 Table Table NNP cord-295028-vlj2ay6d 178 19 2 2 CD cord-295028-vlj2ay6d 178 20 ) ) -RRB- cord-295028-vlj2ay6d 178 21 to to TO cord-295028-vlj2ay6d 178 22 imply imply VB cord-295028-vlj2ay6d 178 23 the the DT cord-295028-vlj2ay6d 178 24 fluctuation fluctuation NN cord-295028-vlj2ay6d 178 25 of of IN cord-295028-vlj2ay6d 178 26 the the DT cord-295028-vlj2ay6d 178 27 shipping shipping NN cord-295028-vlj2ay6d 178 28 market market NN cord-295028-vlj2ay6d 178 29 . . . cord-295028-vlj2ay6d 179 1 A a DT cord-295028-vlj2ay6d 179 2 high high JJ cord-295028-vlj2ay6d 179 3 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 179 4 implies imply VBZ cord-295028-vlj2ay6d 179 5 a a DT cord-295028-vlj2ay6d 179 6 fluctuating fluctuate VBG cord-295028-vlj2ay6d 179 7 market market NN cord-295028-vlj2ay6d 179 8 while while IN cord-295028-vlj2ay6d 179 9 a a DT cord-295028-vlj2ay6d 179 10 low low JJ cord-295028-vlj2ay6d 179 11 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 179 12 indicates indicate VBZ cord-295028-vlj2ay6d 179 13 a a DT cord-295028-vlj2ay6d 179 14 stable stable JJ cord-295028-vlj2ay6d 179 15 market market NN cord-295028-vlj2ay6d 179 16 . . . cord-295028-vlj2ay6d 180 1 With with IN cord-295028-vlj2ay6d 180 2 both both CC cord-295028-vlj2ay6d 180 3 CCFI ccfi NN cord-295028-vlj2ay6d 180 4 and and CC cord-295028-vlj2ay6d 180 5 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 180 6 , , , cord-295028-vlj2ay6d 180 7 the the DT cord-295028-vlj2ay6d 180 8 influence influence NN cord-295028-vlj2ay6d 180 9 from from IN cord-295028-vlj2ay6d 180 10 the the DT cord-295028-vlj2ay6d 180 11 shipping shipping NN cord-295028-vlj2ay6d 180 12 market market NN cord-295028-vlj2ay6d 180 13 on on IN cord-295028-vlj2ay6d 180 14 the the DT cord-295028-vlj2ay6d 180 15 cancellation cancellation NN cord-295028-vlj2ay6d 180 16 probability probability NN cord-295028-vlj2ay6d 180 17 can can MD cord-295028-vlj2ay6d 180 18 be be VB cord-295028-vlj2ay6d 180 19 analyzed analyze VBN cord-295028-vlj2ay6d 180 20 . . . cord-295028-vlj2ay6d 181 1 Let let VB cord-295028-vlj2ay6d 181 2 us -PRON- PRP cord-295028-vlj2ay6d 181 3 detailedly detailedly RB cord-295028-vlj2ay6d 181 4 introduce introduce VB cord-295028-vlj2ay6d 181 5 the the DT cord-295028-vlj2ay6d 181 6 research research NN cord-295028-vlj2ay6d 181 7 problem problem NN cord-295028-vlj2ay6d 181 8 . . . cord-295028-vlj2ay6d 182 1 For for IN cord-295028-vlj2ay6d 182 2 a a DT cord-295028-vlj2ay6d 182 3 given give VBN cord-295028-vlj2ay6d 182 4 intercontinental intercontinental JJ cord-295028-vlj2ay6d 182 5 container container NN cord-295028-vlj2ay6d 182 6 shipping shipping NN cord-295028-vlj2ay6d 182 7 service service NN cord-295028-vlj2ay6d 182 8 ( ( -LRB- cord-295028-vlj2ay6d 182 9 e.g. e.g. RB cord-295028-vlj2ay6d 182 10 , , , cord-295028-vlj2ay6d 182 11 the the DT cord-295028-vlj2ay6d 182 12 shipping shipping NN cord-295028-vlj2ay6d 182 13 service service NN cord-295028-vlj2ay6d 182 14 in in IN cord-295028-vlj2ay6d 182 15 Fig Fig NNP cord-295028-vlj2ay6d 182 16 . . NNP cord-295028-vlj2ay6d 182 17 1 1 CD cord-295028-vlj2ay6d 182 18 ) ) -RRB- cord-295028-vlj2ay6d 182 19 and and CC cord-295028-vlj2ay6d 182 20 a a DT cord-295028-vlj2ay6d 182 21 direction direction NN cord-295028-vlj2ay6d 182 22 of of IN cord-295028-vlj2ay6d 182 23 long long JJ cord-295028-vlj2ay6d 182 24 - - HYPH cord-295028-vlj2ay6d 182 25 haul haul NN cord-295028-vlj2ay6d 182 26 transport transport NN cord-295028-vlj2ay6d 182 27 ( ( -LRB- cord-295028-vlj2ay6d 182 28 e.g. e.g. RB cord-295028-vlj2ay6d 182 29 , , , cord-295028-vlj2ay6d 182 30 HH HH NNP cord-295028-vlj2ay6d 182 31 transport transport NN cord-295028-vlj2ay6d 182 32 in in IN cord-295028-vlj2ay6d 182 33 Fig Fig NNP cord-295028-vlj2ay6d 182 34 . . . cord-295028-vlj2ay6d 182 35 3 3 CD cord-295028-vlj2ay6d 182 36 ) ) -RRB- cord-295028-vlj2ay6d 182 37 , , , cord-295028-vlj2ay6d 182 38 the the DT cord-295028-vlj2ay6d 182 39 historical historical JJ cord-295028-vlj2ay6d 182 40 slot slot NN cord-295028-vlj2ay6d 182 41 booking booking NN cord-295028-vlj2ay6d 182 42 and and CC cord-295028-vlj2ay6d 182 43 cancellation cancellation NN cord-295028-vlj2ay6d 182 44 data datum NNS cord-295028-vlj2ay6d 182 45 are be VBP cord-295028-vlj2ay6d 182 46 available available JJ cord-295028-vlj2ay6d 182 47 . . . cord-295028-vlj2ay6d 183 1 These these DT cord-295028-vlj2ay6d 183 2 data datum NNS cord-295028-vlj2ay6d 183 3 cover cover VBP cord-295028-vlj2ay6d 183 4 both both CC cord-295028-vlj2ay6d 183 5 the the DT cord-295028-vlj2ay6d 183 6 non non NN cord-295028-vlj2ay6d 183 7 - - JJ cord-295028-vlj2ay6d 183 8 cancelled cancelled JJ cord-295028-vlj2ay6d 183 9 and and CC cord-295028-vlj2ay6d 183 10 cancelled cancel VBN cord-295028-vlj2ay6d 183 11 bookings booking NNS cord-295028-vlj2ay6d 183 12 of of IN cord-295028-vlj2ay6d 183 13 the the DT cord-295028-vlj2ay6d 183 14 long long JJ cord-295028-vlj2ay6d 183 15 - - HYPH cord-295028-vlj2ay6d 183 16 haul haul NN cord-295028-vlj2ay6d 183 17 transport transport NN cord-295028-vlj2ay6d 183 18 of of IN cord-295028-vlj2ay6d 183 19 the the DT cord-295028-vlj2ay6d 183 20 service service NN cord-295028-vlj2ay6d 183 21 . . . cord-295028-vlj2ay6d 184 1 The the DT cord-295028-vlj2ay6d 184 2 factors factor NNS cord-295028-vlj2ay6d 184 3 influencing influence VBG cord-295028-vlj2ay6d 184 4 the the DT cord-295028-vlj2ay6d 184 5 behavior behavior NN cord-295028-vlj2ay6d 184 6 of of IN cord-295028-vlj2ay6d 184 7 cancellation cancellation NN cord-295028-vlj2ay6d 184 8 are be VBP cord-295028-vlj2ay6d 184 9 listed list VBN cord-295028-vlj2ay6d 184 10 in in IN cord-295028-vlj2ay6d 184 11 Table Table NNP cord-295028-vlj2ay6d 184 12 2 2 CD cord-295028-vlj2ay6d 184 13 and and CC cord-295028-vlj2ay6d 184 14 they -PRON- PRP cord-295028-vlj2ay6d 184 15 can can MD cord-295028-vlj2ay6d 184 16 be be VB cord-295028-vlj2ay6d 184 17 extracted extract VBN cord-295028-vlj2ay6d 184 18 from from IN cord-295028-vlj2ay6d 184 19 the the DT cord-295028-vlj2ay6d 184 20 historical historical JJ cord-295028-vlj2ay6d 184 21 data datum NNS cord-295028-vlj2ay6d 184 22 and and CC cord-295028-vlj2ay6d 184 23 CCFI CCFI NNP cord-295028-vlj2ay6d 184 24 index index NN cord-295028-vlj2ay6d 184 25 . . . cord-295028-vlj2ay6d 185 1 The the DT cord-295028-vlj2ay6d 185 2 aim aim NN cord-295028-vlj2ay6d 185 3 of of IN cord-295028-vlj2ay6d 185 4 this this DT cord-295028-vlj2ay6d 185 5 study study NN cord-295028-vlj2ay6d 185 6 is be VBZ cord-295028-vlj2ay6d 185 7 to to TO cord-295028-vlj2ay6d 185 8 develop develop VB cord-295028-vlj2ay6d 185 9 a a DT cord-295028-vlj2ay6d 185 10 slot slot NN cord-295028-vlj2ay6d 185 11 booking booking NN cord-295028-vlj2ay6d 185 12 data data NN cord-295028-vlj2ay6d 185 13 - - HYPH cord-295028-vlj2ay6d 185 14 driven drive VBN cord-295028-vlj2ay6d 185 15 model model NN cord-295028-vlj2ay6d 185 16 to to TO cord-295028-vlj2ay6d 185 17 estimate estimate VB cord-295028-vlj2ay6d 185 18 the the DT cord-295028-vlj2ay6d 185 19 probability probability NN cord-295028-vlj2ay6d 185 20 of of IN cord-295028-vlj2ay6d 185 21 slot slot NN cord-295028-vlj2ay6d 185 22 booking booking NN cord-295028-vlj2ay6d 185 23 cancellation cancellation NN cord-295028-vlj2ay6d 185 24 by by IN cord-295028-vlj2ay6d 185 25 considering consider VBG cord-295028-vlj2ay6d 185 26 the the DT cord-295028-vlj2ay6d 185 27 key key JJ cord-295028-vlj2ay6d 185 28 influential influential JJ cord-295028-vlj2ay6d 185 29 factors factor NNS cord-295028-vlj2ay6d 185 30 . . . cord-295028-vlj2ay6d 186 1 We -PRON- PRP cord-295028-vlj2ay6d 186 2 denote denote VBP cord-295028-vlj2ay6d 186 3 a a DT cord-295028-vlj2ay6d 186 4 particular particular JJ cord-295028-vlj2ay6d 186 5 container container NN cord-295028-vlj2ay6d 186 6 slot slot NN cord-295028-vlj2ay6d 186 7 booking booking NN cord-295028-vlj2ay6d 186 8 by by IN cord-295028-vlj2ay6d 186 9 B b NN cord-295028-vlj2ay6d 186 10 with with IN cord-295028-vlj2ay6d 186 11 the the DT cord-295028-vlj2ay6d 186 12 given give VBN cord-295028-vlj2ay6d 186 13 booking booking NN cord-295028-vlj2ay6d 186 14 information information NN cord-295028-vlj2ay6d 186 15 . . . cord-295028-vlj2ay6d 187 1 The the DT cord-295028-vlj2ay6d 187 2 influential influential JJ cord-295028-vlj2ay6d 187 3 factors factor NNS cord-295028-vlj2ay6d 187 4 , , , cord-295028-vlj2ay6d 187 5 shown show VBN cord-295028-vlj2ay6d 187 6 in in IN cord-295028-vlj2ay6d 187 7 the the DT cord-295028-vlj2ay6d 187 8 third third JJ cord-295028-vlj2ay6d 187 9 column column NN cord-295028-vlj2ay6d 187 10 of of IN cord-295028-vlj2ay6d 187 11 Table Table NNP cord-295028-vlj2ay6d 187 12 2 2 CD cord-295028-vlj2ay6d 187 13 , , , cord-295028-vlj2ay6d 187 14 are be VBP cord-295028-vlj2ay6d 187 15 grouped group VBN cord-295028-vlj2ay6d 187 16 into into IN cord-295028-vlj2ay6d 187 17 vector vector NN cord-295028-vlj2ay6d 187 18 Z z NN cord-295028-vlj2ay6d 187 19 B B NNP cord-295028-vlj2ay6d 187 20 , , , cord-295028-vlj2ay6d 187 21 namely namely RB cord-295028-vlj2ay6d 187 22 : : : cord-295028-vlj2ay6d 187 23 . . . cord-295028-vlj2ay6d 188 1 This this DT cord-295028-vlj2ay6d 188 2 study study NN cord-295028-vlj2ay6d 188 3 is be VBZ cord-295028-vlj2ay6d 188 4 to to TO cord-295028-vlj2ay6d 188 5 develop develop VB cord-295028-vlj2ay6d 188 6 a a DT cord-295028-vlj2ay6d 188 7 model model NN cord-295028-vlj2ay6d 188 8 f f NN cord-295028-vlj2ay6d 188 9 ( ( -LRB- cord-295028-vlj2ay6d 188 10 ⋅ ⋅ NN cord-295028-vlj2ay6d 188 11 ) ) -RRB- cord-295028-vlj2ay6d 188 12 which which WDT cord-295028-vlj2ay6d 188 13 can can MD cord-295028-vlj2ay6d 188 14 estimate estimate VB cord-295028-vlj2ay6d 188 15 the the DT cord-295028-vlj2ay6d 188 16 cancellation cancellation NN cord-295028-vlj2ay6d 188 17 probability probability NN cord-295028-vlj2ay6d 188 18 of of IN cord-295028-vlj2ay6d 188 19 booking booking NN cord-295028-vlj2ay6d 188 20 B b NN cord-295028-vlj2ay6d 188 21 considering consider VBG cord-295028-vlj2ay6d 188 22 the the DT cord-295028-vlj2ay6d 188 23 influential influential JJ cord-295028-vlj2ay6d 188 24 factors factor NNS cord-295028-vlj2ay6d 188 25 Z Z NNP cord-295028-vlj2ay6d 188 26 B B NNP cord-295028-vlj2ay6d 188 27 as as IN cord-295028-vlj2ay6d 188 28 follows follow VBZ cord-295028-vlj2ay6d 188 29 : : : cord-295028-vlj2ay6d 188 30 where where WRB cord-295028-vlj2ay6d 188 31 Prob Prob NNP cord-295028-vlj2ay6d 188 32 clc(B clc(B NNP cord-295028-vlj2ay6d 188 33 ) ) -RRB- cord-295028-vlj2ay6d 188 34 is be VBZ cord-295028-vlj2ay6d 188 35 the the DT cord-295028-vlj2ay6d 188 36 probability probability NN cord-295028-vlj2ay6d 188 37 that that DT cord-295028-vlj2ay6d 188 38 booking booking NN cord-295028-vlj2ay6d 188 39 B b NN cord-295028-vlj2ay6d 188 40 is be VBZ cord-295028-vlj2ay6d 188 41 cancelled cancel VBN cord-295028-vlj2ay6d 188 42 during during IN cord-295028-vlj2ay6d 188 43 the the DT cord-295028-vlj2ay6d 188 44 booking booking NN cord-295028-vlj2ay6d 188 45 period period NN cord-295028-vlj2ay6d 188 46 while while IN cord-295028-vlj2ay6d 188 47 Prob Prob NNP cord-295028-vlj2ay6d 188 48 noclc(B noclc(B NNP cord-295028-vlj2ay6d 188 49 ) ) -RRB- cord-295028-vlj2ay6d 188 50 is be VBZ cord-295028-vlj2ay6d 188 51 the the DT cord-295028-vlj2ay6d 188 52 probability probability NN cord-295028-vlj2ay6d 188 53 that that IN cord-295028-vlj2ay6d 188 54 the the DT cord-295028-vlj2ay6d 188 55 booking booking NN cord-295028-vlj2ay6d 188 56 B b NN cord-295028-vlj2ay6d 188 57 is be VBZ cord-295028-vlj2ay6d 188 58 not not RB cord-295028-vlj2ay6d 188 59 cancelled cancel VBN cord-295028-vlj2ay6d 188 60 . . . cord-295028-vlj2ay6d 189 1 This this DT cord-295028-vlj2ay6d 189 2 model model NN cord-295028-vlj2ay6d 189 3 depends depend VBZ cord-295028-vlj2ay6d 189 4 on on IN cord-295028-vlj2ay6d 189 5 the the DT cord-295028-vlj2ay6d 189 6 slot slot NN cord-295028-vlj2ay6d 189 7 booking booking NN cord-295028-vlj2ay6d 189 8 data datum NNS cord-295028-vlj2ay6d 189 9 . . . cord-295028-vlj2ay6d 190 1 With with IN cord-295028-vlj2ay6d 190 2 the the DT cord-295028-vlj2ay6d 190 3 model model NN cord-295028-vlj2ay6d 190 4 , , , cord-295028-vlj2ay6d 190 5 the the DT cord-295028-vlj2ay6d 190 6 shipping shipping NN cord-295028-vlj2ay6d 190 7 company company NN cord-295028-vlj2ay6d 190 8 can can MD cord-295028-vlj2ay6d 190 9 estimate estimate VB cord-295028-vlj2ay6d 190 10 the the DT cord-295028-vlj2ay6d 190 11 cancellation cancellation NN cord-295028-vlj2ay6d 190 12 probability probability NN cord-295028-vlj2ay6d 190 13 of of IN cord-295028-vlj2ay6d 190 14 the the DT cord-295028-vlj2ay6d 190 15 accepted accepted JJ cord-295028-vlj2ay6d 190 16 slot slot NN cord-295028-vlj2ay6d 190 17 bookings booking NNS cord-295028-vlj2ay6d 190 18 . . . cord-295028-vlj2ay6d 191 1 The the DT cord-295028-vlj2ay6d 191 2 empirical empirical JJ cord-295028-vlj2ay6d 191 3 study study NN cord-295028-vlj2ay6d 191 4 conducted conduct VBN cord-295028-vlj2ay6d 191 5 by by IN cord-295028-vlj2ay6d 191 6 Zhao Zhao NNP cord-295028-vlj2ay6d 191 7 et et NNP cord-295028-vlj2ay6d 191 8 al al NNP cord-295028-vlj2ay6d 191 9 . . . cord-295028-vlj2ay6d 192 1 ( ( -LRB- cord-295028-vlj2ay6d 192 2 2019 2019 CD cord-295028-vlj2ay6d 192 3 ) ) -RRB- cord-295028-vlj2ay6d 192 4 has have VBZ cord-295028-vlj2ay6d 192 5 concluded conclude VBN cord-295028-vlj2ay6d 192 6 that that IN cord-295028-vlj2ay6d 192 7 the the DT cord-295028-vlj2ay6d 192 8 logistic logistic JJ cord-295028-vlj2ay6d 192 9 regression regression NN cord-295028-vlj2ay6d 192 10 model model NN cord-295028-vlj2ay6d 192 11 can can MD cord-295028-vlj2ay6d 192 12 not not RB cord-295028-vlj2ay6d 192 13 be be VB cord-295028-vlj2ay6d 192 14 used use VBN cord-295028-vlj2ay6d 192 15 to to TO cord-295028-vlj2ay6d 192 16 estimate estimate VB cord-295028-vlj2ay6d 192 17 the the DT cord-295028-vlj2ay6d 192 18 slot slot NN cord-295028-vlj2ay6d 192 19 booking booking NN cord-295028-vlj2ay6d 192 20 cancellation cancellation NN cord-295028-vlj2ay6d 192 21 probabilities probability NNS cord-295028-vlj2ay6d 192 22 . . . cord-295028-vlj2ay6d 193 1 Therefore therefore RB cord-295028-vlj2ay6d 193 2 , , , cord-295028-vlj2ay6d 193 3 we -PRON- PRP cord-295028-vlj2ay6d 193 4 adopt adopt VBP cord-295028-vlj2ay6d 193 5 the the DT cord-295028-vlj2ay6d 193 6 time time NN cord-295028-vlj2ay6d 193 7 - - HYPH cord-295028-vlj2ay6d 193 8 to to IN cord-295028-vlj2ay6d 193 9 - - HYPH cord-295028-vlj2ay6d 193 10 event event NN cord-295028-vlj2ay6d 193 11 modeling modeling NN cord-295028-vlj2ay6d 193 12 approach approach NN cord-295028-vlj2ay6d 193 13 here here RB cord-295028-vlj2ay6d 193 14 because because IN cord-295028-vlj2ay6d 193 15 it -PRON- PRP cord-295028-vlj2ay6d 193 16 has have VBZ cord-295028-vlj2ay6d 193 17 been be VBN cord-295028-vlj2ay6d 193 18 shown show VBN cord-295028-vlj2ay6d 193 19 to to TO cord-295028-vlj2ay6d 193 20 be be VB cord-295028-vlj2ay6d 193 21 effective effective JJ cord-295028-vlj2ay6d 193 22 in in IN cord-295028-vlj2ay6d 193 23 forecasting forecasting NN cord-295028-vlj2ay6d 193 24 cancellations cancellation NNS cord-295028-vlj2ay6d 193 25 in in IN cord-295028-vlj2ay6d 193 26 literature literature NN cord-295028-vlj2ay6d 193 27 ( ( -LRB- cord-295028-vlj2ay6d 193 28 e.g. e.g. RB cord-295028-vlj2ay6d 193 29 , , , cord-295028-vlj2ay6d 193 30 Iliescu Iliescu NNP cord-295028-vlj2ay6d 193 31 et et NNP cord-295028-vlj2ay6d 193 32 al al NNP cord-295028-vlj2ay6d 193 33 . . NNP cord-295028-vlj2ay6d 193 34 , , , cord-295028-vlj2ay6d 193 35 2008 2008 CD cord-295028-vlj2ay6d 193 36 ) ) -RRB- cord-295028-vlj2ay6d 193 37 . . . cord-295028-vlj2ay6d 194 1 To to TO cord-295028-vlj2ay6d 194 2 do do VB cord-295028-vlj2ay6d 194 3 so so RB cord-295028-vlj2ay6d 194 4 , , , cord-295028-vlj2ay6d 194 5 a a DT cord-295028-vlj2ay6d 194 6 frailty frailty NN cord-295028-vlj2ay6d 194 7 term term NN cord-295028-vlj2ay6d 194 8 should should MD cord-295028-vlj2ay6d 194 9 be be VB cord-295028-vlj2ay6d 194 10 introduced introduce VBN cord-295028-vlj2ay6d 194 11 to to TO cord-295028-vlj2ay6d 194 12 reflect reflect VB cord-295028-vlj2ay6d 194 13 the the DT cord-295028-vlj2ay6d 194 14 correlations correlation NNS cord-295028-vlj2ay6d 194 15 of of IN cord-295028-vlj2ay6d 194 16 the the DT cord-295028-vlj2ay6d 194 17 cancellation cancellation NN cord-295028-vlj2ay6d 194 18 behavior behavior NN cord-295028-vlj2ay6d 194 19 within within IN cord-295028-vlj2ay6d 194 20 an an DT cord-295028-vlj2ay6d 194 21 origin origin NN cord-295028-vlj2ay6d 194 22 country country NN cord-295028-vlj2ay6d 194 23 . . . cord-295028-vlj2ay6d 195 1 The the DT cord-295028-vlj2ay6d 195 2 time time NN cord-295028-vlj2ay6d 195 3 - - HYPH cord-295028-vlj2ay6d 195 4 to to IN cord-295028-vlj2ay6d 195 5 - - HYPH cord-295028-vlj2ay6d 195 6 event event NN cord-295028-vlj2ay6d 195 7 models model NNS cord-295028-vlj2ay6d 195 8 are be VBP cord-295028-vlj2ay6d 195 9 a a DT cord-295028-vlj2ay6d 195 10 class class NN cord-295028-vlj2ay6d 195 11 of of IN cord-295028-vlj2ay6d 195 12 analytical analytical JJ cord-295028-vlj2ay6d 195 13 methods method NNS cord-295028-vlj2ay6d 195 14 on on IN cord-295028-vlj2ay6d 195 15 modeling model VBG cord-295028-vlj2ay6d 195 16 the the DT cord-295028-vlj2ay6d 195 17 feature feature NN cord-295028-vlj2ay6d 195 18 of of IN cord-295028-vlj2ay6d 195 19 the the DT cord-295028-vlj2ay6d 195 20 time time NN cord-295028-vlj2ay6d 195 21 before before IN cord-295028-vlj2ay6d 195 22 an an DT cord-295028-vlj2ay6d 195 23 interested interested JJ cord-295028-vlj2ay6d 195 24 event event NN cord-295028-vlj2ay6d 195 25 happens happen VBZ cord-295028-vlj2ay6d 195 26 ( ( -LRB- cord-295028-vlj2ay6d 195 27 Hosmer Hosmer NNP cord-295028-vlj2ay6d 195 28 et et NNP cord-295028-vlj2ay6d 195 29 al al NNP cord-295028-vlj2ay6d 195 30 . . NNP cord-295028-vlj2ay6d 195 31 , , , cord-295028-vlj2ay6d 195 32 2011 2011 CD cord-295028-vlj2ay6d 195 33 ) ) -RRB- cord-295028-vlj2ay6d 195 34 . . . cord-295028-vlj2ay6d 196 1 This this DT cord-295028-vlj2ay6d 196 2 model model NN cord-295028-vlj2ay6d 196 3 has have VBZ cord-295028-vlj2ay6d 196 4 been be VBN cord-295028-vlj2ay6d 196 5 widely widely RB cord-295028-vlj2ay6d 196 6 applied apply VBN cord-295028-vlj2ay6d 196 7 in in IN cord-295028-vlj2ay6d 196 8 the the DT cord-295028-vlj2ay6d 196 9 demography demography NN cord-295028-vlj2ay6d 196 10 , , , cord-295028-vlj2ay6d 196 11 biology biology NN cord-295028-vlj2ay6d 196 12 , , , cord-295028-vlj2ay6d 196 13 and and CC cord-295028-vlj2ay6d 196 14 medicine medicine NN cord-295028-vlj2ay6d 196 15 industries industry NNS cord-295028-vlj2ay6d 196 16 , , , cord-295028-vlj2ay6d 196 17 but but CC cord-295028-vlj2ay6d 196 18 rarely rarely RB cord-295028-vlj2ay6d 196 19 applied apply VBD cord-295028-vlj2ay6d 196 20 in in IN cord-295028-vlj2ay6d 196 21 shipping shipping NN cord-295028-vlj2ay6d 196 22 industry industry NN cord-295028-vlj2ay6d 196 23 . . . cord-295028-vlj2ay6d 197 1 In in IN cord-295028-vlj2ay6d 197 2 this this DT cord-295028-vlj2ay6d 197 3 study study NN cord-295028-vlj2ay6d 197 4 , , , cord-295028-vlj2ay6d 197 5 the the DT cord-295028-vlj2ay6d 197 6 event event NN cord-295028-vlj2ay6d 197 7 is be VBZ cord-295028-vlj2ay6d 197 8 the the DT cord-295028-vlj2ay6d 197 9 cancellation cancellation NN cord-295028-vlj2ay6d 197 10 of of IN cord-295028-vlj2ay6d 197 11 a a DT cord-295028-vlj2ay6d 197 12 container container NN cord-295028-vlj2ay6d 197 13 slot slot NN cord-295028-vlj2ay6d 197 14 booking booking NN cord-295028-vlj2ay6d 197 15 . . . cord-295028-vlj2ay6d 198 1 Accordingly accordingly RB cord-295028-vlj2ay6d 198 2 , , , cord-295028-vlj2ay6d 198 3 the the DT cord-295028-vlj2ay6d 198 4 time time NN cord-295028-vlj2ay6d 198 5 to to TO cord-295028-vlj2ay6d 198 6 cancellation cancellation NN cord-295028-vlj2ay6d 198 7 ( ( -LRB- cord-295028-vlj2ay6d 198 8 TTC TTC NNP cord-295028-vlj2ay6d 198 9 , , , cord-295028-vlj2ay6d 198 10 or or CC cord-295028-vlj2ay6d 198 11 lifetime lifetime NN cord-295028-vlj2ay6d 198 12 ) ) -RRB- cord-295028-vlj2ay6d 198 13 of of IN cord-295028-vlj2ay6d 198 14 a a DT cord-295028-vlj2ay6d 198 15 container container NN cord-295028-vlj2ay6d 198 16 slot slot NN cord-295028-vlj2ay6d 198 17 booking booking NN cord-295028-vlj2ay6d 198 18 is be VBZ cord-295028-vlj2ay6d 198 19 defined define VBN cord-295028-vlj2ay6d 198 20 as as IN cord-295028-vlj2ay6d 198 21 the the DT cord-295028-vlj2ay6d 198 22 time time NN cord-295028-vlj2ay6d 198 23 period period NN cord-295028-vlj2ay6d 198 24 from from IN cord-295028-vlj2ay6d 198 25 its -PRON- PRP$ cord-295028-vlj2ay6d 198 26 booking booking NN cord-295028-vlj2ay6d 198 27 time time NN cord-295028-vlj2ay6d 198 28 to to IN cord-295028-vlj2ay6d 198 29 the the DT cord-295028-vlj2ay6d 198 30 cancellation cancellation NN cord-295028-vlj2ay6d 198 31 time time NN cord-295028-vlj2ay6d 198 32 . . . cord-295028-vlj2ay6d 199 1 Based base VBN cord-295028-vlj2ay6d 199 2 on on IN cord-295028-vlj2ay6d 199 3 TTC TTC NNP cord-295028-vlj2ay6d 199 4 , , , cord-295028-vlj2ay6d 199 5 we -PRON- PRP cord-295028-vlj2ay6d 199 6 can can MD cord-295028-vlj2ay6d 199 7 transform transform VB cord-295028-vlj2ay6d 199 8 the the DT cord-295028-vlj2ay6d 199 9 problem problem NN cord-295028-vlj2ay6d 199 10 of of IN cord-295028-vlj2ay6d 199 11 estimating estimate VBG cord-295028-vlj2ay6d 199 12 the the DT cord-295028-vlj2ay6d 199 13 cancellation cancellation NN cord-295028-vlj2ay6d 199 14 probability probability NN cord-295028-vlj2ay6d 199 15 to to IN cord-295028-vlj2ay6d 199 16 the the DT cord-295028-vlj2ay6d 199 17 problem problem NN cord-295028-vlj2ay6d 199 18 of of IN cord-295028-vlj2ay6d 199 19 modeling model VBG cord-295028-vlj2ay6d 199 20 the the DT cord-295028-vlj2ay6d 199 21 distribution distribution NN cord-295028-vlj2ay6d 199 22 of of IN cord-295028-vlj2ay6d 199 23 the the DT cord-295028-vlj2ay6d 199 24 TTC TTC NNP cord-295028-vlj2ay6d 200 1 ( ( -LRB- cord-295028-vlj2ay6d 200 2 Yu Yu NNP cord-295028-vlj2ay6d 200 3 et et FW cord-295028-vlj2ay6d 200 4 al al NNP cord-295028-vlj2ay6d 200 5 . . NNP cord-295028-vlj2ay6d 200 6 , , , cord-295028-vlj2ay6d 200 7 2017 2017 CD cord-295028-vlj2ay6d 200 8 ) ) -RRB- cord-295028-vlj2ay6d 200 9 . . . cord-295028-vlj2ay6d 201 1 Therefore therefore RB cord-295028-vlj2ay6d 201 2 , , , cord-295028-vlj2ay6d 201 3 in in IN cord-295028-vlj2ay6d 201 4 this this DT cord-295028-vlj2ay6d 201 5 study study NN cord-295028-vlj2ay6d 201 6 , , , cord-295028-vlj2ay6d 201 7 the the DT cord-295028-vlj2ay6d 201 8 time time NN cord-295028-vlj2ay6d 201 9 - - HYPH cord-295028-vlj2ay6d 201 10 to to IN cord-295028-vlj2ay6d 201 11 - - HYPH cord-295028-vlj2ay6d 201 12 cancellation cancellation NN cord-295028-vlj2ay6d 201 13 model model NN cord-295028-vlj2ay6d 201 14 ( ( -LRB- cord-295028-vlj2ay6d 201 15 TTCM TTCM NNP cord-295028-vlj2ay6d 201 16 ) ) -RRB- cord-295028-vlj2ay6d 201 17 aims aim VBZ cord-295028-vlj2ay6d 201 18 at at IN cord-295028-vlj2ay6d 201 19 formulating formulate VBG cord-295028-vlj2ay6d 201 20 the the DT cord-295028-vlj2ay6d 201 21 distribution distribution NN cord-295028-vlj2ay6d 201 22 of of IN cord-295028-vlj2ay6d 201 23 the the DT cord-295028-vlj2ay6d 201 24 TTC TTC NNP cord-295028-vlj2ay6d 201 25 . . . cord-295028-vlj2ay6d 202 1 We -PRON- PRP cord-295028-vlj2ay6d 202 2 have have VBP cord-295028-vlj2ay6d 202 3 two two CD cord-295028-vlj2ay6d 202 4 assumptions assumption NNS cord-295028-vlj2ay6d 202 5 for for IN cord-295028-vlj2ay6d 202 6 the the DT cord-295028-vlj2ay6d 202 7 TTCM TTCM NNP cord-295028-vlj2ay6d 202 8 : : : cord-295028-vlj2ay6d 203 1 ( ( -LRB- cord-295028-vlj2ay6d 203 2 i i NN cord-295028-vlj2ay6d 203 3 ) ) -RRB- cord-295028-vlj2ay6d 204 1 Every every DT cord-295028-vlj2ay6d 204 2 booking booking NN cord-295028-vlj2ay6d 204 3 has have VBZ cord-295028-vlj2ay6d 204 4 the the DT cord-295028-vlj2ay6d 204 5 possibility possibility NN cord-295028-vlj2ay6d 204 6 of of IN cord-295028-vlj2ay6d 204 7 being be VBG cord-295028-vlj2ay6d 204 8 cancelled cancel VBN cord-295028-vlj2ay6d 204 9 or or CC cord-295028-vlj2ay6d 204 10 not not RB cord-295028-vlj2ay6d 204 11 showing show VBG cord-295028-vlj2ay6d 204 12 . . . cord-295028-vlj2ay6d 205 1 ( ( -LRB- cord-295028-vlj2ay6d 205 2 ii ii NN cord-295028-vlj2ay6d 205 3 ) ) -RRB- cord-295028-vlj2ay6d 206 1 The the DT cord-295028-vlj2ay6d 206 2 cancellation cancellation NN cord-295028-vlj2ay6d 206 3 probability probability NN cord-295028-vlj2ay6d 206 4 of of IN cord-295028-vlj2ay6d 206 5 a a DT cord-295028-vlj2ay6d 206 6 booking booking NN cord-295028-vlj2ay6d 206 7 is be VBZ cord-295028-vlj2ay6d 206 8 the the DT cord-295028-vlj2ay6d 206 9 probability probability NN cord-295028-vlj2ay6d 206 10 that that IN cord-295028-vlj2ay6d 206 11 the the DT cord-295028-vlj2ay6d 206 12 TTC TTC NNP cord-295028-vlj2ay6d 206 13 of of IN cord-295028-vlj2ay6d 206 14 the the DT cord-295028-vlj2ay6d 206 15 booking booking NN cord-295028-vlj2ay6d 206 16 is be VBZ cord-295028-vlj2ay6d 206 17 less less JJR cord-295028-vlj2ay6d 206 18 than than IN cord-295028-vlj2ay6d 206 19 the the DT cord-295028-vlj2ay6d 206 20 days day NNS cord-295028-vlj2ay6d 206 21 from from IN cord-295028-vlj2ay6d 206 22 booking book VBG cord-295028-vlj2ay6d 206 23 time time NN cord-295028-vlj2ay6d 206 24 to to TO cord-295028-vlj2ay6d 206 25 ship ship VB cord-295028-vlj2ay6d 206 26 departure departure NN cord-295028-vlj2ay6d 206 27 time time NN cord-295028-vlj2ay6d 206 28 . . . cord-295028-vlj2ay6d 207 1 In in IN cord-295028-vlj2ay6d 207 2 other other JJ cord-295028-vlj2ay6d 207 3 words word NNS cord-295028-vlj2ay6d 207 4 , , , cord-295028-vlj2ay6d 207 5 if if IN cord-295028-vlj2ay6d 207 6 the the DT cord-295028-vlj2ay6d 207 7 slot slot NN cord-295028-vlj2ay6d 207 8 booking booking NN cord-295028-vlj2ay6d 207 9 can can MD cord-295028-vlj2ay6d 207 10 " " `` cord-295028-vlj2ay6d 207 11 survive survive VB cord-295028-vlj2ay6d 207 12 " " '' cord-295028-vlj2ay6d 207 13 to to IN cord-295028-vlj2ay6d 207 14 the the DT cord-295028-vlj2ay6d 207 15 ship ship NN cord-295028-vlj2ay6d 207 16 departure departure NN cord-295028-vlj2ay6d 207 17 time time NN cord-295028-vlj2ay6d 207 18 , , , cord-295028-vlj2ay6d 207 19 it -PRON- PRP cord-295028-vlj2ay6d 207 20 will will MD cord-295028-vlj2ay6d 207 21 not not RB cord-295028-vlj2ay6d 207 22 be be VB cord-295028-vlj2ay6d 207 23 cancelled cancel VBN cord-295028-vlj2ay6d 207 24 . . . cord-295028-vlj2ay6d 208 1 We -PRON- PRP cord-295028-vlj2ay6d 208 2 formulate formulate VBP cord-295028-vlj2ay6d 208 3 the the DT cord-295028-vlj2ay6d 208 4 TTC TTC NNP cord-295028-vlj2ay6d 208 5 as as IN cord-295028-vlj2ay6d 208 6 a a DT cord-295028-vlj2ay6d 208 7 random random JJ cord-295028-vlj2ay6d 208 8 variable variable NN cord-295028-vlj2ay6d 208 9 T t NN cord-295028-vlj2ay6d 208 10 with with IN cord-295028-vlj2ay6d 208 11 the the DT cord-295028-vlj2ay6d 208 12 Probability Probability NNP cord-295028-vlj2ay6d 208 13 Density Density NNP cord-295028-vlj2ay6d 208 14 Function Function NNP cord-295028-vlj2ay6d 208 15 ( ( -LRB- cord-295028-vlj2ay6d 208 16 PDF PDF NNP cord-295028-vlj2ay6d 208 17 ) ) -RRB- cord-295028-vlj2ay6d 208 18 f(t f(t NN cord-295028-vlj2ay6d 208 19 ) ) -RRB- cord-295028-vlj2ay6d 208 20 . . . cord-295028-vlj2ay6d 209 1 According accord VBG cord-295028-vlj2ay6d 209 2 to to IN cord-295028-vlj2ay6d 209 3 the the DT cord-295028-vlj2ay6d 209 4 assumption assumption NN cord-295028-vlj2ay6d 209 5 ( ( -LRB- cord-295028-vlj2ay6d 209 6 ii ii NNP cord-295028-vlj2ay6d 209 7 ) ) -RRB- cord-295028-vlj2ay6d 209 8 , , , cord-295028-vlj2ay6d 209 9 the the DT cord-295028-vlj2ay6d 209 10 cancellation cancellation NN cord-295028-vlj2ay6d 209 11 and and CC cord-295028-vlj2ay6d 209 12 non non JJ cord-295028-vlj2ay6d 209 13 - - JJ cord-295028-vlj2ay6d 209 14 cancellation cancellation JJ cord-295028-vlj2ay6d 209 15 probabilities probability NNS cord-295028-vlj2ay6d 209 16 of of IN cord-295028-vlj2ay6d 209 17 a a DT cord-295028-vlj2ay6d 209 18 booking booking NN cord-295028-vlj2ay6d 209 19 B b NN cord-295028-vlj2ay6d 209 20 with with IN cord-295028-vlj2ay6d 209 21 booking booking NN cord-295028-vlj2ay6d 209 22 time time NN cord-295028-vlj2ay6d 209 23 t t NN cord-295028-vlj2ay6d 209 24 b b NN cord-295028-vlj2ay6d 209 25 can can MD cord-295028-vlj2ay6d 209 26 be be VB cord-295028-vlj2ay6d 209 27 calculated calculate VBN cord-295028-vlj2ay6d 209 28 by by IN cord-295028-vlj2ay6d 210 1 There there EX cord-295028-vlj2ay6d 210 2 are be VBP cord-295028-vlj2ay6d 210 3 two two CD cord-295028-vlj2ay6d 210 4 key key JJ cord-295028-vlj2ay6d 210 5 functions function NNS cord-295028-vlj2ay6d 210 6 in in IN cord-295028-vlj2ay6d 210 7 time time NN cord-295028-vlj2ay6d 210 8 - - HYPH cord-295028-vlj2ay6d 210 9 to to IN cord-295028-vlj2ay6d 210 10 - - HYPH cord-295028-vlj2ay6d 210 11 event event NN cord-295028-vlj2ay6d 210 12 analysis analysis NN cord-295028-vlj2ay6d 210 13 : : : cord-295028-vlj2ay6d 210 14 survival survival NN cord-295028-vlj2ay6d 210 15 function function NN cord-295028-vlj2ay6d 210 16 denoted denote VBN cord-295028-vlj2ay6d 210 17 by by IN cord-295028-vlj2ay6d 210 18 S(t S(t NNP cord-295028-vlj2ay6d 210 19 ) ) -RRB- cord-295028-vlj2ay6d 210 20 and and CC cord-295028-vlj2ay6d 210 21 hazard hazard NN cord-295028-vlj2ay6d 210 22 function function NN cord-295028-vlj2ay6d 210 23 denoted denote VBN cord-295028-vlj2ay6d 210 24 by by IN cord-295028-vlj2ay6d 210 25 λ(t λ(t NNP cord-295028-vlj2ay6d 210 26 ) ) -RRB- cord-295028-vlj2ay6d 210 27 . . . cord-295028-vlj2ay6d 211 1 These these DT cord-295028-vlj2ay6d 211 2 two two CD cord-295028-vlj2ay6d 211 3 functions function NNS cord-295028-vlj2ay6d 211 4 are be VBP cord-295028-vlj2ay6d 211 5 elaborated elaborate VBN cord-295028-vlj2ay6d 211 6 in in IN cord-295028-vlj2ay6d 211 7 Appendix Appendix NNP cord-295028-vlj2ay6d 211 8 A. A. NNP cord-295028-vlj2ay6d 212 1 There there EX cord-295028-vlj2ay6d 212 2 is be VBZ cord-295028-vlj2ay6d 212 3 a a DT cord-295028-vlj2ay6d 212 4 natural natural JJ cord-295028-vlj2ay6d 212 5 relationship relationship NN cord-295028-vlj2ay6d 212 6 between between IN cord-295028-vlj2ay6d 212 7 PDF PDF NNP cord-295028-vlj2ay6d 212 8 , , , cord-295028-vlj2ay6d 212 9 hazard hazard NN cord-295028-vlj2ay6d 212 10 function function NN cord-295028-vlj2ay6d 212 11 , , , cord-295028-vlj2ay6d 212 12 and and CC cord-295028-vlj2ay6d 212 13 survival survival NN cord-295028-vlj2ay6d 212 14 function function NN cord-295028-vlj2ay6d 212 15 ( ( -LRB- cord-295028-vlj2ay6d 212 16 Hosmer Hosmer NNP cord-295028-vlj2ay6d 212 17 et et NNP cord-295028-vlj2ay6d 212 18 al al NNP cord-295028-vlj2ay6d 212 19 . . NNP cord-295028-vlj2ay6d 212 20 , , , cord-295028-vlj2ay6d 212 21 2011 2011 CD cord-295028-vlj2ay6d 212 22 ) ) -RRB- cord-295028-vlj2ay6d 212 23 : : : cord-295028-vlj2ay6d 213 1 Therefore therefore RB cord-295028-vlj2ay6d 213 2 , , , cord-295028-vlj2ay6d 213 3 modeling model VBG cord-295028-vlj2ay6d 213 4 the the DT cord-295028-vlj2ay6d 213 5 distribution distribution NN cord-295028-vlj2ay6d 213 6 of of IN cord-295028-vlj2ay6d 213 7 T T NNP cord-295028-vlj2ay6d 213 8 can can MD cord-295028-vlj2ay6d 213 9 be be VB cord-295028-vlj2ay6d 213 10 converted convert VBN cord-295028-vlj2ay6d 213 11 to to IN cord-295028-vlj2ay6d 213 12 the the DT cord-295028-vlj2ay6d 213 13 modeling modeling NN cord-295028-vlj2ay6d 213 14 of of IN cord-295028-vlj2ay6d 213 15 λ(t λ(t NNP cord-295028-vlj2ay6d 213 16 ) ) -RRB- cord-295028-vlj2ay6d 213 17 which which WDT cord-295028-vlj2ay6d 213 18 implies imply VBZ cord-295028-vlj2ay6d 213 19 the the DT cord-295028-vlj2ay6d 213 20 instantaneous instantaneous JJ cord-295028-vlj2ay6d 213 21 rate rate NN cord-295028-vlj2ay6d 213 22 of of IN cord-295028-vlj2ay6d 213 23 occurrence occurrence NN cord-295028-vlj2ay6d 213 24 of of IN cord-295028-vlj2ay6d 213 25 the the DT cord-295028-vlj2ay6d 213 26 cancellation cancellation NN cord-295028-vlj2ay6d 213 27 . . . cord-295028-vlj2ay6d 214 1 The the DT cord-295028-vlj2ay6d 214 2 deducing deducing NN cord-295028-vlj2ay6d 214 3 of of IN cord-295028-vlj2ay6d 214 4 this this DT cord-295028-vlj2ay6d 214 5 relationship relationship NN cord-295028-vlj2ay6d 214 6 can can MD cord-295028-vlj2ay6d 214 7 be be VB cord-295028-vlj2ay6d 214 8 found find VBN cord-295028-vlj2ay6d 214 9 in in IN cord-295028-vlj2ay6d 214 10 Appendix Appendix NNP cord-295028-vlj2ay6d 214 11 A. A. NNP cord-295028-vlj2ay6d 215 1 We -PRON- PRP cord-295028-vlj2ay6d 215 2 formulate formulate VBP cord-295028-vlj2ay6d 215 3 the the DT cord-295028-vlj2ay6d 215 4 hazard hazard NN cord-295028-vlj2ay6d 215 5 function function NN cord-295028-vlj2ay6d 215 6 λ(t λ(t NNP cord-295028-vlj2ay6d 215 7 ) ) -RRB- cord-295028-vlj2ay6d 215 8 as as IN cord-295028-vlj2ay6d 215 9 the the DT cord-295028-vlj2ay6d 215 10 Cox Cox NNP cord-295028-vlj2ay6d 215 11 proportional proportional JJ cord-295028-vlj2ay6d 215 12 hazard hazard NN cord-295028-vlj2ay6d 215 13 function function NN cord-295028-vlj2ay6d 215 14 according accord VBG cord-295028-vlj2ay6d 215 15 to to IN cord-295028-vlj2ay6d 215 16 the the DT cord-295028-vlj2ay6d 215 17 Cox Cox NNP cord-295028-vlj2ay6d 215 18 hazard hazard NN cord-295028-vlj2ay6d 215 19 regression regression NN cord-295028-vlj2ay6d 215 20 method method NN cord-295028-vlj2ay6d 215 21 ( ( -LRB- cord-295028-vlj2ay6d 215 22 Kay Kay NNP cord-295028-vlj2ay6d 215 23 , , , cord-295028-vlj2ay6d 215 24 1977 1977 CD cord-295028-vlj2ay6d 215 25 ) ) -RRB- cord-295028-vlj2ay6d 215 26 . . . cord-295028-vlj2ay6d 216 1 The the DT cord-295028-vlj2ay6d 216 2 Cox Cox NNP cord-295028-vlj2ay6d 216 3 regression regression NN cord-295028-vlj2ay6d 216 4 method method NN cord-295028-vlj2ay6d 216 5 provides provide VBZ cord-295028-vlj2ay6d 216 6 an an DT cord-295028-vlj2ay6d 216 7 effective effective JJ cord-295028-vlj2ay6d 216 8 and and CC cord-295028-vlj2ay6d 216 9 tractable tractable JJ cord-295028-vlj2ay6d 216 10 form form NN cord-295028-vlj2ay6d 216 11 of of IN cord-295028-vlj2ay6d 216 12 hazard hazard NN cord-295028-vlj2ay6d 216 13 function function NN cord-295028-vlj2ay6d 216 14 to to TO cord-295028-vlj2ay6d 216 15 incorporate incorporate VB cord-295028-vlj2ay6d 216 16 the the DT cord-295028-vlj2ay6d 216 17 covariates covariate NNS cord-295028-vlj2ay6d 216 18 . . . cord-295028-vlj2ay6d 217 1 This this DT cord-295028-vlj2ay6d 217 2 regression regression NN cord-295028-vlj2ay6d 217 3 method method NN cord-295028-vlj2ay6d 217 4 assumes assume VBZ cord-295028-vlj2ay6d 217 5 that that IN cord-295028-vlj2ay6d 217 6 there there EX cord-295028-vlj2ay6d 217 7 is be VBZ cord-295028-vlj2ay6d 217 8 a a DT cord-295028-vlj2ay6d 217 9 baseline baseline JJ cord-295028-vlj2ay6d 217 10 hazard hazard NN cord-295028-vlj2ay6d 217 11 function function NN cord-295028-vlj2ay6d 217 12 and and CC cord-295028-vlj2ay6d 217 13 the the DT cord-295028-vlj2ay6d 217 14 effect effect NN cord-295028-vlj2ay6d 217 15 of of IN cord-295028-vlj2ay6d 217 16 the the DT cord-295028-vlj2ay6d 217 17 covariates covariate NNS cord-295028-vlj2ay6d 217 18 is be VBZ cord-295028-vlj2ay6d 217 19 proportional proportional JJ cord-295028-vlj2ay6d 217 20 to to IN cord-295028-vlj2ay6d 217 21 this this DT cord-295028-vlj2ay6d 217 22 baseline baseline JJ cord-295028-vlj2ay6d 217 23 hazard hazard NN cord-295028-vlj2ay6d 217 24 . . . cord-295028-vlj2ay6d 218 1 Assume assume VB cord-295028-vlj2ay6d 218 2 that that IN cord-295028-vlj2ay6d 218 3 the the DT cord-295028-vlj2ay6d 218 4 characteristics characteristic NNS cord-295028-vlj2ay6d 218 5 of of IN cord-295028-vlj2ay6d 218 6 an an DT cord-295028-vlj2ay6d 218 7 individual individual JJ cord-295028-vlj2ay6d 218 8 booking booking NN cord-295028-vlj2ay6d 218 9 can can MD cord-295028-vlj2ay6d 218 10 be be VB cord-295028-vlj2ay6d 218 11 described describe VBN cord-295028-vlj2ay6d 218 12 as as IN cord-295028-vlj2ay6d 218 13 a a DT cord-295028-vlj2ay6d 218 14 vector vector NN cord-295028-vlj2ay6d 218 15 of of IN cord-295028-vlj2ay6d 218 16 covariates covariate NNS cord-295028-vlj2ay6d 218 17 Z. z. NN cord-295028-vlj2ay6d 219 1 According accord VBG cord-295028-vlj2ay6d 219 2 to to IN cord-295028-vlj2ay6d 219 3 the the DT cord-295028-vlj2ay6d 219 4 Cox Cox NNP cord-295028-vlj2ay6d 219 5 regression regression NN cord-295028-vlj2ay6d 219 6 method method NN cord-295028-vlj2ay6d 219 7 , , , cord-295028-vlj2ay6d 219 8 the the DT cord-295028-vlj2ay6d 219 9 hazard hazard NN cord-295028-vlj2ay6d 219 10 function function NN cord-295028-vlj2ay6d 219 11 is be VBZ cord-295028-vlj2ay6d 219 12 assumed assume VBN cord-295028-vlj2ay6d 219 13 to to TO cord-295028-vlj2ay6d 219 14 have have VB cord-295028-vlj2ay6d 219 15 the the DT cord-295028-vlj2ay6d 219 16 form form NN cord-295028-vlj2ay6d 219 17 : : : cord-295028-vlj2ay6d 219 18 where where WRB cord-295028-vlj2ay6d 219 19 β β NN cord-295028-vlj2ay6d 219 20 is be VBZ cord-295028-vlj2ay6d 219 21 the the DT cord-295028-vlj2ay6d 219 22 vector vector NN cord-295028-vlj2ay6d 219 23 of of IN cord-295028-vlj2ay6d 219 24 coefficients coefficient NNS cord-295028-vlj2ay6d 219 25 ; ; : cord-295028-vlj2ay6d 220 1 λ λ NNP cord-295028-vlj2ay6d 220 2 0 0 NFP cord-295028-vlj2ay6d 220 3 ( ( -LRB- cord-295028-vlj2ay6d 220 4 t t NN cord-295028-vlj2ay6d 220 5 ) ) -RRB- cord-295028-vlj2ay6d 220 6 is be VBZ cord-295028-vlj2ay6d 220 7 the the DT cord-295028-vlj2ay6d 220 8 baseline baseline JJ cord-295028-vlj2ay6d 220 9 hazard hazard NN cord-295028-vlj2ay6d 220 10 function function NN cord-295028-vlj2ay6d 220 11 which which WDT cord-295028-vlj2ay6d 220 12 is be VBZ cord-295028-vlj2ay6d 220 13 the the DT cord-295028-vlj2ay6d 220 14 hazard hazard NN cord-295028-vlj2ay6d 220 15 function function NN cord-295028-vlj2ay6d 220 16 when when WRB cord-295028-vlj2ay6d 220 17 Z z NN cord-295028-vlj2ay6d 220 18 = = SYM cord-295028-vlj2ay6d 220 19 0 0 CD cord-295028-vlj2ay6d 220 20 . . . cord-295028-vlj2ay6d 221 1 As as IN cord-295028-vlj2ay6d 221 2 expressed express VBN cord-295028-vlj2ay6d 221 3 by by IN cord-295028-vlj2ay6d 221 4 Eq Eq NNP cord-295028-vlj2ay6d 221 5 . . . cord-295028-vlj2ay6d 222 1 ( ( -LRB- cord-295028-vlj2ay6d 222 2 2 2 LS cord-295028-vlj2ay6d 222 3 ) ) -RRB- cord-295028-vlj2ay6d 222 4 , , , cord-295028-vlj2ay6d 222 5 the the DT cord-295028-vlj2ay6d 222 6 hazard hazard NN cord-295028-vlj2ay6d 222 7 function function NN cord-295028-vlj2ay6d 222 8 λ(t λ(t NNP cord-295028-vlj2ay6d 222 9 ) ) -RRB- cord-295028-vlj2ay6d 222 10 is be VBZ cord-295028-vlj2ay6d 222 11 proportional proportional JJ cord-295028-vlj2ay6d 222 12 to to IN cord-295028-vlj2ay6d 222 13 the the DT cord-295028-vlj2ay6d 222 14 baseline baseline JJ cord-295028-vlj2ay6d 222 15 hazard hazard NN cord-295028-vlj2ay6d 222 16 function function NN cord-295028-vlj2ay6d 222 17 λ λ NNP cord-295028-vlj2ay6d 222 18 0 0 NFP cord-295028-vlj2ay6d 222 19 ( ( -LRB- cord-295028-vlj2ay6d 222 20 t t NN cord-295028-vlj2ay6d 222 21 ) ) -RRB- cord-295028-vlj2ay6d 222 22 , , , cord-295028-vlj2ay6d 222 23 and and CC cord-295028-vlj2ay6d 222 24 the the DT cord-295028-vlj2ay6d 222 25 proportion proportion NN cord-295028-vlj2ay6d 222 26 is be VBZ cord-295028-vlj2ay6d 222 27 determined determine VBN cord-295028-vlj2ay6d 222 28 by by IN cord-295028-vlj2ay6d 222 29 the the DT cord-295028-vlj2ay6d 222 30 covariates covariate NNS cord-295028-vlj2ay6d 222 31 Z z NN cord-295028-vlj2ay6d 222 32 and and CC cord-295028-vlj2ay6d 222 33 coefficients coefficient NNS cord-295028-vlj2ay6d 222 34 β β XX cord-295028-vlj2ay6d 222 35 . . . cord-295028-vlj2ay6d 223 1 λ λ NNP cord-295028-vlj2ay6d 223 2 0 0 NFP cord-295028-vlj2ay6d 223 3 ( ( -LRB- cord-295028-vlj2ay6d 223 4 t t NN cord-295028-vlj2ay6d 223 5 ) ) -RRB- cord-295028-vlj2ay6d 223 6 can can MD cord-295028-vlj2ay6d 223 7 be be VB cord-295028-vlj2ay6d 223 8 specified specify VBN cord-295028-vlj2ay6d 223 9 in in IN cord-295028-vlj2ay6d 223 10 various various JJ cord-295028-vlj2ay6d 223 11 analytical analytical JJ cord-295028-vlj2ay6d 223 12 forms form NNS cord-295028-vlj2ay6d 223 13 . . . cord-295028-vlj2ay6d 224 1 In in IN cord-295028-vlj2ay6d 224 2 order order NN cord-295028-vlj2ay6d 224 3 to to TO cord-295028-vlj2ay6d 224 4 consider consider VB cord-295028-vlj2ay6d 224 5 the the DT cord-295028-vlj2ay6d 224 6 regionality regionality NN cord-295028-vlj2ay6d 224 7 of of IN cord-295028-vlj2ay6d 224 8 shipping shipping NN cord-295028-vlj2ay6d 224 9 market market NN cord-295028-vlj2ay6d 224 10 , , , cord-295028-vlj2ay6d 224 11 we -PRON- PRP cord-295028-vlj2ay6d 224 12 introduce introduce VBP cord-295028-vlj2ay6d 224 13 the the DT cord-295028-vlj2ay6d 224 14 term term NN cord-295028-vlj2ay6d 224 15 " " `` cord-295028-vlj2ay6d 224 16 frailty frailty NN cord-295028-vlj2ay6d 224 17 " " '' cord-295028-vlj2ay6d 224 18 based base VBN cord-295028-vlj2ay6d 224 19 on on IN cord-295028-vlj2ay6d 224 20 this this DT cord-295028-vlj2ay6d 224 21 classical classical JJ cord-295028-vlj2ay6d 224 22 hazard hazard NN cord-295028-vlj2ay6d 224 23 regression regression NN cord-295028-vlj2ay6d 224 24 model model NN cord-295028-vlj2ay6d 224 25 . . . cord-295028-vlj2ay6d 225 1 The the DT cord-295028-vlj2ay6d 225 2 frailty frailty NN cord-295028-vlj2ay6d 225 3 approach approach NN cord-295028-vlj2ay6d 225 4 is be VBZ cord-295028-vlj2ay6d 225 5 a a DT cord-295028-vlj2ay6d 225 6 statistical statistical JJ cord-295028-vlj2ay6d 225 7 modeling modeling NN cord-295028-vlj2ay6d 225 8 concept concept NN cord-295028-vlj2ay6d 225 9 which which WDT cord-295028-vlj2ay6d 225 10 aims aim VBZ cord-295028-vlj2ay6d 225 11 to to TO cord-295028-vlj2ay6d 225 12 account account VB cord-295028-vlj2ay6d 225 13 for for IN cord-295028-vlj2ay6d 225 14 heterogeneity heterogeneity NN cord-295028-vlj2ay6d 225 15 caused cause VBN cord-295028-vlj2ay6d 225 16 by by IN cord-295028-vlj2ay6d 225 17 unmeasured unmeasured JJ cord-295028-vlj2ay6d 225 18 covariates covariate NNS cord-295028-vlj2ay6d 225 19 from from IN cord-295028-vlj2ay6d 225 20 the the DT cord-295028-vlj2ay6d 225 21 clustered clustered JJ cord-295028-vlj2ay6d 225 22 data datum NNS cord-295028-vlj2ay6d 225 23 ( ( -LRB- cord-295028-vlj2ay6d 225 24 Li Li NNP cord-295028-vlj2ay6d 225 25 and and CC cord-295028-vlj2ay6d 225 26 Fan Fan NNP cord-295028-vlj2ay6d 225 27 , , , cord-295028-vlj2ay6d 225 28 2002 2002 CD cord-295028-vlj2ay6d 225 29 ) ) -RRB- cord-295028-vlj2ay6d 225 30 . . . cord-295028-vlj2ay6d 226 1 In in IN cord-295028-vlj2ay6d 226 2 statistical statistical JJ cord-295028-vlj2ay6d 226 3 terms term NNS cord-295028-vlj2ay6d 226 4 , , , cord-295028-vlj2ay6d 226 5 a a DT cord-295028-vlj2ay6d 226 6 frailty frailty NN cord-295028-vlj2ay6d 226 7 model model NN cord-295028-vlj2ay6d 226 8 is be VBZ cord-295028-vlj2ay6d 226 9 a a DT cord-295028-vlj2ay6d 226 10 random random JJ cord-295028-vlj2ay6d 226 11 effect effect NN cord-295028-vlj2ay6d 226 12 model model NN cord-295028-vlj2ay6d 226 13 for for IN cord-295028-vlj2ay6d 226 14 time time NN cord-295028-vlj2ay6d 226 15 - - HYPH cord-295028-vlj2ay6d 226 16 to to IN cord-295028-vlj2ay6d 226 17 - - HYPH cord-295028-vlj2ay6d 226 18 event event NN cord-295028-vlj2ay6d 226 19 data datum NNS cord-295028-vlj2ay6d 226 20 , , , cord-295028-vlj2ay6d 226 21 where where WRB cord-295028-vlj2ay6d 226 22 the the DT cord-295028-vlj2ay6d 226 23 random random JJ cord-295028-vlj2ay6d 226 24 effect effect NN cord-295028-vlj2ay6d 226 25 ( ( -LRB- cord-295028-vlj2ay6d 226 26 i.e. i.e. FW cord-295028-vlj2ay6d 226 27 the the DT cord-295028-vlj2ay6d 226 28 frailty frailty NN cord-295028-vlj2ay6d 226 29 ) ) -RRB- cord-295028-vlj2ay6d 226 30 has have VBZ cord-295028-vlj2ay6d 226 31 a a DT cord-295028-vlj2ay6d 226 32 multiplicative multiplicative JJ cord-295028-vlj2ay6d 226 33 effect effect NN cord-295028-vlj2ay6d 226 34 on on IN cord-295028-vlj2ay6d 226 35 the the DT cord-295028-vlj2ay6d 226 36 baseline baseline JJ cord-295028-vlj2ay6d 226 37 hazard hazard NN cord-295028-vlj2ay6d 226 38 function function NN cord-295028-vlj2ay6d 226 39 . . . cord-295028-vlj2ay6d 227 1 Individuals individual NNS cord-295028-vlj2ay6d 227 2 in in IN cord-295028-vlj2ay6d 227 3 a a DT cord-295028-vlj2ay6d 227 4 cluster cluster NN cord-295028-vlj2ay6d 227 5 ( ( -LRB- cord-295028-vlj2ay6d 227 6 origin origin NN cord-295028-vlj2ay6d 227 7 country country NN cord-295028-vlj2ay6d 227 8 in in IN cord-295028-vlj2ay6d 227 9 this this DT cord-295028-vlj2ay6d 227 10 study study NN cord-295028-vlj2ay6d 227 11 ) ) -RRB- cord-295028-vlj2ay6d 227 12 are be VBP cord-295028-vlj2ay6d 227 13 assumed assume VBN cord-295028-vlj2ay6d 227 14 to to TO cord-295028-vlj2ay6d 227 15 share share VB cord-295028-vlj2ay6d 227 16 the the DT cord-295028-vlj2ay6d 227 17 same same JJ cord-295028-vlj2ay6d 227 18 frailty frailty NN cord-295028-vlj2ay6d 227 19 , , , cord-295028-vlj2ay6d 227 20 which which WDT cord-295028-vlj2ay6d 227 21 reflects reflect VBZ cord-295028-vlj2ay6d 227 22 the the DT cord-295028-vlj2ay6d 227 23 behavioral behavioral JJ cord-295028-vlj2ay6d 227 24 correlations correlation NNS cord-295028-vlj2ay6d 227 25 of of IN cord-295028-vlj2ay6d 227 26 the the DT cord-295028-vlj2ay6d 227 27 individuals individual NNS cord-295028-vlj2ay6d 227 28 . . . cord-295028-vlj2ay6d 228 1 In in IN cord-295028-vlj2ay6d 228 2 this this DT cord-295028-vlj2ay6d 228 3 study study NN cord-295028-vlj2ay6d 228 4 , , , cord-295028-vlj2ay6d 228 5 the the DT cord-295028-vlj2ay6d 228 6 frailty frailty NN cord-295028-vlj2ay6d 228 7 term term NN cord-295028-vlj2ay6d 228 8 from from IN cord-295028-vlj2ay6d 228 9 the the DT cord-295028-vlj2ay6d 228 10 origin origin NN cord-295028-vlj2ay6d 228 11 country country NN cord-295028-vlj2ay6d 228 12 i i PRP cord-295028-vlj2ay6d 228 13 is be VBZ cord-295028-vlj2ay6d 228 14 assumed assume VBN cord-295028-vlj2ay6d 228 15 to to TO cord-295028-vlj2ay6d 228 16 be be VB cord-295028-vlj2ay6d 228 17 w w IN cord-295028-vlj2ay6d 228 18 i i PRP cord-295028-vlj2ay6d 228 19 , , , cord-295028-vlj2ay6d 228 20 and and CC cord-295028-vlj2ay6d 228 21 it -PRON- PRP cord-295028-vlj2ay6d 228 22 is be VBZ cord-295028-vlj2ay6d 228 23 further further RB cord-295028-vlj2ay6d 228 24 assumed assume VBN cord-295028-vlj2ay6d 228 25 that that IN cord-295028-vlj2ay6d 228 26 the the DT cord-295028-vlj2ay6d 228 27 individuals individual NNS cord-295028-vlj2ay6d 228 28 in in IN cord-295028-vlj2ay6d 228 29 the the DT cord-295028-vlj2ay6d 228 30 same same JJ cord-295028-vlj2ay6d 228 31 origin origin NN cord-295028-vlj2ay6d 228 32 country country NN cord-295028-vlj2ay6d 228 33 share share VBP cord-295028-vlj2ay6d 228 34 an an DT cord-295028-vlj2ay6d 228 35 identical identical JJ cord-295028-vlj2ay6d 228 36 frailty frailty NN cord-295028-vlj2ay6d 228 37 term term NN cord-295028-vlj2ay6d 228 38 . . . cord-295028-vlj2ay6d 229 1 Thus thus RB cord-295028-vlj2ay6d 229 2 , , , cord-295028-vlj2ay6d 229 3 the the DT cord-295028-vlj2ay6d 229 4 hazard hazard NN cord-295028-vlj2ay6d 229 5 function function NN cord-295028-vlj2ay6d 229 6 of of IN cord-295028-vlj2ay6d 229 7 the the DT cord-295028-vlj2ay6d 229 8 individual individual JJ cord-295028-vlj2ay6d 229 9 slot slot NN cord-295028-vlj2ay6d 229 10 booking booking NN cord-295028-vlj2ay6d 229 11 j j NNP cord-295028-vlj2ay6d 229 12 from from IN cord-295028-vlj2ay6d 229 13 an an DT cord-295028-vlj2ay6d 229 14 origin origin NN cord-295028-vlj2ay6d 229 15 country country NN cord-295028-vlj2ay6d 229 16 i i PRP cord-295028-vlj2ay6d 229 17 can can MD cord-295028-vlj2ay6d 229 18 be be VB cord-295028-vlj2ay6d 229 19 formulated formulate VBN cord-295028-vlj2ay6d 229 20 by by IN cord-295028-vlj2ay6d 229 21 where where WRB cord-295028-vlj2ay6d 229 22 Z Z NNP cord-295028-vlj2ay6d 229 23 ij ij NNP cord-295028-vlj2ay6d 229 24 is be VBZ cord-295028-vlj2ay6d 229 25 the the DT cord-295028-vlj2ay6d 229 26 covariate covariate NN cord-295028-vlj2ay6d 229 27 vector vector NN cord-295028-vlj2ay6d 229 28 containing contain VBG cord-295028-vlj2ay6d 229 29 the the DT cord-295028-vlj2ay6d 229 30 values value NNS cord-295028-vlj2ay6d 229 31 of of IN cord-295028-vlj2ay6d 229 32 the the DT cord-295028-vlj2ay6d 229 33 influential influential JJ cord-295028-vlj2ay6d 229 34 factors factor NNS cord-295028-vlj2ay6d 229 35 . . . cord-295028-vlj2ay6d 230 1 The the DT cord-295028-vlj2ay6d 230 2 corresponding corresponding JJ cord-295028-vlj2ay6d 230 3 survival survival NN cord-295028-vlj2ay6d 230 4 function function NN cord-295028-vlj2ay6d 230 5 of of IN cord-295028-vlj2ay6d 230 6 a a DT cord-295028-vlj2ay6d 230 7 slot slot NN cord-295028-vlj2ay6d 230 8 booking booking NN cord-295028-vlj2ay6d 230 9 j j NNP cord-295028-vlj2ay6d 230 10 from from IN cord-295028-vlj2ay6d 230 11 origin origin NNP cord-295028-vlj2ay6d 230 12 country country NN cord-295028-vlj2ay6d 230 13 i i PRP cord-295028-vlj2ay6d 230 14 can can MD cord-295028-vlj2ay6d 230 15 be be VB cord-295028-vlj2ay6d 230 16 written write VBN cord-295028-vlj2ay6d 230 17 as as IN cord-295028-vlj2ay6d 230 18 follows follow VBZ cord-295028-vlj2ay6d 230 19 : : : cord-295028-vlj2ay6d 230 20 where where WRB cord-295028-vlj2ay6d 230 21 Λ Λ NNP cord-295028-vlj2ay6d 230 22 ij ij NN cord-295028-vlj2ay6d 230 23 ( ( -LRB- cord-295028-vlj2ay6d 230 24 t t NN cord-295028-vlj2ay6d 230 25 ) ) -RRB- cord-295028-vlj2ay6d 230 26 = = NFP cord-295028-vlj2ay6d 231 1 ∫ ∫ NNP cord-295028-vlj2ay6d 231 2 t t NN cord-295028-vlj2ay6d 231 3 0 0 CD cord-295028-vlj2ay6d 232 1 λ λ NNP cord-295028-vlj2ay6d 232 2 ij ij NNP cord-295028-vlj2ay6d 232 3 ( ( -LRB- cord-295028-vlj2ay6d 232 4 x)dx x)dx NNP cord-295028-vlj2ay6d 232 5 is be VBZ cord-295028-vlj2ay6d 232 6 the the DT cord-295028-vlj2ay6d 232 7 cumulative cumulative JJ cord-295028-vlj2ay6d 232 8 hazard hazard NN cord-295028-vlj2ay6d 232 9 function function NN cord-295028-vlj2ay6d 232 10 . . . cord-295028-vlj2ay6d 233 1 In in IN cord-295028-vlj2ay6d 233 2 Eq Eq NNP cord-295028-vlj2ay6d 233 3 . . . cord-295028-vlj2ay6d 234 1 ( ( -LRB- cord-295028-vlj2ay6d 234 2 3 3 LS cord-295028-vlj2ay6d 234 3 ) ) -RRB- cord-295028-vlj2ay6d 234 4 , , , cord-295028-vlj2ay6d 234 5 the the DT cord-295028-vlj2ay6d 234 6 baseline baseline JJ cord-295028-vlj2ay6d 234 7 hazard hazard NN cord-295028-vlj2ay6d 234 8 function function NN cord-295028-vlj2ay6d 235 1 λ λ NNP cord-295028-vlj2ay6d 235 2 0 0 NFP cord-295028-vlj2ay6d 235 3 ( ( -LRB- cord-295028-vlj2ay6d 235 4 t t NN cord-295028-vlj2ay6d 235 5 ) ) -RRB- cord-295028-vlj2ay6d 235 6 reflects reflect VBZ cord-295028-vlj2ay6d 235 7 the the DT cord-295028-vlj2ay6d 235 8 shared share VBN cord-295028-vlj2ay6d 235 9 feature feature NN cord-295028-vlj2ay6d 235 10 of of IN cord-295028-vlj2ay6d 235 11 the the DT cord-295028-vlj2ay6d 235 12 bookings booking NNS cord-295028-vlj2ay6d 235 13 among among IN cord-295028-vlj2ay6d 235 14 all all DT cord-295028-vlj2ay6d 235 15 origin origin NN cord-295028-vlj2ay6d 235 16 countries country NNS cord-295028-vlj2ay6d 235 17 , , , cord-295028-vlj2ay6d 235 18 while while IN cord-295028-vlj2ay6d 235 19 frailty frailty NN cord-295028-vlj2ay6d 235 20 term term NN cord-295028-vlj2ay6d 235 21 w w NNP cord-295028-vlj2ay6d 235 22 i i PRP cord-295028-vlj2ay6d 235 23 is be VBZ cord-295028-vlj2ay6d 235 24 a a DT cord-295028-vlj2ay6d 235 25 weight weight NN cord-295028-vlj2ay6d 235 26 to to TO cord-295028-vlj2ay6d 235 27 reflect reflect VB cord-295028-vlj2ay6d 235 28 the the DT cord-295028-vlj2ay6d 235 29 influence influence NN cord-295028-vlj2ay6d 235 30 from from IN cord-295028-vlj2ay6d 235 31 different different JJ cord-295028-vlj2ay6d 235 32 origin origin NN cord-295028-vlj2ay6d 235 33 countries country NNS cord-295028-vlj2ay6d 235 34 ( ( -LRB- cord-295028-vlj2ay6d 235 35 i.e. i.e. FW cord-295028-vlj2ay6d 235 36 regionality regionality NNP cord-295028-vlj2ay6d 235 37 ) ) -RRB- cord-295028-vlj2ay6d 235 38 . . . cord-295028-vlj2ay6d 236 1 The the DT cord-295028-vlj2ay6d 236 2 w w NN cord-295028-vlj2ay6d 236 3 i i PRP cord-295028-vlj2ay6d 236 4 is be VBZ cord-295028-vlj2ay6d 236 5 usually usually RB cord-295028-vlj2ay6d 236 6 considered consider VBN cord-295028-vlj2ay6d 236 7 as as IN cord-295028-vlj2ay6d 236 8 the the DT cord-295028-vlj2ay6d 236 9 unobserved unobserved JJ cord-295028-vlj2ay6d 236 10 effect effect NN cord-295028-vlj2ay6d 236 11 from from IN cord-295028-vlj2ay6d 236 12 the the DT cord-295028-vlj2ay6d 236 13 origin origin NN cord-295028-vlj2ay6d 236 14 countries country NNS cord-295028-vlj2ay6d 236 15 and and CC cord-295028-vlj2ay6d 236 16 assumed assume VBD cord-295028-vlj2ay6d 236 17 to to TO cord-295028-vlj2ay6d 236 18 be be VB cord-295028-vlj2ay6d 236 19 independent independent JJ cord-295028-vlj2ay6d 236 20 identically identically RB cord-295028-vlj2ay6d 236 21 distributed distribute VBN cord-295028-vlj2ay6d 236 22 random random JJ cord-295028-vlj2ay6d 236 23 variables variable NNS cord-295028-vlj2ay6d 236 24 that that WDT cord-295028-vlj2ay6d 236 25 follow follow VBP cord-295028-vlj2ay6d 236 26 a a DT cord-295028-vlj2ay6d 236 27 certain certain JJ cord-295028-vlj2ay6d 236 28 distribution distribution NN cord-295028-vlj2ay6d 236 29 . . . cord-295028-vlj2ay6d 237 1 Conventionally conventionally RB cord-295028-vlj2ay6d 237 2 , , , cord-295028-vlj2ay6d 237 3 a a DT cord-295028-vlj2ay6d 237 4 gamma gamma NN cord-295028-vlj2ay6d 237 5 distribution distribution NN cord-295028-vlj2ay6d 237 6 with with IN cord-295028-vlj2ay6d 237 7 E(w E(w NNP cord-295028-vlj2ay6d 237 8 i i NN cord-295028-vlj2ay6d 237 9 ) ) -RRB- cord-295028-vlj2ay6d 237 10 = = SYM cord-295028-vlj2ay6d 237 11 1 1 CD cord-295028-vlj2ay6d 237 12 and and CC cord-295028-vlj2ay6d 237 13 Var(w Var(w NNP cord-295028-vlj2ay6d 237 14 i i NNP cord-295028-vlj2ay6d 237 15 ) ) -RRB- cord-295028-vlj2ay6d 237 16 = = NFP cord-295028-vlj2ay6d 238 1 θ θ NNP cord-295028-vlj2ay6d 238 2 is be VBZ cord-295028-vlj2ay6d 238 3 assumed assume VBN cord-295028-vlj2ay6d 238 4 for for IN cord-295028-vlj2ay6d 238 5 computational computational JJ cord-295028-vlj2ay6d 238 6 convenience convenience NN cord-295028-vlj2ay6d 238 7 ( ( -LRB- cord-295028-vlj2ay6d 238 8 Hougaard Hougaard NNP cord-295028-vlj2ay6d 238 9 , , , cord-295028-vlj2ay6d 238 10 1995 1995 CD cord-295028-vlj2ay6d 238 11 ) ) -RRB- cord-295028-vlj2ay6d 238 12 . . . cord-295028-vlj2ay6d 239 1 The the DT cord-295028-vlj2ay6d 239 2 variation variation NN cord-295028-vlj2ay6d 239 3 of of IN cord-295028-vlj2ay6d 239 4 frailty frailty NN cord-295028-vlj2ay6d 239 5 term term NN cord-295028-vlj2ay6d 239 6 θ θ NNP cord-295028-vlj2ay6d 239 7 indicates indicate VBZ cord-295028-vlj2ay6d 239 8 the the DT cord-295028-vlj2ay6d 239 9 variability variability NN cord-295028-vlj2ay6d 239 10 between between IN cord-295028-vlj2ay6d 239 11 different different JJ cord-295028-vlj2ay6d 239 12 origin origin NN cord-295028-vlj2ay6d 239 13 countries country NNS cord-295028-vlj2ay6d 239 14 . . . cord-295028-vlj2ay6d 240 1 It -PRON- PRP cord-295028-vlj2ay6d 240 2 is be VBZ cord-295028-vlj2ay6d 240 3 also also RB cord-295028-vlj2ay6d 240 4 a a DT cord-295028-vlj2ay6d 240 5 useful useful JJ cord-295028-vlj2ay6d 240 6 statistic statistic NN cord-295028-vlj2ay6d 240 7 to to TO cord-295028-vlj2ay6d 240 8 rank rank VB cord-295028-vlj2ay6d 240 9 the the DT cord-295028-vlj2ay6d 240 10 cancellation cancellation NN cord-295028-vlj2ay6d 240 11 risk risk NN cord-295028-vlj2ay6d 240 12 of of IN cord-295028-vlj2ay6d 240 13 various various JJ cord-295028-vlj2ay6d 240 14 container container NN cord-295028-vlj2ay6d 240 15 shipping shipping NN cord-295028-vlj2ay6d 240 16 markets market NNS cord-295028-vlj2ay6d 240 17 and and CC cord-295028-vlj2ay6d 240 18 assist assist VB cord-295028-vlj2ay6d 240 19 shipping ship VBG cord-295028-vlj2ay6d 240 20 companies company NNS cord-295028-vlj2ay6d 240 21 to to TO cord-295028-vlj2ay6d 240 22 make make VB cord-295028-vlj2ay6d 240 23 variant variant JJ cord-295028-vlj2ay6d 240 24 revenue revenue NN cord-295028-vlj2ay6d 240 25 management management NN cord-295028-vlj2ay6d 240 26 strategies strategy NNS cord-295028-vlj2ay6d 240 27 for for IN cord-295028-vlj2ay6d 240 28 different different JJ cord-295028-vlj2ay6d 240 29 market market NN cord-295028-vlj2ay6d 240 30 sections section NNS cord-295028-vlj2ay6d 240 31 . . . cord-295028-vlj2ay6d 241 1 The the DT cord-295028-vlj2ay6d 241 2 baseline baseline JJ cord-295028-vlj2ay6d 241 3 hazard hazard NN cord-295028-vlj2ay6d 241 4 function function NN cord-295028-vlj2ay6d 241 5 λ λ NNP cord-295028-vlj2ay6d 241 6 0 0 NFP cord-295028-vlj2ay6d 241 7 ( ( -LRB- cord-295028-vlj2ay6d 241 8 t t NN cord-295028-vlj2ay6d 241 9 ) ) -RRB- cord-295028-vlj2ay6d 241 10 , , , cord-295028-vlj2ay6d 241 11 the the DT cord-295028-vlj2ay6d 241 12 parameter parameter NN cord-295028-vlj2ay6d 241 13 θ θ NN cord-295028-vlj2ay6d 241 14 , , , cord-295028-vlj2ay6d 241 15 and and CC cord-295028-vlj2ay6d 241 16 the the DT cord-295028-vlj2ay6d 241 17 coefficients coefficient NNS cord-295028-vlj2ay6d 241 18 β β NN cord-295028-vlj2ay6d 241 19 are be VBP cord-295028-vlj2ay6d 241 20 all all DT cord-295028-vlj2ay6d 241 21 to to TO cord-295028-vlj2ay6d 241 22 be be VB cord-295028-vlj2ay6d 241 23 estimated estimate VBN cord-295028-vlj2ay6d 241 24 in in IN cord-295028-vlj2ay6d 241 25 the the DT cord-295028-vlj2ay6d 241 26 TTC TTC NNP cord-295028-vlj2ay6d 241 27 analysis analysis NN cord-295028-vlj2ay6d 241 28 model model NN cord-295028-vlj2ay6d 241 29 in in IN cord-295028-vlj2ay6d 241 30 this this DT cord-295028-vlj2ay6d 241 31 study study NN cord-295028-vlj2ay6d 241 32 . . . cord-295028-vlj2ay6d 242 1 The the DT cord-295028-vlj2ay6d 242 2 shape shape NN cord-295028-vlj2ay6d 242 3 of of IN cord-295028-vlj2ay6d 242 4 λ λ NN cord-295028-vlj2ay6d 242 5 0 0 CD cord-295028-vlj2ay6d 242 6 ( ( -LRB- cord-295028-vlj2ay6d 242 7 t t NN cord-295028-vlj2ay6d 242 8 ) ) -RRB- cord-295028-vlj2ay6d 242 9 depends depend VBZ cord-295028-vlj2ay6d 242 10 on on IN cord-295028-vlj2ay6d 242 11 the the DT cord-295028-vlj2ay6d 242 12 characteristics characteristic NNS cord-295028-vlj2ay6d 242 13 of of IN cord-295028-vlj2ay6d 242 14 the the DT cord-295028-vlj2ay6d 242 15 container container NN cord-295028-vlj2ay6d 242 16 slot slot NN cord-295028-vlj2ay6d 242 17 booking booking NN cord-295028-vlj2ay6d 242 18 and and CC cord-295028-vlj2ay6d 242 19 cancellation cancellation NN cord-295028-vlj2ay6d 242 20 data datum NNS cord-295028-vlj2ay6d 242 21 . . . cord-295028-vlj2ay6d 243 1 The the DT cord-295028-vlj2ay6d 243 2 form form NN cord-295028-vlj2ay6d 243 3 of of IN cord-295028-vlj2ay6d 243 4 baseline baseline JJ cord-295028-vlj2ay6d 243 5 hazard hazard NN cord-295028-vlj2ay6d 243 6 function function NN cord-295028-vlj2ay6d 243 7 λ λ NNP cord-295028-vlj2ay6d 243 8 0 0 NFP cord-295028-vlj2ay6d 243 9 ( ( -LRB- cord-295028-vlj2ay6d 243 10 t t NN cord-295028-vlj2ay6d 243 11 ) ) -RRB- cord-295028-vlj2ay6d 243 12 is be VBZ cord-295028-vlj2ay6d 243 13 flexible flexible JJ cord-295028-vlj2ay6d 243 14 , , , cord-295028-vlj2ay6d 243 15 and and CC cord-295028-vlj2ay6d 243 16 can can MD cord-295028-vlj2ay6d 243 17 be be VB cord-295028-vlj2ay6d 243 18 specified specify VBN cord-295028-vlj2ay6d 243 19 as as IN cord-295028-vlj2ay6d 243 20 a a DT cord-295028-vlj2ay6d 243 21 non non JJ cord-295028-vlj2ay6d 243 22 - - JJ cord-295028-vlj2ay6d 243 23 parametric parametric JJ cord-295028-vlj2ay6d 243 24 form form NN cord-295028-vlj2ay6d 243 25 or or CC cord-295028-vlj2ay6d 243 26 parametric parametric JJ cord-295028-vlj2ay6d 243 27 form form NN cord-295028-vlj2ay6d 243 28 . . . cord-295028-vlj2ay6d 244 1 This this DT cord-295028-vlj2ay6d 244 2 study study NN cord-295028-vlj2ay6d 244 3 uses use VBZ cord-295028-vlj2ay6d 244 4 both both CC cord-295028-vlj2ay6d 244 5 the the DT cord-295028-vlj2ay6d 244 6 two two CD cord-295028-vlj2ay6d 244 7 forms form NNS cord-295028-vlj2ay6d 244 8 of of IN cord-295028-vlj2ay6d 244 9 baseline baseline JJ cord-295028-vlj2ay6d 244 10 hazard hazard NN cord-295028-vlj2ay6d 244 11 functions function NNS cord-295028-vlj2ay6d 244 12 to to TO cord-295028-vlj2ay6d 244 13 compare compare VB cord-295028-vlj2ay6d 244 14 their -PRON- PRP$ cord-295028-vlj2ay6d 244 15 performances performance NNS cord-295028-vlj2ay6d 244 16 . . . cord-295028-vlj2ay6d 245 1 In in IN cord-295028-vlj2ay6d 245 2 the the DT cord-295028-vlj2ay6d 245 3 parametric parametric JJ cord-295028-vlj2ay6d 245 4 form form NN cord-295028-vlj2ay6d 245 5 of of IN cord-295028-vlj2ay6d 245 6 baseline baseline JJ cord-295028-vlj2ay6d 245 7 hazard hazard NN cord-295028-vlj2ay6d 245 8 function function NN cord-295028-vlj2ay6d 245 9 , , , cord-295028-vlj2ay6d 245 10 it -PRON- PRP cord-295028-vlj2ay6d 245 11 is be VBZ cord-295028-vlj2ay6d 245 12 conventional conventional JJ cord-295028-vlj2ay6d 245 13 to to TO cord-295028-vlj2ay6d 245 14 assume assume VB cord-295028-vlj2ay6d 245 15 that that IN cord-295028-vlj2ay6d 245 16 the the DT cord-295028-vlj2ay6d 245 17 TTC TTC NNP cord-295028-vlj2ay6d 245 18 follows follow VBZ cord-295028-vlj2ay6d 245 19 a a DT cord-295028-vlj2ay6d 245 20 Weibull Weibull NNP cord-295028-vlj2ay6d 245 21 distribution distribution NN cord-295028-vlj2ay6d 245 22 with with IN cord-295028-vlj2ay6d 245 23 two two CD cord-295028-vlj2ay6d 245 24 parameters parameter NNS cord-295028-vlj2ay6d 245 25 , , , cord-295028-vlj2ay6d 245 26 and and CC cord-295028-vlj2ay6d 245 27 the the DT cord-295028-vlj2ay6d 245 28 shape shape NN cord-295028-vlj2ay6d 245 29 of of IN cord-295028-vlj2ay6d 245 30 the the DT cord-295028-vlj2ay6d 245 31 baseline baseline JJ cord-295028-vlj2ay6d 245 32 hazard hazard NN cord-295028-vlj2ay6d 245 33 function function NN cord-295028-vlj2ay6d 245 34 is be VBZ cord-295028-vlj2ay6d 245 35 determined determine VBN cord-295028-vlj2ay6d 245 36 by by IN cord-295028-vlj2ay6d 245 37 the the DT cord-295028-vlj2ay6d 245 38 Weibull Weibull NNP cord-295028-vlj2ay6d 245 39 distribution distribution NN cord-295028-vlj2ay6d 245 40 . . . cord-295028-vlj2ay6d 246 1 However however RB cord-295028-vlj2ay6d 246 2 , , , cord-295028-vlj2ay6d 246 3 the the DT cord-295028-vlj2ay6d 246 4 baseline baseline JJ cord-295028-vlj2ay6d 246 5 hazard hazard NN cord-295028-vlj2ay6d 246 6 function function NN cord-295028-vlj2ay6d 246 7 λ λ NNP cord-295028-vlj2ay6d 246 8 0 0 NFP cord-295028-vlj2ay6d 246 9 ( ( -LRB- cord-295028-vlj2ay6d 246 10 t t NN cord-295028-vlj2ay6d 246 11 ) ) -RRB- cord-295028-vlj2ay6d 246 12 that that WDT cord-295028-vlj2ay6d 246 13 fits fit VBZ cord-295028-vlj2ay6d 246 14 the the DT cord-295028-vlj2ay6d 246 15 slot slot NN cord-295028-vlj2ay6d 246 16 booking booking NN cord-295028-vlj2ay6d 246 17 data datum NNS cord-295028-vlj2ay6d 246 18 may may MD cord-295028-vlj2ay6d 246 19 have have VB cord-295028-vlj2ay6d 246 20 a a DT cord-295028-vlj2ay6d 246 21 complicated complicated JJ cord-295028-vlj2ay6d 246 22 shape shape NN cord-295028-vlj2ay6d 246 23 that that WDT cord-295028-vlj2ay6d 246 24 can can MD cord-295028-vlj2ay6d 246 25 not not RB cord-295028-vlj2ay6d 246 26 be be VB cord-295028-vlj2ay6d 246 27 captured capture VBN cord-295028-vlj2ay6d 246 28 by by IN cord-295028-vlj2ay6d 246 29 a a DT cord-295028-vlj2ay6d 246 30 given give VBN cord-295028-vlj2ay6d 246 31 form form NN cord-295028-vlj2ay6d 246 32 of of IN cord-295028-vlj2ay6d 246 33 function function NN cord-295028-vlj2ay6d 246 34 . . . cord-295028-vlj2ay6d 247 1 To to TO cord-295028-vlj2ay6d 247 2 formulate formulate VB cord-295028-vlj2ay6d 247 3 a a DT cord-295028-vlj2ay6d 247 4 more more RBR cord-295028-vlj2ay6d 247 5 flexible flexible JJ cord-295028-vlj2ay6d 247 6 shape shape NN cord-295028-vlj2ay6d 247 7 of of IN cord-295028-vlj2ay6d 247 8 λ λ NN cord-295028-vlj2ay6d 247 9 0 0 CD cord-295028-vlj2ay6d 247 10 ( ( -LRB- cord-295028-vlj2ay6d 247 11 t t NN cord-295028-vlj2ay6d 247 12 ) ) -RRB- cord-295028-vlj2ay6d 247 13 , , , cord-295028-vlj2ay6d 247 14 we -PRON- PRP cord-295028-vlj2ay6d 247 15 use use VBP cord-295028-vlj2ay6d 247 16 the the DT cord-295028-vlj2ay6d 247 17 spline spline NN cord-295028-vlj2ay6d 247 18 hazard hazard NN cord-295028-vlj2ay6d 247 19 functions function NNS cord-295028-vlj2ay6d 247 20 as as IN cord-295028-vlj2ay6d 247 21 the the DT cord-295028-vlj2ay6d 247 22 non non JJ cord-295028-vlj2ay6d 247 23 - - JJ cord-295028-vlj2ay6d 247 24 parametric parametric JJ cord-295028-vlj2ay6d 247 25 forms form NNS cord-295028-vlj2ay6d 247 26 of of IN cord-295028-vlj2ay6d 247 27 λ λ NN cord-295028-vlj2ay6d 247 28 0 0 CD cord-295028-vlj2ay6d 247 29 ( ( -LRB- cord-295028-vlj2ay6d 247 30 t t NN cord-295028-vlj2ay6d 247 31 ) ) -RRB- cord-295028-vlj2ay6d 247 32 . . . cord-295028-vlj2ay6d 248 1 The the DT cord-295028-vlj2ay6d 248 2 spline spline NN cord-295028-vlj2ay6d 248 3 function function NN cord-295028-vlj2ay6d 248 4 is be VBZ cord-295028-vlj2ay6d 248 5 capable capable JJ cord-295028-vlj2ay6d 248 6 of of IN cord-295028-vlj2ay6d 248 7 approximating approximate VBG cord-295028-vlj2ay6d 248 8 complex complex JJ cord-295028-vlj2ay6d 248 9 shapes shape NNS cord-295028-vlj2ay6d 248 10 with with IN cord-295028-vlj2ay6d 248 11 a a DT cord-295028-vlj2ay6d 248 12 piecewise piecewise JJ cord-295028-vlj2ay6d 248 13 polynomial polynomial JJ cord-295028-vlj2ay6d 248 14 function function NN cord-295028-vlj2ay6d 248 15 . . . cord-295028-vlj2ay6d 249 1 The the DT cord-295028-vlj2ay6d 249 2 spline spline NN cord-295028-vlj2ay6d 249 3 function function NN cord-295028-vlj2ay6d 249 4 is be VBZ cord-295028-vlj2ay6d 249 5 formulated formulate VBN cord-295028-vlj2ay6d 249 6 as as IN cord-295028-vlj2ay6d 249 7 a a DT cord-295028-vlj2ay6d 249 8 linear linear JJ cord-295028-vlj2ay6d 249 9 combination combination NN cord-295028-vlj2ay6d 249 10 of of IN cord-295028-vlj2ay6d 249 11 basis basis NN cord-295028-vlj2ay6d 249 12 functions function NNS cord-295028-vlj2ay6d 249 13 which which WDT cord-295028-vlj2ay6d 249 14 have have VBP cord-295028-vlj2ay6d 249 15 several several JJ cord-295028-vlj2ay6d 249 16 forms form NNS cord-295028-vlj2ay6d 249 17 such such JJ cord-295028-vlj2ay6d 249 18 as as IN cord-295028-vlj2ay6d 249 19 B b NN cord-295028-vlj2ay6d 249 20 - - HYPH cord-295028-vlj2ay6d 249 21 spline spline NN cord-295028-vlj2ay6d 249 22 and and CC cord-295028-vlj2ay6d 249 23 Mspline Mspline NNP cord-295028-vlj2ay6d 249 24 basis basis NN cord-295028-vlj2ay6d 249 25 functions function NNS cord-295028-vlj2ay6d 249 26 . . . cord-295028-vlj2ay6d 250 1 In in IN cord-295028-vlj2ay6d 250 2 this this DT cord-295028-vlj2ay6d 250 3 form form NN cord-295028-vlj2ay6d 250 4 of of IN cord-295028-vlj2ay6d 250 5 baseline baseline JJ cord-295028-vlj2ay6d 250 6 hazard hazard NN cord-295028-vlj2ay6d 250 7 function function NN cord-295028-vlj2ay6d 250 8 , , , cord-295028-vlj2ay6d 250 9 the the DT cord-295028-vlj2ay6d 250 10 parameters parameter NNS cord-295028-vlj2ay6d 250 11 to to TO cord-295028-vlj2ay6d 250 12 be be VB cord-295028-vlj2ay6d 250 13 estimated estimate VBN cord-295028-vlj2ay6d 250 14 are be VBP cord-295028-vlj2ay6d 250 15 the the DT cord-295028-vlj2ay6d 250 16 coefficients coefficient NNS cord-295028-vlj2ay6d 250 17 of of IN cord-295028-vlj2ay6d 250 18 the the DT cord-295028-vlj2ay6d 250 19 linear linear JJ cord-295028-vlj2ay6d 250 20 combination combination NN cord-295028-vlj2ay6d 250 21 . . . cord-295028-vlj2ay6d 251 1 The the DT cord-295028-vlj2ay6d 251 2 formulations formulation NNS cord-295028-vlj2ay6d 251 3 of of IN cord-295028-vlj2ay6d 251 4 the the DT cord-295028-vlj2ay6d 251 5 three three CD cord-295028-vlj2ay6d 251 6 baseline baseline JJ cord-295028-vlj2ay6d 251 7 hazard hazard NN cord-295028-vlj2ay6d 251 8 functions function NNS cord-295028-vlj2ay6d 251 9 are be VBP cord-295028-vlj2ay6d 251 10 shown show VBN cord-295028-vlj2ay6d 251 11 in in IN cord-295028-vlj2ay6d 251 12 Appendix Appendix NNP cord-295028-vlj2ay6d 251 13 B. B. NNP cord-295028-vlj2ay6d 252 1 The the DT cord-295028-vlj2ay6d 252 2 maximum maximum JJ cord-295028-vlj2ay6d 252 3 log log NN cord-295028-vlj2ay6d 252 4 - - HYPH cord-295028-vlj2ay6d 252 5 likelihood likelihood NN cord-295028-vlj2ay6d 252 6 method method NN cord-295028-vlj2ay6d 252 7 is be VBZ cord-295028-vlj2ay6d 252 8 used use VBN cord-295028-vlj2ay6d 252 9 to to TO cord-295028-vlj2ay6d 252 10 estimate estimate VB cord-295028-vlj2ay6d 252 11 parameter parameter NN cord-295028-vlj2ay6d 252 12 of of IN cord-295028-vlj2ay6d 252 13 the the DT cord-295028-vlj2ay6d 252 14 baseline baseline JJ cord-295028-vlj2ay6d 252 15 hazard hazard NN cord-295028-vlj2ay6d 252 16 function function NN cord-295028-vlj2ay6d 252 17 λ λ NNP cord-295028-vlj2ay6d 252 18 0 0 NFP cord-295028-vlj2ay6d 252 19 ( ( -LRB- cord-295028-vlj2ay6d 252 20 t t NN cord-295028-vlj2ay6d 252 21 ) ) -RRB- cord-295028-vlj2ay6d 252 22 , , , cord-295028-vlj2ay6d 252 23 denoted denote VBN cord-295028-vlj2ay6d 252 24 by by IN cord-295028-vlj2ay6d 252 25 μ μ NN cord-295028-vlj2ay6d 252 26 , , , cord-295028-vlj2ay6d 252 27 the the DT cord-295028-vlj2ay6d 252 28 coefficients coefficient NNS cord-295028-vlj2ay6d 252 29 β β XX cord-295028-vlj2ay6d 252 30 , , , cord-295028-vlj2ay6d 252 31 and and CC cord-295028-vlj2ay6d 252 32 parameter parameter NN cord-295028-vlj2ay6d 252 33 θ θ NN cord-295028-vlj2ay6d 252 34 in in IN cord-295028-vlj2ay6d 252 35 the the DT cord-295028-vlj2ay6d 252 36 TTCM TTCM NNP cord-295028-vlj2ay6d 252 37 . . . cord-295028-vlj2ay6d 253 1 Under under IN cord-295028-vlj2ay6d 253 2 the the DT cord-295028-vlj2ay6d 253 3 above above JJ cord-295028-vlj2ay6d 253 4 two two CD cord-295028-vlj2ay6d 253 5 assumptions assumption NNS cord-295028-vlj2ay6d 253 6 , , , cord-295028-vlj2ay6d 253 7 the the DT cord-295028-vlj2ay6d 253 8 cancelled cancel VBN cord-295028-vlj2ay6d 253 9 bookings booking NNS cord-295028-vlj2ay6d 253 10 and and CC cord-295028-vlj2ay6d 253 11 non non JJ cord-295028-vlj2ay6d 253 12 - - JJ cord-295028-vlj2ay6d 253 13 cancelled cancel VBN cord-295028-vlj2ay6d 253 14 bookings booking NNS cord-295028-vlj2ay6d 253 15 contribute contribute VBP cord-295028-vlj2ay6d 253 16 differently differently RB cord-295028-vlj2ay6d 253 17 to to IN cord-295028-vlj2ay6d 253 18 the the DT cord-295028-vlj2ay6d 253 19 likelihood likelihood NN cord-295028-vlj2ay6d 253 20 function function NN cord-295028-vlj2ay6d 253 21 since since IN cord-295028-vlj2ay6d 253 22 they -PRON- PRP cord-295028-vlj2ay6d 253 23 provide provide VBP cord-295028-vlj2ay6d 253 24 different different JJ cord-295028-vlj2ay6d 253 25 information information NN cord-295028-vlj2ay6d 253 26 about about IN cord-295028-vlj2ay6d 253 27 T. T. NNP cord-295028-vlj2ay6d 253 28 Fig Fig NNP cord-295028-vlj2ay6d 253 29 . . . cord-295028-vlj2ay6d 254 1 4 4 LS cord-295028-vlj2ay6d 254 2 depicts depict VBZ cord-295028-vlj2ay6d 254 3 four four CD cord-295028-vlj2ay6d 254 4 container container NN cord-295028-vlj2ay6d 254 5 slot slot NN cord-295028-vlj2ay6d 254 6 bookings booking NNS cord-295028-vlj2ay6d 254 7 ( ( -LRB- cord-295028-vlj2ay6d 254 8 i.e. i.e. FW cord-295028-vlj2ay6d 254 9 B1 b1 NN cord-295028-vlj2ay6d 254 10 , , , cord-295028-vlj2ay6d 254 11 B2 b2 NN cord-295028-vlj2ay6d 254 12 , , , cord-295028-vlj2ay6d 254 13 B3 b3 NN cord-295028-vlj2ay6d 254 14 , , , cord-295028-vlj2ay6d 254 15 and and CC cord-295028-vlj2ay6d 254 16 B4 B4 NNP cord-295028-vlj2ay6d 254 17 ) ) -RRB- cord-295028-vlj2ay6d 254 18 that that WDT cord-295028-vlj2ay6d 254 19 belonged belong VBD cord-295028-vlj2ay6d 254 20 to to IN cord-295028-vlj2ay6d 254 21 the the DT cord-295028-vlj2ay6d 254 22 same same JJ cord-295028-vlj2ay6d 254 23 voyage voyage NN cord-295028-vlj2ay6d 254 24 and and CC cord-295028-vlj2ay6d 254 25 to to TO cord-295028-vlj2ay6d 254 26 be be VB cord-295028-vlj2ay6d 254 27 loaded load VBN cord-295028-vlj2ay6d 254 28 on on IN cord-295028-vlj2ay6d 254 29 the the DT cord-295028-vlj2ay6d 254 30 same same JJ cord-295028-vlj2ay6d 254 31 port port NN cord-295028-vlj2ay6d 254 32 . . . cord-295028-vlj2ay6d 255 1 The the DT cord-295028-vlj2ay6d 255 2 horizontal horizontal JJ cord-295028-vlj2ay6d 255 3 axis axis NN cord-295028-vlj2ay6d 255 4 is be VBZ cord-295028-vlj2ay6d 255 5 the the DT cord-295028-vlj2ay6d 255 6 time time NN cord-295028-vlj2ay6d 255 7 axis axis NN cord-295028-vlj2ay6d 255 8 with with IN cord-295028-vlj2ay6d 255 9 time time NN cord-295028-vlj2ay6d 255 10 0 0 CD cord-295028-vlj2ay6d 255 11 means mean VBZ cord-295028-vlj2ay6d 255 12 the the DT cord-295028-vlj2ay6d 255 13 time time NN cord-295028-vlj2ay6d 255 14 when when WRB cord-295028-vlj2ay6d 255 15 the the DT cord-295028-vlj2ay6d 255 16 ship ship NN cord-295028-vlj2ay6d 255 17 departures departure NNS cord-295028-vlj2ay6d 255 18 from from IN cord-295028-vlj2ay6d 255 19 the the DT cord-295028-vlj2ay6d 255 20 loading loading NN cord-295028-vlj2ay6d 255 21 port port NN cord-295028-vlj2ay6d 255 22 . . . cord-295028-vlj2ay6d 256 1 All all PDT cord-295028-vlj2ay6d 256 2 the the DT cord-295028-vlj2ay6d 256 3 booking/ booking/ CD cord-295028-vlj2ay6d 256 4 cancellation cancellation NN cord-295028-vlj2ay6d 256 5 time time NN cord-295028-vlj2ay6d 256 6 is be VBZ cord-295028-vlj2ay6d 256 7 measured measure VBN cord-295028-vlj2ay6d 256 8 as as IN cord-295028-vlj2ay6d 256 9 the the DT cord-295028-vlj2ay6d 256 10 number number NN cord-295028-vlj2ay6d 256 11 of of IN cord-295028-vlj2ay6d 256 12 days day NNS cord-295028-vlj2ay6d 256 13 before before IN cord-295028-vlj2ay6d 256 14 the the DT cord-295028-vlj2ay6d 256 15 ship ship NN cord-295028-vlj2ay6d 256 16 departure departure NN cord-295028-vlj2ay6d 256 17 time time NN cord-295028-vlj2ay6d 256 18 0 0 CD cord-295028-vlj2ay6d 256 19 . . . cord-295028-vlj2ay6d 257 1 The the DT cord-295028-vlj2ay6d 257 2 lines line NNS cord-295028-vlj2ay6d 257 3 ( ( -LRB- cord-295028-vlj2ay6d 257 4 B1 b1 NN cord-295028-vlj2ay6d 257 5 to to IN cord-295028-vlj2ay6d 257 6 B4 B4 NNP cord-295028-vlj2ay6d 257 7 ) ) -RRB- cord-295028-vlj2ay6d 257 8 in in IN cord-295028-vlj2ay6d 257 9 Fig Fig NNP cord-295028-vlj2ay6d 257 10 . . . cord-295028-vlj2ay6d 257 11 4 4 CD cord-295028-vlj2ay6d 257 12 show show VBP cord-295028-vlj2ay6d 257 13 the the DT cord-295028-vlj2ay6d 257 14 observable observable JJ cord-295028-vlj2ay6d 257 15 " " `` cord-295028-vlj2ay6d 257 16 lifetime lifetime NN cord-295028-vlj2ay6d 257 17 " " '' cord-295028-vlj2ay6d 257 18 ( ( -LRB- cord-295028-vlj2ay6d 257 19 i.e. i.e. FW cord-295028-vlj2ay6d 257 20 TTC TTC NNP cord-295028-vlj2ay6d 257 21 ) ) -RRB- cord-295028-vlj2ay6d 257 22 of of IN cord-295028-vlj2ay6d 257 23 the the DT cord-295028-vlj2ay6d 257 24 slot slot NN cord-295028-vlj2ay6d 257 25 bookings booking NNS cord-295028-vlj2ay6d 257 26 . . . cord-295028-vlj2ay6d 258 1 The the DT cord-295028-vlj2ay6d 258 2 start start NN cord-295028-vlj2ay6d 258 3 point point NN cord-295028-vlj2ay6d 258 4 of of IN cord-295028-vlj2ay6d 258 5 each each DT cord-295028-vlj2ay6d 258 6 line line NN cord-295028-vlj2ay6d 258 7 is be VBZ cord-295028-vlj2ay6d 258 8 the the DT cord-295028-vlj2ay6d 258 9 booking booking NN cord-295028-vlj2ay6d 258 10 time time NN cord-295028-vlj2ay6d 258 11 , , , cord-295028-vlj2ay6d 258 12 and and CC cord-295028-vlj2ay6d 258 13 the the DT cord-295028-vlj2ay6d 258 14 end end NN cord-295028-vlj2ay6d 258 15 point point NN cord-295028-vlj2ay6d 258 16 is be VBZ cord-295028-vlj2ay6d 258 17 either either CC cord-295028-vlj2ay6d 258 18 the the DT cord-295028-vlj2ay6d 258 19 cancellation cancellation NN cord-295028-vlj2ay6d 258 20 time time NN cord-295028-vlj2ay6d 258 21 for for IN cord-295028-vlj2ay6d 258 22 cancelled cancel VBN cord-295028-vlj2ay6d 258 23 booking booking NN cord-295028-vlj2ay6d 258 24 or or CC cord-295028-vlj2ay6d 258 25 the the DT cord-295028-vlj2ay6d 258 26 loading loading NN cord-295028-vlj2ay6d 258 27 time time NN cord-295028-vlj2ay6d 258 28 for for IN cord-295028-vlj2ay6d 258 29 the the DT cord-295028-vlj2ay6d 258 30 loaded loaded JJ cord-295028-vlj2ay6d 258 31 booking booking NN cord-295028-vlj2ay6d 258 32 . . . cord-295028-vlj2ay6d 259 1 In in IN cord-295028-vlj2ay6d 259 2 the the DT cord-295028-vlj2ay6d 259 3 four four CD cord-295028-vlj2ay6d 259 4 slot slot NN cord-295028-vlj2ay6d 259 5 bookings booking NNS cord-295028-vlj2ay6d 259 6 , , , cord-295028-vlj2ay6d 259 7 B1 b1 NN cord-295028-vlj2ay6d 259 8 and and CC cord-295028-vlj2ay6d 259 9 B3 b3 NN cord-295028-vlj2ay6d 259 10 were be VBD cord-295028-vlj2ay6d 259 11 cancelled cancel VBN cord-295028-vlj2ay6d 259 12 before before IN cord-295028-vlj2ay6d 259 13 ship ship NN cord-295028-vlj2ay6d 259 14 departure departure NN cord-295028-vlj2ay6d 259 15 , , , cord-295028-vlj2ay6d 259 16 and and CC cord-295028-vlj2ay6d 259 17 B2 b2 NN cord-295028-vlj2ay6d 259 18 was be VBD cord-295028-vlj2ay6d 259 19 a a DT cord-295028-vlj2ay6d 259 20 no no DT cord-295028-vlj2ay6d 259 21 - - HYPH cord-295028-vlj2ay6d 259 22 show show NN cord-295028-vlj2ay6d 259 23 booking booking NN cord-295028-vlj2ay6d 259 24 . . . cord-295028-vlj2ay6d 260 1 B4 B4 NNP cord-295028-vlj2ay6d 260 2 was be VBD cord-295028-vlj2ay6d 260 3 a a DT cord-295028-vlj2ay6d 260 4 non non JJ cord-295028-vlj2ay6d 260 5 - - JJ cord-295028-vlj2ay6d 260 6 cancelled cancelled JJ cord-295028-vlj2ay6d 260 7 booking booking NN cord-295028-vlj2ay6d 260 8 . . . cord-295028-vlj2ay6d 261 1 The the DT cord-295028-vlj2ay6d 261 2 booking booking NN cord-295028-vlj2ay6d 261 3 time time NN cord-295028-vlj2ay6d 262 1 and/or and/or CC cord-295028-vlj2ay6d 262 2 cancellation cancellation NN cord-295028-vlj2ay6d 262 3 time time NN cord-295028-vlj2ay6d 262 4 of of IN cord-295028-vlj2ay6d 262 5 each each DT cord-295028-vlj2ay6d 262 6 booking booking NN cord-295028-vlj2ay6d 262 7 are be VBP cord-295028-vlj2ay6d 262 8 shown show VBN cord-295028-vlj2ay6d 262 9 in in IN cord-295028-vlj2ay6d 262 10 the the DT cord-295028-vlj2ay6d 262 11 table table NN cord-295028-vlj2ay6d 262 12 of of IN cord-295028-vlj2ay6d 262 13 Fig Fig NNP cord-295028-vlj2ay6d 262 14 . . . cord-295028-vlj2ay6d 263 1 4 4 LS cord-295028-vlj2ay6d 263 2 . . . cord-295028-vlj2ay6d 264 1 As as IN cord-295028-vlj2ay6d 264 2 illustrated illustrate VBN cord-295028-vlj2ay6d 264 3 by by IN cord-295028-vlj2ay6d 264 4 Fig Fig NNP cord-295028-vlj2ay6d 264 5 . . . cord-295028-vlj2ay6d 265 1 4 4 LS cord-295028-vlj2ay6d 265 2 , , , cord-295028-vlj2ay6d 265 3 the the DT cord-295028-vlj2ay6d 265 4 observed observed JJ cord-295028-vlj2ay6d 265 5 lifetimes lifetime NNS cord-295028-vlj2ay6d 265 6 of of IN cord-295028-vlj2ay6d 265 7 B1 b1 NN cord-295028-vlj2ay6d 265 8 , , , cord-295028-vlj2ay6d 265 9 B2 b2 NN cord-295028-vlj2ay6d 265 10 , , , cord-295028-vlj2ay6d 265 11 and and CC cord-295028-vlj2ay6d 265 12 B3 b3 NN cord-295028-vlj2ay6d 265 13 are be VBP cord-295028-vlj2ay6d 265 14 7 7 CD cord-295028-vlj2ay6d 265 15 days day NNS cord-295028-vlj2ay6d 265 16 , , , cord-295028-vlj2ay6d 265 17 8 8 CD cord-295028-vlj2ay6d 265 18 days day NNS cord-295028-vlj2ay6d 265 19 , , , cord-295028-vlj2ay6d 265 20 and and CC cord-295028-vlj2ay6d 265 21 6 6 CD cord-295028-vlj2ay6d 265 22 days day NNS cord-295028-vlj2ay6d 265 23 respectively respectively RB cord-295028-vlj2ay6d 265 24 , , , cord-295028-vlj2ay6d 265 25 which which WDT cord-295028-vlj2ay6d 265 26 is be VBZ cord-295028-vlj2ay6d 265 27 exactly exactly RB cord-295028-vlj2ay6d 265 28 the the DT cord-295028-vlj2ay6d 265 29 TTC TTC NNP cord-295028-vlj2ay6d 265 30 of of IN cord-295028-vlj2ay6d 265 31 these these DT cord-295028-vlj2ay6d 265 32 bookings booking NNS cord-295028-vlj2ay6d 265 33 . . . cord-295028-vlj2ay6d 266 1 However however RB cord-295028-vlj2ay6d 266 2 , , , cord-295028-vlj2ay6d 266 3 not not RB cord-295028-vlj2ay6d 266 4 all all PDT cord-295028-vlj2ay6d 266 5 the the DT cord-295028-vlj2ay6d 266 6 bookings booking NNS cord-295028-vlj2ay6d 266 7 can can MD cord-295028-vlj2ay6d 266 8 provide provide VB cord-295028-vlj2ay6d 266 9 the the DT cord-295028-vlj2ay6d 266 10 full full JJ cord-295028-vlj2ay6d 266 11 information information NN cord-295028-vlj2ay6d 266 12 of of IN cord-295028-vlj2ay6d 266 13 the the DT cord-295028-vlj2ay6d 266 14 lifetime lifetime NN cord-295028-vlj2ay6d 266 15 . . . cord-295028-vlj2ay6d 267 1 For for IN cord-295028-vlj2ay6d 267 2 the the DT cord-295028-vlj2ay6d 267 3 bookings booking NNS cord-295028-vlj2ay6d 267 4 that that WDT cord-295028-vlj2ay6d 267 5 are be VBP cord-295028-vlj2ay6d 267 6 finally finally RB cord-295028-vlj2ay6d 267 7 loaded load VBN cord-295028-vlj2ay6d 267 8 onboard onboard RB cord-295028-vlj2ay6d 267 9 ( ( -LRB- cord-295028-vlj2ay6d 267 10 i.e. i.e. FW cord-295028-vlj2ay6d 267 11 B4 B4 NNP cord-295028-vlj2ay6d 267 12 ) ) -RRB- cord-295028-vlj2ay6d 267 13 , , , cord-295028-vlj2ay6d 267 14 what what WP cord-295028-vlj2ay6d 267 15 we -PRON- PRP cord-295028-vlj2ay6d 267 16 know know VBP cord-295028-vlj2ay6d 267 17 is be VBZ cord-295028-vlj2ay6d 267 18 that that IN cord-295028-vlj2ay6d 267 19 its -PRON- PRP$ cord-295028-vlj2ay6d 267 20 lifetime lifetime NN cord-295028-vlj2ay6d 267 21 is be VBZ cord-295028-vlj2ay6d 267 22 no no DT cord-295028-vlj2ay6d 267 23 < < XX cord-295028-vlj2ay6d 267 24 7 7 CD cord-295028-vlj2ay6d 267 25 days day NNS cord-295028-vlj2ay6d 267 26 , , , cord-295028-vlj2ay6d 267 27 the the DT cord-295028-vlj2ay6d 267 28 time time NN cord-295028-vlj2ay6d 267 29 to to IN cord-295028-vlj2ay6d 267 30 loading loading NN cord-295028-vlj2ay6d 267 31 ( ( -LRB- cord-295028-vlj2ay6d 267 32 TTL TTL NNP cord-295028-vlj2ay6d 267 33 ) ) -RRB- cord-295028-vlj2ay6d 267 34 , , , cord-295028-vlj2ay6d 267 35 and and CC cord-295028-vlj2ay6d 267 36 it -PRON- PRP cord-295028-vlj2ay6d 267 37 survives survive VBZ cord-295028-vlj2ay6d 267 38 until until IN cord-295028-vlj2ay6d 267 39 the the DT cord-295028-vlj2ay6d 267 40 ship ship NN cord-295028-vlj2ay6d 267 41 departure departure NN cord-295028-vlj2ay6d 267 42 time time NN cord-295028-vlj2ay6d 267 43 0 0 CD cord-295028-vlj2ay6d 267 44 . . . cord-295028-vlj2ay6d 268 1 Therefore therefore RB cord-295028-vlj2ay6d 268 2 , , , cord-295028-vlj2ay6d 268 3 the the DT cord-295028-vlj2ay6d 268 4 likelihood likelihood NN cord-295028-vlj2ay6d 268 5 contributed contribute VBN cord-295028-vlj2ay6d 268 6 by by IN cord-295028-vlj2ay6d 268 7 cancelled cancel VBN cord-295028-vlj2ay6d 268 8 and and CC cord-295028-vlj2ay6d 268 9 non non JJ cord-295028-vlj2ay6d 268 10 - - JJ cord-295028-vlj2ay6d 268 11 cancelled cancel VBN cord-295028-vlj2ay6d 268 12 bookings booking NNS cord-295028-vlj2ay6d 268 13 should should MD cord-295028-vlj2ay6d 268 14 be be VB cord-295028-vlj2ay6d 268 15 formulated formulate VBN cord-295028-vlj2ay6d 268 16 separately separately RB cord-295028-vlj2ay6d 268 17 . . . cord-295028-vlj2ay6d 269 1 We -PRON- PRP cord-295028-vlj2ay6d 269 2 will will MD cord-295028-vlj2ay6d 269 3 first first RB cord-295028-vlj2ay6d 269 4 discuss discuss VB cord-295028-vlj2ay6d 269 5 the the DT cord-295028-vlj2ay6d 269 6 likelihood likelihood NN cord-295028-vlj2ay6d 269 7 function function NN cord-295028-vlj2ay6d 269 8 of of IN cord-295028-vlj2ay6d 269 9 a a DT cord-295028-vlj2ay6d 269 10 general general JJ cord-295028-vlj2ay6d 269 11 Cox Cox NNP cord-295028-vlj2ay6d 269 12 hazard hazard NN cord-295028-vlj2ay6d 269 13 regression regression NN cord-295028-vlj2ay6d 269 14 model model NN cord-295028-vlj2ay6d 269 15 formulated formulate VBN cord-295028-vlj2ay6d 269 16 in in IN cord-295028-vlj2ay6d 269 17 the the DT cord-295028-vlj2ay6d 269 18 form form NN cord-295028-vlj2ay6d 269 19 of of IN cord-295028-vlj2ay6d 269 20 Eq Eq NNP cord-295028-vlj2ay6d 269 21 . . . cord-295028-vlj2ay6d 270 1 ( ( -LRB- cord-295028-vlj2ay6d 270 2 2 2 LS cord-295028-vlj2ay6d 270 3 ) ) -RRB- cord-295028-vlj2ay6d 270 4 , , , cord-295028-vlj2ay6d 270 5 and and CC cord-295028-vlj2ay6d 270 6 then then RB cord-295028-vlj2ay6d 270 7 extend extend VB cord-295028-vlj2ay6d 270 8 it -PRON- PRP cord-295028-vlj2ay6d 270 9 to to IN cord-295028-vlj2ay6d 270 10 the the DT cord-295028-vlj2ay6d 270 11 likelihood likelihood NN cord-295028-vlj2ay6d 270 12 function function NN cord-295028-vlj2ay6d 270 13 for for IN cord-295028-vlj2ay6d 270 14 the the DT cord-295028-vlj2ay6d 270 15 model model NN cord-295028-vlj2ay6d 270 16 with with IN cord-295028-vlj2ay6d 270 17 frailty frailty NN cord-295028-vlj2ay6d 270 18 term term NN cord-295028-vlj2ay6d 270 19 w w NNP cord-295028-vlj2ay6d 270 20 i i PRP cord-295028-vlj2ay6d 270 21 . . . cord-295028-vlj2ay6d 271 1 We -PRON- PRP cord-295028-vlj2ay6d 271 2 denote denote VBP cord-295028-vlj2ay6d 271 3 the the DT cord-295028-vlj2ay6d 271 4 observed observed JJ cord-295028-vlj2ay6d 271 5 TTC TTC NNP cord-295028-vlj2ay6d 271 6 / / SYM cord-295028-vlj2ay6d 271 7 TTL TTL NNP cord-295028-vlj2ay6d 271 8 of of IN cord-295028-vlj2ay6d 271 9 a a DT cord-295028-vlj2ay6d 271 10 slot slot NN cord-295028-vlj2ay6d 271 11 booking booking NN cord-295028-vlj2ay6d 271 12 j j NNP cord-295028-vlj2ay6d 271 13 by by IN cord-295028-vlj2ay6d 271 14 t t NNP cord-295028-vlj2ay6d 271 15 j j NNP cord-295028-vlj2ay6d 271 16 . . . cord-295028-vlj2ay6d 272 1 t t NNP cord-295028-vlj2ay6d 272 2 j j NNP cord-295028-vlj2ay6d 272 3 is be VBZ cord-295028-vlj2ay6d 272 4 the the DT cord-295028-vlj2ay6d 272 5 time time NN cord-295028-vlj2ay6d 272 6 to to TO cord-295028-vlj2ay6d 272 7 cancellation cancellation NN cord-295028-vlj2ay6d 272 8 for for IN cord-295028-vlj2ay6d 272 9 cancelled cancel VBN cord-295028-vlj2ay6d 272 10 bookings booking NNS cord-295028-vlj2ay6d 272 11 ( ( -LRB- cord-295028-vlj2ay6d 272 12 e.g. e.g. RB cord-295028-vlj2ay6d 272 13 , , , cord-295028-vlj2ay6d 272 14 B1 b1 NN cord-295028-vlj2ay6d 272 15 , , , cord-295028-vlj2ay6d 272 16 B2 b2 NN cord-295028-vlj2ay6d 272 17 , , , cord-295028-vlj2ay6d 272 18 and and CC cord-295028-vlj2ay6d 272 19 B3 b3 NN cord-295028-vlj2ay6d 272 20 in in IN cord-295028-vlj2ay6d 272 21 Fig Fig NNP cord-295028-vlj2ay6d 272 22 . . NNP cord-295028-vlj2ay6d 272 23 4 4 CD cord-295028-vlj2ay6d 272 24 ) ) -RRB- cord-295028-vlj2ay6d 272 25 , , , cord-295028-vlj2ay6d 272 26 and and CC cord-295028-vlj2ay6d 272 27 time time NN cord-295028-vlj2ay6d 272 28 to to IN cord-295028-vlj2ay6d 272 29 loading load VBG cord-295028-vlj2ay6d 272 30 for for IN cord-295028-vlj2ay6d 272 31 non non JJ cord-295028-vlj2ay6d 272 32 - - JJ cord-295028-vlj2ay6d 272 33 cancelled cancel VBN cord-295028-vlj2ay6d 272 34 bookings booking NNS cord-295028-vlj2ay6d 272 35 ( ( -LRB- cord-295028-vlj2ay6d 272 36 e.g. e.g. RB cord-295028-vlj2ay6d 272 37 , , , cord-295028-vlj2ay6d 272 38 B4 B4 NNP cord-295028-vlj2ay6d 272 39 in in IN cord-295028-vlj2ay6d 272 40 Fig Fig NNP cord-295028-vlj2ay6d 272 41 . . NNP cord-295028-vlj2ay6d 272 42 4 4 CD cord-295028-vlj2ay6d 272 43 ) ) -RRB- cord-295028-vlj2ay6d 272 44 . . . cord-295028-vlj2ay6d 273 1 For for IN cord-295028-vlj2ay6d 273 2 the the DT cord-295028-vlj2ay6d 273 3 cancelled cancel VBN cord-295028-vlj2ay6d 273 4 bookings booking NNS cord-295028-vlj2ay6d 273 5 , , , cord-295028-vlj2ay6d 273 6 the the DT cord-295028-vlj2ay6d 273 7 contribution contribution NN cord-295028-vlj2ay6d 273 8 of of IN cord-295028-vlj2ay6d 273 9 likelihood likelihood NN cord-295028-vlj2ay6d 273 10 is be VBZ cord-295028-vlj2ay6d 273 11 the the DT cord-295028-vlj2ay6d 273 12 probability probability NN cord-295028-vlj2ay6d 273 13 that that IN cord-295028-vlj2ay6d 273 14 the the DT cord-295028-vlj2ay6d 273 15 cancellation cancellation NN cord-295028-vlj2ay6d 273 16 happens happen VBZ cord-295028-vlj2ay6d 273 17 at at IN cord-295028-vlj2ay6d 273 18 the the DT cord-295028-vlj2ay6d 273 19 t t NNP cord-295028-vlj2ay6d 273 20 j j NNP cord-295028-vlj2ay6d 273 21 days day NNS cord-295028-vlj2ay6d 273 22 after after IN cord-295028-vlj2ay6d 273 23 booking booking NN cord-295028-vlj2ay6d 273 24 , , , cord-295028-vlj2ay6d 273 25 which which WDT cord-295028-vlj2ay6d 273 26 can can MD cord-295028-vlj2ay6d 273 27 be be VB cord-295028-vlj2ay6d 273 28 formulated formulate VBN cord-295028-vlj2ay6d 273 29 as as IN cord-295028-vlj2ay6d 273 30 follows follow VBZ cord-295028-vlj2ay6d 273 31 : : : cord-295028-vlj2ay6d 273 32 Fig Fig NNP cord-295028-vlj2ay6d 273 33 . . . cord-295028-vlj2ay6d 274 1 4 4 LS cord-295028-vlj2ay6d 274 2 . . . cord-295028-vlj2ay6d 275 1 Four four CD cord-295028-vlj2ay6d 275 2 examples example NNS cord-295028-vlj2ay6d 275 3 for for IN cord-295028-vlj2ay6d 275 4 container container NN cord-295028-vlj2ay6d 275 5 slot slot NN cord-295028-vlj2ay6d 275 6 booking booking NN cord-295028-vlj2ay6d 275 7 and/or and/or CC cord-295028-vlj2ay6d 275 8 cancellation cancellation NN cord-295028-vlj2ay6d 275 9 times time NNS cord-295028-vlj2ay6d 275 10 . . . cord-295028-vlj2ay6d 276 1 The the DT cord-295028-vlj2ay6d 276 2 non non JJ cord-295028-vlj2ay6d 276 3 - - JJ cord-295028-vlj2ay6d 276 4 cancelled cancel VBN cord-295028-vlj2ay6d 276 5 bookings booking NNS cord-295028-vlj2ay6d 276 6 provide provide VBP cord-295028-vlj2ay6d 276 7 the the DT cord-295028-vlj2ay6d 276 8 information information NN cord-295028-vlj2ay6d 276 9 that that WDT cord-295028-vlj2ay6d 276 10 no no DT cord-295028-vlj2ay6d 276 11 cancellation cancellation NN cord-295028-vlj2ay6d 276 12 happens happen VBZ cord-295028-vlj2ay6d 276 13 before before IN cord-295028-vlj2ay6d 276 14 the the DT cord-295028-vlj2ay6d 276 15 ship ship NN cord-295028-vlj2ay6d 276 16 departure departure NN cord-295028-vlj2ay6d 276 17 time time NN cord-295028-vlj2ay6d 276 18 . . . cord-295028-vlj2ay6d 277 1 Thus thus RB cord-295028-vlj2ay6d 277 2 , , , cord-295028-vlj2ay6d 277 3 the the DT cord-295028-vlj2ay6d 277 4 likelihood likelihood NN cord-295028-vlj2ay6d 277 5 contributed contribute VBN cord-295028-vlj2ay6d 277 6 by by IN cord-295028-vlj2ay6d 277 7 a a DT cord-295028-vlj2ay6d 277 8 non non JJ cord-295028-vlj2ay6d 277 9 - - JJ cord-295028-vlj2ay6d 277 10 cancelled cancelled JJ cord-295028-vlj2ay6d 277 11 booking booking NN cord-295028-vlj2ay6d 277 12 is be VBZ cord-295028-vlj2ay6d 277 13 one one CD cord-295028-vlj2ay6d 277 14 minus minus IN cord-295028-vlj2ay6d 277 15 the the DT cord-295028-vlj2ay6d 277 16 cancellation cancellation NN cord-295028-vlj2ay6d 277 17 probability probability NN cord-295028-vlj2ay6d 277 18 denoted denote VBN cord-295028-vlj2ay6d 277 19 by by IN cord-295028-vlj2ay6d 277 20 P p NN cord-295028-vlj2ay6d 277 21 [ [ -LRB- cord-295028-vlj2ay6d 277 22 , , , cord-295028-vlj2ay6d 277 23 namely namely RB cord-295028-vlj2ay6d 277 24 : : : cord-295028-vlj2ay6d 277 25 Thus thus RB cord-295028-vlj2ay6d 277 26 , , , cord-295028-vlj2ay6d 277 27 the the DT cord-295028-vlj2ay6d 277 28 likelihood likelihood NN cord-295028-vlj2ay6d 277 29 function function NN cord-295028-vlj2ay6d 277 30 of of IN cord-295028-vlj2ay6d 277 31 the the DT cord-295028-vlj2ay6d 277 32 whole whole JJ cord-295028-vlj2ay6d 277 33 sample sample NN cord-295028-vlj2ay6d 277 34 set set NN cord-295028-vlj2ay6d 277 35 ( ( -LRB- cord-295028-vlj2ay6d 277 36 i.e. i.e. FW cord-295028-vlj2ay6d 277 37 both both CC cord-295028-vlj2ay6d 277 38 cancelled cancel VBN cord-295028-vlj2ay6d 277 39 and and CC cord-295028-vlj2ay6d 277 40 non non JJ cord-295028-vlj2ay6d 277 41 - - JJ cord-295028-vlj2ay6d 277 42 cancelled cancelled JJ cord-295028-vlj2ay6d 277 43 ) ) -RRB- cord-295028-vlj2ay6d 277 44 can can MD cord-295028-vlj2ay6d 277 45 be be VB cord-295028-vlj2ay6d 277 46 formulated formulate VBN cord-295028-vlj2ay6d 277 47 by by IN cord-295028-vlj2ay6d 277 48 where where WRB cord-295028-vlj2ay6d 277 49 α α NNP cord-295028-vlj2ay6d 277 50 j j NNP cord-295028-vlj2ay6d 277 51 is be VBZ cord-295028-vlj2ay6d 277 52 the the DT cord-295028-vlj2ay6d 277 53 cancellation cancellation NN cord-295028-vlj2ay6d 277 54 indicator indicator NN cord-295028-vlj2ay6d 277 55 which which WDT cord-295028-vlj2ay6d 277 56 equals equal VBZ cord-295028-vlj2ay6d 277 57 to to IN cord-295028-vlj2ay6d 277 58 1 1 CD cord-295028-vlj2ay6d 277 59 if if IN cord-295028-vlj2ay6d 277 60 the the DT cord-295028-vlj2ay6d 277 61 booking booking NN cord-295028-vlj2ay6d 277 62 is be VBZ cord-295028-vlj2ay6d 277 63 cancelled cancel VBN cord-295028-vlj2ay6d 277 64 and and CC cord-295028-vlj2ay6d 277 65 0 0 NFP cord-295028-vlj2ay6d 277 66 otherwise otherwise RB cord-295028-vlj2ay6d 277 67 , , , cord-295028-vlj2ay6d 277 68 and and CC cord-295028-vlj2ay6d 277 69 J J NNP cord-295028-vlj2ay6d 277 70 is be VBZ cord-295028-vlj2ay6d 277 71 the the DT cord-295028-vlj2ay6d 277 72 full full JJ cord-295028-vlj2ay6d 277 73 sample sample NN cord-295028-vlj2ay6d 277 74 set set NN cord-295028-vlj2ay6d 277 75 of of IN cord-295028-vlj2ay6d 277 76 the the DT cord-295028-vlj2ay6d 277 77 historical historical JJ cord-295028-vlj2ay6d 277 78 slot slot NN cord-295028-vlj2ay6d 277 79 booking booking NN cord-295028-vlj2ay6d 277 80 data datum NNS cord-295028-vlj2ay6d 277 81 . . . cord-295028-vlj2ay6d 278 1 In in IN cord-295028-vlj2ay6d 278 2 the the DT cord-295028-vlj2ay6d 278 3 case case NN cord-295028-vlj2ay6d 278 4 of of IN cord-295028-vlj2ay6d 278 5 the the DT cord-295028-vlj2ay6d 278 6 model model NN cord-295028-vlj2ay6d 278 7 formulated formulate VBN cord-295028-vlj2ay6d 278 8 in in IN cord-295028-vlj2ay6d 278 9 Section Section NNP cord-295028-vlj2ay6d 278 10 3.2 3.2 CD cord-295028-vlj2ay6d 278 11 , , , cord-295028-vlj2ay6d 278 12 it -PRON- PRP cord-295028-vlj2ay6d 278 13 is be VBZ cord-295028-vlj2ay6d 278 14 assumed assume VBN cord-295028-vlj2ay6d 278 15 that that IN cord-295028-vlj2ay6d 278 16 there there EX cord-295028-vlj2ay6d 278 17 are be VBP cord-295028-vlj2ay6d 278 18 n n NNP cord-295028-vlj2ay6d 278 19 origin origin JJ cord-295028-vlj2ay6d 278 20 countries country NNS cord-295028-vlj2ay6d 278 21 denoted denote VBN cord-295028-vlj2ay6d 278 22 by by IN cord-295028-vlj2ay6d 278 23 i i NN cord-295028-vlj2ay6d 278 24 = = SYM cord-295028-vlj2ay6d 278 25 1,2, 1,2, NNP cord-295028-vlj2ay6d 278 26 … … NFP cord-295028-vlj2ay6d 278 27 ,n ,n , cord-295028-vlj2ay6d 278 28 , , , cord-295028-vlj2ay6d 278 29 and and CC cord-295028-vlj2ay6d 278 30 an an DT cord-295028-vlj2ay6d 278 31 individual individual JJ cord-295028-vlj2ay6d 278 32 booking booking NN cord-295028-vlj2ay6d 278 33 in in IN cord-295028-vlj2ay6d 278 34 origin origin NN cord-295028-vlj2ay6d 278 35 country country NN cord-295028-vlj2ay6d 278 36 i i PRP cord-295028-vlj2ay6d 278 37 is be VBZ cord-295028-vlj2ay6d 278 38 denoted denote VBN cord-295028-vlj2ay6d 278 39 by by IN cord-295028-vlj2ay6d 278 40 j j NNP cord-295028-vlj2ay6d 278 41 with with IN cord-295028-vlj2ay6d 278 42 j j NNP cord-295028-vlj2ay6d 278 43 = = SYM cord-295028-vlj2ay6d 278 44 1 1 CD cord-295028-vlj2ay6d 278 45 , , , cord-295028-vlj2ay6d 278 46 2 2 CD cord-295028-vlj2ay6d 278 47 , , , cord-295028-vlj2ay6d 278 48 … … NFP cord-295028-vlj2ay6d 278 49 , , , cord-295028-vlj2ay6d 278 50 J J NNP cord-295028-vlj2ay6d 278 51 i i PRP cord-295028-vlj2ay6d 278 52 where where WRB cord-295028-vlj2ay6d 278 53 J J NNP cord-295028-vlj2ay6d 278 54 i i PRP cord-295028-vlj2ay6d 278 55 denotes denote VBZ cord-295028-vlj2ay6d 278 56 the the DT cord-295028-vlj2ay6d 278 57 number number NN cord-295028-vlj2ay6d 278 58 of of IN cord-295028-vlj2ay6d 278 59 bookings booking NNS cord-295028-vlj2ay6d 278 60 in in IN cord-295028-vlj2ay6d 278 61 origin origin NN cord-295028-vlj2ay6d 278 62 country country NN cord-295028-vlj2ay6d 278 63 i. i. NN cord-295028-vlj2ay6d 279 1 As as IN cord-295028-vlj2ay6d 279 2 there there EX cord-295028-vlj2ay6d 279 3 are be VBP cord-295028-vlj2ay6d 279 4 n n NNP cord-295028-vlj2ay6d 279 5 origin origin JJ cord-295028-vlj2ay6d 279 6 countries country NNS cord-295028-vlj2ay6d 279 7 , , , cord-295028-vlj2ay6d 279 8 we -PRON- PRP cord-295028-vlj2ay6d 279 9 start start VBP cord-295028-vlj2ay6d 279 10 from from IN cord-295028-vlj2ay6d 279 11 the the DT cord-295028-vlj2ay6d 279 12 partial partial JJ cord-295028-vlj2ay6d 279 13 likelihood likelihood NN cord-295028-vlj2ay6d 279 14 function function NN cord-295028-vlj2ay6d 279 15 of of IN cord-295028-vlj2ay6d 279 16 an an DT cord-295028-vlj2ay6d 279 17 origin origin NN cord-295028-vlj2ay6d 279 18 country country NN cord-295028-vlj2ay6d 280 1 i. i. NNP cord-295028-vlj2ay6d 281 1 According accord VBG cord-295028-vlj2ay6d 281 2 to to IN cord-295028-vlj2ay6d 281 3 Eq Eq NNP cord-295028-vlj2ay6d 281 4 . . . cord-295028-vlj2ay6d 282 1 ( ( -LRB- cord-295028-vlj2ay6d 282 2 7 7 CD cord-295028-vlj2ay6d 282 3 ) ) -RRB- cord-295028-vlj2ay6d 282 4 , , , cord-295028-vlj2ay6d 282 5 the the DT cord-295028-vlj2ay6d 282 6 partial partial JJ cord-295028-vlj2ay6d 282 7 likelihood likelihood NN cord-295028-vlj2ay6d 282 8 of of IN cord-295028-vlj2ay6d 282 9 the the DT cord-295028-vlj2ay6d 282 10 slot slot NN cord-295028-vlj2ay6d 282 11 bookings booking NNS cord-295028-vlj2ay6d 282 12 from from IN cord-295028-vlj2ay6d 282 13 origin origin NN cord-295028-vlj2ay6d 282 14 country country NN cord-295028-vlj2ay6d 283 1 i i PRP cord-295028-vlj2ay6d 283 2 can can MD cord-295028-vlj2ay6d 283 3 be be VB cord-295028-vlj2ay6d 283 4 expressed express VBN cord-295028-vlj2ay6d 283 5 by by IN cord-295028-vlj2ay6d 283 6 The the DT cord-295028-vlj2ay6d 283 7 formulation formulation NN cord-295028-vlj2ay6d 283 8 of of IN cord-295028-vlj2ay6d 283 9 partial partial JJ cord-295028-vlj2ay6d 283 10 likelihood likelihood NN cord-295028-vlj2ay6d 283 11 function function NN cord-295028-vlj2ay6d 283 12 and and CC cord-295028-vlj2ay6d 283 13 details detail NNS cord-295028-vlj2ay6d 283 14 for for IN cord-295028-vlj2ay6d 283 15 obtaining obtain VBG cord-295028-vlj2ay6d 283 16 this this DT cord-295028-vlj2ay6d 283 17 function function NN cord-295028-vlj2ay6d 283 18 are be VBP cord-295028-vlj2ay6d 283 19 shown show VBN cord-295028-vlj2ay6d 283 20 in in IN cord-295028-vlj2ay6d 283 21 Appendix Appendix NNP cord-295028-vlj2ay6d 283 22 C. C. NNP cord-295028-vlj2ay6d 283 23 Based Based NNP cord-295028-vlj2ay6d 283 24 on on IN cord-295028-vlj2ay6d 283 25 Eq Eq NNP cord-295028-vlj2ay6d 283 26 . . . cord-295028-vlj2ay6d 284 1 ( ( -LRB- cord-295028-vlj2ay6d 284 2 8) 8) NNP cord-295028-vlj2ay6d 284 3 , , , cord-295028-vlj2ay6d 284 4 the the DT cord-295028-vlj2ay6d 284 5 full full JJ cord-295028-vlj2ay6d 284 6 likelihood likelihood NN cord-295028-vlj2ay6d 284 7 of of IN cord-295028-vlj2ay6d 284 8 the the DT cord-295028-vlj2ay6d 284 9 sample sample NN cord-295028-vlj2ay6d 284 10 data datum NNS cord-295028-vlj2ay6d 284 11 , , , cord-295028-vlj2ay6d 284 12 including include VBG cord-295028-vlj2ay6d 284 13 slot slot NN cord-295028-vlj2ay6d 284 14 bookings booking NNS cord-295028-vlj2ay6d 284 15 from from IN cord-295028-vlj2ay6d 284 16 all all PDT cord-295028-vlj2ay6d 284 17 the the DT cord-295028-vlj2ay6d 284 18 origin origin NN cord-295028-vlj2ay6d 284 19 countries country NNS cord-295028-vlj2ay6d 284 20 , , , cord-295028-vlj2ay6d 284 21 is be VBZ cord-295028-vlj2ay6d 284 22 the the DT cord-295028-vlj2ay6d 284 23 product product NN cord-295028-vlj2ay6d 284 24 of of IN cord-295028-vlj2ay6d 284 25 all all PDT cord-295028-vlj2ay6d 284 26 the the DT cord-295028-vlj2ay6d 284 27 partial partial JJ cord-295028-vlj2ay6d 284 28 likelihoods likelihood NNS cord-295028-vlj2ay6d 284 29 . . . cord-295028-vlj2ay6d 285 1 The the DT cord-295028-vlj2ay6d 285 2 logarithm logarithm NN cord-295028-vlj2ay6d 285 3 of of IN cord-295028-vlj2ay6d 285 4 the the DT cord-295028-vlj2ay6d 285 5 full full JJ cord-295028-vlj2ay6d 285 6 likelihood likelihood NN cord-295028-vlj2ay6d 285 7 function function NN cord-295028-vlj2ay6d 285 8 is be VBZ cord-295028-vlj2ay6d 285 9 given give VBN cord-295028-vlj2ay6d 285 10 by by IN cord-295028-vlj2ay6d 285 11 where where WRB cord-295028-vlj2ay6d 285 12 μ μ NN cord-295028-vlj2ay6d 285 13 is be VBZ cord-295028-vlj2ay6d 285 14 the the DT cord-295028-vlj2ay6d 285 15 vector vector NN cord-295028-vlj2ay6d 285 16 of of IN cord-295028-vlj2ay6d 285 17 parameters parameter NNS cord-295028-vlj2ay6d 285 18 in in IN cord-295028-vlj2ay6d 285 19 the the DT cord-295028-vlj2ay6d 285 20 baseline baseline JJ cord-295028-vlj2ay6d 285 21 hazard hazard NN cord-295028-vlj2ay6d 285 22 function function NN cord-295028-vlj2ay6d 285 23 λ λ NNP cord-295028-vlj2ay6d 285 24 0 0 NFP cord-295028-vlj2ay6d 285 25 ( ( -LRB- cord-295028-vlj2ay6d 285 26 t t NN cord-295028-vlj2ay6d 285 27 ) ) -RRB- cord-295028-vlj2ay6d 285 28 . . . cord-295028-vlj2ay6d 286 1 The the DT cord-295028-vlj2ay6d 286 2 detailed detailed JJ cord-295028-vlj2ay6d 286 3 formulation formulation NN cord-295028-vlj2ay6d 286 4 of of IN cord-295028-vlj2ay6d 286 5 Eq Eq NNP cord-295028-vlj2ay6d 286 6 . . . cord-295028-vlj2ay6d 287 1 ( ( -LRB- cord-295028-vlj2ay6d 287 2 9 9 LS cord-295028-vlj2ay6d 287 3 ) ) -RRB- cord-295028-vlj2ay6d 287 4 is be VBZ cord-295028-vlj2ay6d 287 5 shown show VBN cord-295028-vlj2ay6d 287 6 in in IN cord-295028-vlj2ay6d 287 7 Appendix Appendix NNP cord-295028-vlj2ay6d 287 8 C. C. NNP cord-295028-vlj2ay6d 288 1 The the DT cord-295028-vlj2ay6d 288 2 coefficients coefficient NNS cord-295028-vlj2ay6d 288 3 β β XX cord-295028-vlj2ay6d 288 4 , , , cord-295028-vlj2ay6d 288 5 the the DT cord-295028-vlj2ay6d 288 6 parameter parameter NN cord-295028-vlj2ay6d 288 7 for for IN cord-295028-vlj2ay6d 288 8 frailty frailty NN cord-295028-vlj2ay6d 288 9 term term NN cord-295028-vlj2ay6d 288 10 θ θ NN cord-295028-vlj2ay6d 288 11 , , , cord-295028-vlj2ay6d 288 12 and and CC cord-295028-vlj2ay6d 289 1 parameters parameter NNS cord-295028-vlj2ay6d 289 2 μ μ NN cord-295028-vlj2ay6d 289 3 are be VBP cord-295028-vlj2ay6d 289 4 all all DT cord-295028-vlj2ay6d 289 5 to to TO cord-295028-vlj2ay6d 289 6 be be VB cord-295028-vlj2ay6d 289 7 estimated estimate VBN cord-295028-vlj2ay6d 289 8 . . . cord-295028-vlj2ay6d 290 1 Thus thus RB cord-295028-vlj2ay6d 290 2 , , , cord-295028-vlj2ay6d 290 3 the the DT cord-295028-vlj2ay6d 290 4 maximum maximum JJ cord-295028-vlj2ay6d 290 5 likelihood likelihood NN cord-295028-vlj2ay6d 290 6 estimation estimation NN cord-295028-vlj2ay6d 290 7 problem problem NN cord-295028-vlj2ay6d 290 8 in in IN cord-295028-vlj2ay6d 290 9 this this DT cord-295028-vlj2ay6d 290 10 study study NN cord-295028-vlj2ay6d 290 11 can can MD cord-295028-vlj2ay6d 290 12 be be VB cord-295028-vlj2ay6d 290 13 defined define VBN cord-295028-vlj2ay6d 290 14 as as IN cord-295028-vlj2ay6d 290 15 follows follow VBZ cord-295028-vlj2ay6d 290 16 : : : cord-295028-vlj2ay6d 290 17 where where WRB cord-295028-vlj2ay6d 290 18 μ μ NNP cord-295028-vlj2ay6d 290 19 * * NFP cord-295028-vlj2ay6d 290 20 , , , cord-295028-vlj2ay6d 290 21 β β NNP cord-295028-vlj2ay6d 290 22 * * NFP cord-295028-vlj2ay6d 290 23 and and CC cord-295028-vlj2ay6d 290 24 θ θ NNP cord-295028-vlj2ay6d 290 25 * * NFP cord-295028-vlj2ay6d 290 26 are be VBP cord-295028-vlj2ay6d 290 27 the the DT cord-295028-vlj2ay6d 290 28 optimal optimal JJ cord-295028-vlj2ay6d 290 29 solutions solution NNS cord-295028-vlj2ay6d 290 30 . . . cord-295028-vlj2ay6d 291 1 Eq Eq NNP cord-295028-vlj2ay6d 291 2 . . . cord-295028-vlj2ay6d 292 1 ( ( -LRB- cord-295028-vlj2ay6d 292 2 10 10 CD cord-295028-vlj2ay6d 292 3 ) ) -RRB- cord-295028-vlj2ay6d 292 4 is be VBZ cord-295028-vlj2ay6d 292 5 an an DT cord-295028-vlj2ay6d 292 6 unconstrained unconstrained JJ cord-295028-vlj2ay6d 292 7 non non JJ cord-295028-vlj2ay6d 292 8 - - JJ cord-295028-vlj2ay6d 292 9 linear linear JJ cord-295028-vlj2ay6d 292 10 optimization optimization NN cord-295028-vlj2ay6d 292 11 problem problem NN cord-295028-vlj2ay6d 292 12 . . . cord-295028-vlj2ay6d 293 1 In in IN cord-295028-vlj2ay6d 293 2 the the DT cord-295028-vlj2ay6d 293 3 literature literature NN cord-295028-vlj2ay6d 293 4 on on IN cord-295028-vlj2ay6d 293 5 timeto timeto NN cord-295028-vlj2ay6d 293 6 - - HYPH cord-295028-vlj2ay6d 293 7 event event NN cord-295028-vlj2ay6d 293 8 models model NNS cord-295028-vlj2ay6d 293 9 , , , cord-295028-vlj2ay6d 293 10 a a DT cord-295028-vlj2ay6d 293 11 conventional conventional JJ cord-295028-vlj2ay6d 293 12 algorithm algorithm NN cord-295028-vlj2ay6d 293 13 to to TO cord-295028-vlj2ay6d 293 14 solve solve VB cord-295028-vlj2ay6d 293 15 this this DT cord-295028-vlj2ay6d 293 16 maximum maximum JJ cord-295028-vlj2ay6d 293 17 log log NN cord-295028-vlj2ay6d 293 18 - - HYPH cord-295028-vlj2ay6d 293 19 likelihood likelihood NN cord-295028-vlj2ay6d 293 20 problem problem NN cord-295028-vlj2ay6d 293 21 is be VBZ cord-295028-vlj2ay6d 293 22 the the DT cord-295028-vlj2ay6d 293 23 Levenberg Levenberg NNP cord-295028-vlj2ay6d 293 24 - - HYPH cord-295028-vlj2ay6d 293 25 Marquardt Marquardt NNP cord-295028-vlj2ay6d 293 26 algorithm algorithm NN cord-295028-vlj2ay6d 293 27 ( ( -LRB- cord-295028-vlj2ay6d 293 28 Hosmer Hosmer NNP cord-295028-vlj2ay6d 293 29 et et NNP cord-295028-vlj2ay6d 293 30 al al NNP cord-295028-vlj2ay6d 293 31 . . NNP cord-295028-vlj2ay6d 293 32 , , , cord-295028-vlj2ay6d 293 33 2011 2011 CD cord-295028-vlj2ay6d 293 34 ) ) -RRB- cord-295028-vlj2ay6d 293 35 . . . cord-295028-vlj2ay6d 294 1 However however RB cord-295028-vlj2ay6d 294 2 , , , cord-295028-vlj2ay6d 294 3 this this DT cord-295028-vlj2ay6d 294 4 algorithm algorithm NN cord-295028-vlj2ay6d 294 5 finds find VBZ cord-295028-vlj2ay6d 294 6 only only RB cord-295028-vlj2ay6d 294 7 a a DT cord-295028-vlj2ay6d 294 8 local local JJ cord-295028-vlj2ay6d 294 9 minimum minimum NN cord-295028-vlj2ay6d 294 10 , , , cord-295028-vlj2ay6d 294 11 which which WDT cord-295028-vlj2ay6d 294 12 is be VBZ cord-295028-vlj2ay6d 294 13 not not RB cord-295028-vlj2ay6d 294 14 necessarily necessarily RB cord-295028-vlj2ay6d 294 15 the the DT cord-295028-vlj2ay6d 294 16 global global JJ cord-295028-vlj2ay6d 294 17 minimum minimum NN cord-295028-vlj2ay6d 294 18 . . . cord-295028-vlj2ay6d 295 1 Therefore therefore RB cord-295028-vlj2ay6d 295 2 , , , cord-295028-vlj2ay6d 295 3 it -PRON- PRP cord-295028-vlj2ay6d 295 4 is be VBZ cord-295028-vlj2ay6d 295 5 interesting interesting JJ cord-295028-vlj2ay6d 295 6 to to TO cord-295028-vlj2ay6d 295 7 use use VB cord-295028-vlj2ay6d 295 8 a a DT cord-295028-vlj2ay6d 295 9 global global JJ cord-295028-vlj2ay6d 295 10 optimization optimization NN cord-295028-vlj2ay6d 295 11 technique technique NN cord-295028-vlj2ay6d 295 12 to to TO cord-295028-vlj2ay6d 295 13 find find VB cord-295028-vlj2ay6d 295 14 a a DT cord-295028-vlj2ay6d 295 15 better well JJR cord-295028-vlj2ay6d 295 16 solution solution NN cord-295028-vlj2ay6d 295 17 for for IN cord-295028-vlj2ay6d 295 18 the the DT cord-295028-vlj2ay6d 295 19 maximum maximum JJ cord-295028-vlj2ay6d 295 20 log log NN cord-295028-vlj2ay6d 295 21 - - HYPH cord-295028-vlj2ay6d 295 22 likelihood likelihood NN cord-295028-vlj2ay6d 295 23 problem problem NN cord-295028-vlj2ay6d 295 24 . . . cord-295028-vlj2ay6d 296 1 Under under IN cord-295028-vlj2ay6d 296 2 this this DT cord-295028-vlj2ay6d 296 3 consideration consideration NN cord-295028-vlj2ay6d 296 4 , , , cord-295028-vlj2ay6d 296 5 we -PRON- PRP cord-295028-vlj2ay6d 296 6 choose choose VBP cord-295028-vlj2ay6d 296 7 the the DT cord-295028-vlj2ay6d 296 8 basin basin NN cord-295028-vlj2ay6d 296 9 - - HYPH cord-295028-vlj2ay6d 296 10 hopping hopping NN cord-295028-vlj2ay6d 296 11 algorithm algorithm NN cord-295028-vlj2ay6d 296 12 to to TO cord-295028-vlj2ay6d 296 13 solve solve VB cord-295028-vlj2ay6d 296 14 the the DT cord-295028-vlj2ay6d 296 15 maximum maximum JJ cord-295028-vlj2ay6d 296 16 log log NN cord-295028-vlj2ay6d 296 17 - - HYPH cord-295028-vlj2ay6d 296 18 likelihood likelihood NN cord-295028-vlj2ay6d 296 19 problem problem NN cord-295028-vlj2ay6d 296 20 . . . cord-295028-vlj2ay6d 297 1 The the DT cord-295028-vlj2ay6d 297 2 basin basin NN cord-295028-vlj2ay6d 297 3 - - HYPH cord-295028-vlj2ay6d 297 4 hopping hopping NN cord-295028-vlj2ay6d 297 5 algorithm algorithm NN cord-295028-vlj2ay6d 297 6 is be VBZ cord-295028-vlj2ay6d 297 7 a a DT cord-295028-vlj2ay6d 297 8 stochastic stochastic JJ cord-295028-vlj2ay6d 297 9 global global JJ cord-295028-vlj2ay6d 297 10 optimization optimization NN cord-295028-vlj2ay6d 297 11 method method NN cord-295028-vlj2ay6d 297 12 that that WDT cord-295028-vlj2ay6d 297 13 tries try VBZ cord-295028-vlj2ay6d 297 14 to to TO cord-295028-vlj2ay6d 297 15 find find VB cord-295028-vlj2ay6d 297 16 the the DT cord-295028-vlj2ay6d 297 17 global global JJ cord-295028-vlj2ay6d 297 18 minimum minimum NN cord-295028-vlj2ay6d 297 19 of of IN cord-295028-vlj2ay6d 297 20 an an DT cord-295028-vlj2ay6d 297 21 objective objective JJ cord-295028-vlj2ay6d 297 22 function function NN cord-295028-vlj2ay6d 297 23 . . . cord-295028-vlj2ay6d 298 1 The the DT cord-295028-vlj2ay6d 298 2 idea idea NN cord-295028-vlj2ay6d 298 3 of of IN cord-295028-vlj2ay6d 298 4 this this DT cord-295028-vlj2ay6d 298 5 algorithm algorithm NN cord-295028-vlj2ay6d 298 6 is be VBZ cord-295028-vlj2ay6d 298 7 to to TO cord-295028-vlj2ay6d 298 8 search search VB cord-295028-vlj2ay6d 298 9 the the DT cord-295028-vlj2ay6d 298 10 global global JJ cord-295028-vlj2ay6d 298 11 minimum minimum NN cord-295028-vlj2ay6d 298 12 around around IN cord-295028-vlj2ay6d 298 13 a a DT cord-295028-vlj2ay6d 298 14 local local JJ cord-295028-vlj2ay6d 298 15 minimum minimum NN cord-295028-vlj2ay6d 298 16 . . . cord-295028-vlj2ay6d 299 1 In in IN cord-295028-vlj2ay6d 299 2 each each DT cord-295028-vlj2ay6d 299 3 iteration iteration NN cord-295028-vlj2ay6d 299 4 , , , cord-295028-vlj2ay6d 299 5 this this DT cord-295028-vlj2ay6d 299 6 algorithm algorithm NN cord-295028-vlj2ay6d 299 7 first first RB cord-295028-vlj2ay6d 299 8 chooses choose VBZ cord-295028-vlj2ay6d 299 9 a a DT cord-295028-vlj2ay6d 299 10 starting starting NN cord-295028-vlj2ay6d 299 11 point point NN cord-295028-vlj2ay6d 299 12 , , , cord-295028-vlj2ay6d 299 13 completes complete VBZ cord-295028-vlj2ay6d 299 14 a a DT cord-295028-vlj2ay6d 299 15 local local JJ cord-295028-vlj2ay6d 299 16 minimum minimum NN cord-295028-vlj2ay6d 299 17 , , , cord-295028-vlj2ay6d 299 18 and and CC cord-295028-vlj2ay6d 299 19 then then RB cord-295028-vlj2ay6d 299 20 applies apply VBZ cord-295028-vlj2ay6d 299 21 a a DT cord-295028-vlj2ay6d 299 22 random random JJ cord-295028-vlj2ay6d 299 23 perturbation perturbation NN cord-295028-vlj2ay6d 299 24 to to IN cord-295028-vlj2ay6d 299 25 the the DT cord-295028-vlj2ay6d 299 26 coordinates coordinate NNS cord-295028-vlj2ay6d 299 27 of of IN cord-295028-vlj2ay6d 299 28 the the DT cord-295028-vlj2ay6d 299 29 local local JJ cord-295028-vlj2ay6d 299 30 minimum minimum NN cord-295028-vlj2ay6d 299 31 to to TO cord-295028-vlj2ay6d 299 32 get get VB cord-295028-vlj2ay6d 299 33 the the DT cord-295028-vlj2ay6d 299 34 next next JJ cord-295028-vlj2ay6d 299 35 starting starting NN cord-295028-vlj2ay6d 299 36 point point NN cord-295028-vlj2ay6d 299 37 . . . cord-295028-vlj2ay6d 300 1 A a DT cord-295028-vlj2ay6d 300 2 detailed detailed JJ cord-295028-vlj2ay6d 300 3 description description NN cord-295028-vlj2ay6d 300 4 of of IN cord-295028-vlj2ay6d 300 5 the the DT cord-295028-vlj2ay6d 300 6 algorithm algorithm NN cord-295028-vlj2ay6d 300 7 can can MD cord-295028-vlj2ay6d 300 8 be be VB cord-295028-vlj2ay6d 300 9 found find VBN cord-295028-vlj2ay6d 300 10 in in IN cord-295028-vlj2ay6d 300 11 the the DT cord-295028-vlj2ay6d 300 12 study study NN cord-295028-vlj2ay6d 300 13 of of IN cord-295028-vlj2ay6d 300 14 Wales Wales NNP cord-295028-vlj2ay6d 300 15 and and CC cord-295028-vlj2ay6d 300 16 Doye Doye NNP cord-295028-vlj2ay6d 300 17 ( ( -LRB- cord-295028-vlj2ay6d 300 18 1997 1997 CD cord-295028-vlj2ay6d 300 19 ) ) -RRB- cord-295028-vlj2ay6d 300 20 . . . cord-295028-vlj2ay6d 301 1 With with IN cord-295028-vlj2ay6d 301 2 the the DT cord-295028-vlj2ay6d 301 3 parameters parameter NNS cord-295028-vlj2ay6d 301 4 estimated estimate VBN cord-295028-vlj2ay6d 301 5 by by IN cord-295028-vlj2ay6d 301 6 the the DT cord-295028-vlj2ay6d 301 7 maximum maximum JJ cord-295028-vlj2ay6d 301 8 log log NN cord-295028-vlj2ay6d 301 9 - - HYPH cord-295028-vlj2ay6d 301 10 likelihood likelihood NN cord-295028-vlj2ay6d 301 11 method method NN cord-295028-vlj2ay6d 301 12 , , , cord-295028-vlj2ay6d 301 13 the the DT cord-295028-vlj2ay6d 301 14 hazard hazard NN cord-295028-vlj2ay6d 301 15 function function NN cord-295028-vlj2ay6d 301 16 of of IN cord-295028-vlj2ay6d 301 17 TTCM TTCM NNP cord-295028-vlj2ay6d 301 18 can can MD cord-295028-vlj2ay6d 301 19 be be VB cord-295028-vlj2ay6d 301 20 expressed express VBN cord-295028-vlj2ay6d 301 21 by by IN cord-295028-vlj2ay6d 301 22 where where WRB cord-295028-vlj2ay6d 301 23 μ μ NNP cord-295028-vlj2ay6d 301 24 * * NFP cord-295028-vlj2ay6d 301 25 , , , cord-295028-vlj2ay6d 301 26 β β NNP cord-295028-vlj2ay6d 301 27 * * NFP cord-295028-vlj2ay6d 301 28 and and CC cord-295028-vlj2ay6d 301 29 θ θ NNP cord-295028-vlj2ay6d 301 30 * * NFP cord-295028-vlj2ay6d 301 31 are be VBP cord-295028-vlj2ay6d 301 32 the the DT cord-295028-vlj2ay6d 301 33 parameters parameter NNS cord-295028-vlj2ay6d 301 34 obtained obtain VBN cord-295028-vlj2ay6d 301 35 by by IN cord-295028-vlj2ay6d 301 36 solving solve VBG cord-295028-vlj2ay6d 301 37 the the DT cord-295028-vlj2ay6d 301 38 problem problem NN cord-295028-vlj2ay6d 301 39 , , , cord-295028-vlj2ay6d 301 40 and and CC cord-295028-vlj2ay6d 301 41 w w NN cord-295028-vlj2ay6d 301 42 ∧ ∧ NNP cord-295028-vlj2ay6d 301 43 i i PRP cord-295028-vlj2ay6d 301 44 is be VBZ cord-295028-vlj2ay6d 301 45 the the DT cord-295028-vlj2ay6d 301 46 estimated estimate VBN cord-295028-vlj2ay6d 301 47 frailty frailty NN cord-295028-vlj2ay6d 301 48 term term NN cord-295028-vlj2ay6d 301 49 . . . cord-295028-vlj2ay6d 302 1 Using use VBG cord-295028-vlj2ay6d 302 2 the the DT cord-295028-vlj2ay6d 302 3 estimated estimate VBN cord-295028-vlj2ay6d 302 4 θ θ NN cord-295028-vlj2ay6d 302 5 * * NFP cord-295028-vlj2ay6d 302 6 , , , cord-295028-vlj2ay6d 302 7 the the DT cord-295028-vlj2ay6d 302 8 frailty frailty NN cord-295028-vlj2ay6d 302 9 term term NN cord-295028-vlj2ay6d 302 10 w w NNP cord-295028-vlj2ay6d 302 11 i i PRP cord-295028-vlj2ay6d 302 12 can can MD cord-295028-vlj2ay6d 302 13 be be VB cord-295028-vlj2ay6d 302 14 estimated estimate VBN cord-295028-vlj2ay6d 302 15 using use VBG cord-295028-vlj2ay6d 302 16 a a DT cord-295028-vlj2ay6d 302 17 Bayes Bayes NNP cord-295028-vlj2ay6d 302 18 method method NN cord-295028-vlj2ay6d 302 19 ( ( -LRB- cord-295028-vlj2ay6d 302 20 Rueten Rueten NNP cord-295028-vlj2ay6d 302 21 - - HYPH cord-295028-vlj2ay6d 302 22 Budde Budde NNP cord-295028-vlj2ay6d 302 23 et et NNP cord-295028-vlj2ay6d 302 24 al al NNP cord-295028-vlj2ay6d 302 25 . . NNP cord-295028-vlj2ay6d 302 26 , , , cord-295028-vlj2ay6d 302 27 2019 2019 CD cord-295028-vlj2ay6d 302 28 ) ) -RRB- cord-295028-vlj2ay6d 302 29 . . . cord-295028-vlj2ay6d 303 1 With with IN cord-295028-vlj2ay6d 303 2 this this DT cord-295028-vlj2ay6d 303 3 estimated estimate VBN cord-295028-vlj2ay6d 303 4 hazard hazard NN cord-295028-vlj2ay6d 303 5 function function NN cord-295028-vlj2ay6d 303 6 , , , cord-295028-vlj2ay6d 303 7 the the DT cord-295028-vlj2ay6d 303 8 probability probability NN cord-295028-vlj2ay6d 303 9 that that IN cord-295028-vlj2ay6d 303 10 a a DT cord-295028-vlj2ay6d 303 11 booking booking NN cord-295028-vlj2ay6d 303 12 is be VBZ cord-295028-vlj2ay6d 303 13 cancelled cancel VBN cord-295028-vlj2ay6d 303 14 before before IN cord-295028-vlj2ay6d 303 15 the the DT cord-295028-vlj2ay6d 303 16 ship ship NN cord-295028-vlj2ay6d 303 17 departure departure NN cord-295028-vlj2ay6d 303 18 is be VBZ cord-295028-vlj2ay6d 303 19 equivalent equivalent JJ cord-295028-vlj2ay6d 303 20 to to IN cord-295028-vlj2ay6d 303 21 the the DT cord-295028-vlj2ay6d 303 22 probability probability NN cord-295028-vlj2ay6d 303 23 that that IN cord-295028-vlj2ay6d 303 24 the the DT cord-295028-vlj2ay6d 303 25 cancellation cancellation NN cord-295028-vlj2ay6d 303 26 event event NN cord-295028-vlj2ay6d 303 27 incurred incur VBN cord-295028-vlj2ay6d 303 28 before before IN cord-295028-vlj2ay6d 303 29 the the DT cord-295028-vlj2ay6d 303 30 departure departure NN cord-295028-vlj2ay6d 303 31 date date NN cord-295028-vlj2ay6d 303 32 , , , cord-295028-vlj2ay6d 303 33 namely namely RB cord-295028-vlj2ay6d 303 34 : : : cord-295028-vlj2ay6d 303 35 where where WRB cord-295028-vlj2ay6d 303 36 t t NNP cord-295028-vlj2ay6d 303 37 b b NNP cord-295028-vlj2ay6d 303 38 ij ij NNP cord-295028-vlj2ay6d 303 39 is be VBZ cord-295028-vlj2ay6d 303 40 the the DT cord-295028-vlj2ay6d 303 41 booking booking NN cord-295028-vlj2ay6d 303 42 time time NN cord-295028-vlj2ay6d 303 43 of of IN cord-295028-vlj2ay6d 303 44 a a DT cord-295028-vlj2ay6d 303 45 slot slot NN cord-295028-vlj2ay6d 303 46 booking booking NN cord-295028-vlj2ay6d 303 47 j j NNP cord-295028-vlj2ay6d 303 48 from from IN cord-295028-vlj2ay6d 303 49 origin origin NNP cord-295028-vlj2ay6d 303 50 country country NN cord-295028-vlj2ay6d 304 1 i i PRP cord-295028-vlj2ay6d 304 2 , , , cord-295028-vlj2ay6d 304 3 measured measure VBN cord-295028-vlj2ay6d 304 4 as as IN cord-295028-vlj2ay6d 304 5 the the DT cord-295028-vlj2ay6d 304 6 days day NNS cord-295028-vlj2ay6d 304 7 before before IN cord-295028-vlj2ay6d 304 8 ship ship NN cord-295028-vlj2ay6d 304 9 departure departure NN cord-295028-vlj2ay6d 304 10 , , , cord-295028-vlj2ay6d 304 11 and and CC cord-295028-vlj2ay6d 304 12 S S NNP cord-295028-vlj2ay6d 304 13 ij ij NNP cord-295028-vlj2ay6d 304 14 ( ( -LRB- cord-295028-vlj2ay6d 304 15 ⋅ ⋅ NN cord-295028-vlj2ay6d 304 16 ) ) -RRB- cord-295028-vlj2ay6d 304 17 is be VBZ cord-295028-vlj2ay6d 304 18 the the DT cord-295028-vlj2ay6d 304 19 survival survival NN cord-295028-vlj2ay6d 304 20 function function NN cord-295028-vlj2ay6d 304 21 . . . cord-295028-vlj2ay6d 305 1 T T NNP cord-295028-vlj2ay6d 305 2 ij ij NNP cord-295028-vlj2ay6d 305 3 is be VBZ cord-295028-vlj2ay6d 305 4 the the DT cord-295028-vlj2ay6d 305 5 random random JJ cord-295028-vlj2ay6d 305 6 variable variable NN cord-295028-vlj2ay6d 305 7 to to TO cord-295028-vlj2ay6d 305 8 describe describe VB cord-295028-vlj2ay6d 305 9 the the DT cord-295028-vlj2ay6d 305 10 TTC TTC NNP cord-295028-vlj2ay6d 305 11 of of IN cord-295028-vlj2ay6d 305 12 the the DT cord-295028-vlj2ay6d 305 13 booking booking NN cord-295028-vlj2ay6d 305 14 . . . cord-295028-vlj2ay6d 306 1 It -PRON- PRP cord-295028-vlj2ay6d 306 2 should should MD cord-295028-vlj2ay6d 306 3 be be VB cord-295028-vlj2ay6d 306 4 noted note VBN cord-295028-vlj2ay6d 306 5 that that IN cord-295028-vlj2ay6d 306 6 although although IN cord-295028-vlj2ay6d 306 7 this this DT cord-295028-vlj2ay6d 306 8 study study NN cord-295028-vlj2ay6d 306 9 only only RB cord-295028-vlj2ay6d 306 10 considers consider VBZ cord-295028-vlj2ay6d 306 11 the the DT cord-295028-vlj2ay6d 306 12 covariates covariate NNS cord-295028-vlj2ay6d 306 13 listed list VBN cord-295028-vlj2ay6d 306 14 in in IN cord-295028-vlj2ay6d 306 15 Table Table NNP cord-295028-vlj2ay6d 306 16 2 2 CD cord-295028-vlj2ay6d 306 17 , , , cord-295028-vlj2ay6d 306 18 the the DT cord-295028-vlj2ay6d 306 19 methodology methodology NN cord-295028-vlj2ay6d 306 20 is be VBZ cord-295028-vlj2ay6d 306 21 a a DT cord-295028-vlj2ay6d 306 22 general general JJ cord-295028-vlj2ay6d 306 23 one one NN cord-295028-vlj2ay6d 306 24 and and CC cord-295028-vlj2ay6d 306 25 can can MD cord-295028-vlj2ay6d 306 26 be be VB cord-295028-vlj2ay6d 306 27 used use VBN cord-295028-vlj2ay6d 306 28 for for IN cord-295028-vlj2ay6d 306 29 various various JJ cord-295028-vlj2ay6d 306 30 data data NN cord-295028-vlj2ay6d 306 31 sets set NNS cord-295028-vlj2ay6d 306 32 . . . cord-295028-vlj2ay6d 307 1 More More JJR cord-295028-vlj2ay6d 307 2 factors factor NNS cord-295028-vlj2ay6d 307 3 can can MD cord-295028-vlj2ay6d 307 4 be be VB cord-295028-vlj2ay6d 307 5 incorporated incorporate VBN cord-295028-vlj2ay6d 307 6 in in IN cord-295028-vlj2ay6d 307 7 the the DT cord-295028-vlj2ay6d 307 8 model model NN cord-295028-vlj2ay6d 307 9 development development NN cord-295028-vlj2ay6d 307 10 by by IN cord-295028-vlj2ay6d 307 11 extending extend VBG cord-295028-vlj2ay6d 307 12 the the DT cord-295028-vlj2ay6d 307 13 covariate covariate NN cord-295028-vlj2ay6d 307 14 vector vector NN cord-295028-vlj2ay6d 307 15 Z z NN cord-295028-vlj2ay6d 307 16 ij ij NN cord-295028-vlj2ay6d 307 17 and and CC cord-295028-vlj2ay6d 307 18 reestimating reestimating NNP cord-295028-vlj2ay6d 307 19 coefficients coefficient NNS cord-295028-vlj2ay6d 307 20 β β XX cord-295028-vlj2ay6d 307 21 * * NFP cord-295028-vlj2ay6d 307 22 , , , cord-295028-vlj2ay6d 307 23 e.g. e.g. RB cord-295028-vlj2ay6d 307 24 , , , cord-295028-vlj2ay6d 307 25 such such JJ cord-295028-vlj2ay6d 307 26 customer customer NN cord-295028-vlj2ay6d 307 27 information information NN cord-295028-vlj2ay6d 307 28 as as IN cord-295028-vlj2ay6d 307 29 customer customer NN cord-295028-vlj2ay6d 307 30 types type NNS cord-295028-vlj2ay6d 307 31 , , , cord-295028-vlj2ay6d 307 32 relationships relationship NNS cord-295028-vlj2ay6d 307 33 , , , cord-295028-vlj2ay6d 307 34 and and CC cord-295028-vlj2ay6d 307 35 sizes size NNS cord-295028-vlj2ay6d 307 36 can can MD cord-295028-vlj2ay6d 307 37 be be VB cord-295028-vlj2ay6d 307 38 included include VBN cord-295028-vlj2ay6d 307 39 in in IN cord-295028-vlj2ay6d 307 40 Z Z NNP cord-295028-vlj2ay6d 307 41 ij ij NN cord-295028-vlj2ay6d 307 42 of of IN cord-295028-vlj2ay6d 307 43 TTCM TTCM NNP cord-295028-vlj2ay6d 307 44 . . . cord-295028-vlj2ay6d 308 1 We -PRON- PRP cord-295028-vlj2ay6d 308 2 use use VBP cord-295028-vlj2ay6d 308 3 the the DT cord-295028-vlj2ay6d 308 4 real real JJ cord-295028-vlj2ay6d 308 5 slot slot NN cord-295028-vlj2ay6d 308 6 booking booking NN cord-295028-vlj2ay6d 308 7 data datum NNS cord-295028-vlj2ay6d 308 8 of of IN cord-295028-vlj2ay6d 308 9 an an DT cord-295028-vlj2ay6d 308 10 international international JJ cord-295028-vlj2ay6d 308 11 container container NN cord-295028-vlj2ay6d 308 12 shipping ship VBG cord-295028-vlj2ay6d 308 13 company company NN cord-295028-vlj2ay6d 308 14 to to TO cord-295028-vlj2ay6d 308 15 evaluate evaluate VB cord-295028-vlj2ay6d 308 16 the the DT cord-295028-vlj2ay6d 308 17 performance performance NN cord-295028-vlj2ay6d 308 18 of of IN cord-295028-vlj2ay6d 308 19 the the DT cord-295028-vlj2ay6d 308 20 developed develop VBN cord-295028-vlj2ay6d 308 21 model model NN cord-295028-vlj2ay6d 308 22 . . . cord-295028-vlj2ay6d 309 1 The the DT cord-295028-vlj2ay6d 309 2 data datum NNS cord-295028-vlj2ay6d 309 3 are be VBP cord-295028-vlj2ay6d 309 4 from from IN cord-295028-vlj2ay6d 309 5 the the DT cord-295028-vlj2ay6d 309 6 head head NN cord-295028-vlj2ay6d 309 7 - - HYPH cord-295028-vlj2ay6d 309 8 haul haul NN cord-295028-vlj2ay6d 309 9 ( ( -LRB- cord-295028-vlj2ay6d 309 10 westbound westbound JJ cord-295028-vlj2ay6d 309 11 ) ) -RRB- cord-295028-vlj2ay6d 309 12 transport transport NN cord-295028-vlj2ay6d 309 13 of of IN cord-295028-vlj2ay6d 309 14 the the DT cord-295028-vlj2ay6d 309 15 intercontinental intercontinental JJ cord-295028-vlj2ay6d 309 16 container container NN cord-295028-vlj2ay6d 309 17 shipping shipping NN cord-295028-vlj2ay6d 309 18 service service NN cord-295028-vlj2ay6d 309 19 from from IN cord-295028-vlj2ay6d 309 20 Asia Asia NNP cord-295028-vlj2ay6d 309 21 to to IN cord-295028-vlj2ay6d 309 22 Europe Europe NNP cord-295028-vlj2ay6d 309 23 as as IN cord-295028-vlj2ay6d 309 24 shown show VBN cord-295028-vlj2ay6d 309 25 in in IN cord-295028-vlj2ay6d 309 26 Fig Fig NNP cord-295028-vlj2ay6d 309 27 . . . cord-295028-vlj2ay6d 310 1 5 5 LS cord-295028-vlj2ay6d 310 2 . . . cord-295028-vlj2ay6d 311 1 Table table NN cord-295028-vlj2ay6d 311 2 3 3 CD cord-295028-vlj2ay6d 311 3 gives give VBZ cord-295028-vlj2ay6d 311 4 an an DT cord-295028-vlj2ay6d 311 5 overview overview NN cord-295028-vlj2ay6d 311 6 of of IN cord-295028-vlj2ay6d 311 7 the the DT cord-295028-vlj2ay6d 311 8 data datum NNS cord-295028-vlj2ay6d 311 9 collected collect VBN cord-295028-vlj2ay6d 311 10 for for IN cord-295028-vlj2ay6d 311 11 the the DT cord-295028-vlj2ay6d 311 12 case case NN cord-295028-vlj2ay6d 311 13 study study NN cord-295028-vlj2ay6d 311 14 . . . cord-295028-vlj2ay6d 312 1 It -PRON- PRP cord-295028-vlj2ay6d 312 2 can can MD cord-295028-vlj2ay6d 312 3 be be VB cord-295028-vlj2ay6d 312 4 seen see VBN cord-295028-vlj2ay6d 312 5 that that IN cord-295028-vlj2ay6d 312 6 the the DT cord-295028-vlj2ay6d 312 7 data datum NNS cord-295028-vlj2ay6d 312 8 cover cover VBP cord-295028-vlj2ay6d 312 9 the the DT cord-295028-vlj2ay6d 312 10 information information NN cord-295028-vlj2ay6d 312 11 of of IN cord-295028-vlj2ay6d 312 12 slot slot NN cord-295028-vlj2ay6d 312 13 bookings booking NNS cord-295028-vlj2ay6d 312 14 from from IN cord-295028-vlj2ay6d 312 15 May May NNP cord-295028-vlj2ay6d 312 16 10 10 CD cord-295028-vlj2ay6d 312 17 , , , cord-295028-vlj2ay6d 312 18 2016 2016 CD cord-295028-vlj2ay6d 312 19 to to IN cord-295028-vlj2ay6d 312 20 April April NNP cord-295028-vlj2ay6d 312 21 13 13 CD cord-295028-vlj2ay6d 312 22 , , , cord-295028-vlj2ay6d 312 23 2017 2017 CD cord-295028-vlj2ay6d 312 24 , , , cord-295028-vlj2ay6d 312 25 and and CC cord-295028-vlj2ay6d 312 26 contain contain VBP cord-295028-vlj2ay6d 312 27 15,684 15,684 CD cord-295028-vlj2ay6d 312 28 slot slot NN cord-295028-vlj2ay6d 312 29 booking booking NN cord-295028-vlj2ay6d 312 30 requests request NNS cord-295028-vlj2ay6d 312 31 with with IN cord-295028-vlj2ay6d 312 32 about about RB cord-295028-vlj2ay6d 312 33 26 26 CD cord-295028-vlj2ay6d 312 34 % % NN cord-295028-vlj2ay6d 312 35 of of IN cord-295028-vlj2ay6d 312 36 them -PRON- PRP cord-295028-vlj2ay6d 312 37 cancelled cancel VBD cord-295028-vlj2ay6d 312 38 or or CC cord-295028-vlj2ay6d 312 39 failed fail VBD cord-295028-vlj2ay6d 312 40 to to TO cord-295028-vlj2ay6d 312 41 show show VB cord-295028-vlj2ay6d 312 42 up up RP cord-295028-vlj2ay6d 312 43 . . . cord-295028-vlj2ay6d 313 1 The the DT cord-295028-vlj2ay6d 313 2 notation notation NN cord-295028-vlj2ay6d 313 3 of of IN cord-295028-vlj2ay6d 313 4 the the DT cord-295028-vlj2ay6d 313 5 covariates covariate NNS cord-295028-vlj2ay6d 313 6 and and CC cord-295028-vlj2ay6d 313 7 data datum NNS cord-295028-vlj2ay6d 313 8 used use VBN cord-295028-vlj2ay6d 313 9 in in IN cord-295028-vlj2ay6d 313 10 the the DT cord-295028-vlj2ay6d 313 11 model model NN cord-295028-vlj2ay6d 313 12 of of IN cord-295028-vlj2ay6d 313 13 this this DT cord-295028-vlj2ay6d 313 14 case case NN cord-295028-vlj2ay6d 313 15 study study NN cord-295028-vlj2ay6d 313 16 are be VBP cord-295028-vlj2ay6d 313 17 summarized summarize VBN cord-295028-vlj2ay6d 313 18 in in IN cord-295028-vlj2ay6d 313 19 Table Table NNP cord-295028-vlj2ay6d 313 20 4 4 CD cord-295028-vlj2ay6d 313 21 : : : cord-295028-vlj2ay6d 314 1 Table table NN cord-295028-vlj2ay6d 314 2 4 4 CD cord-295028-vlj2ay6d 314 3 is be VBZ cord-295028-vlj2ay6d 314 4 the the DT cord-295028-vlj2ay6d 314 5 lifetime lifetime NN cord-295028-vlj2ay6d 314 6 of of IN cord-295028-vlj2ay6d 314 7 the the DT cord-295028-vlj2ay6d 314 8 slot slot NN cord-295028-vlj2ay6d 314 9 booking booking NN cord-295028-vlj2ay6d 314 10 in in IN cord-295028-vlj2ay6d 314 11 the the DT cord-295028-vlj2ay6d 314 12 historical historical JJ cord-295028-vlj2ay6d 314 13 data datum NNS cord-295028-vlj2ay6d 314 14 which which WDT cord-295028-vlj2ay6d 314 15 is be VBZ cord-295028-vlj2ay6d 314 16 calculated calculate VBN cord-295028-vlj2ay6d 314 17 as as IN cord-295028-vlj2ay6d 314 18 the the DT cord-295028-vlj2ay6d 314 19 difference difference NN cord-295028-vlj2ay6d 314 20 between between IN cord-295028-vlj2ay6d 314 21 the the DT cord-295028-vlj2ay6d 314 22 slot slot NN cord-295028-vlj2ay6d 314 23 booking booking NN cord-295028-vlj2ay6d 314 24 time time NN cord-295028-vlj2ay6d 314 25 and and CC cord-295028-vlj2ay6d 314 26 cancellation cancellation NN cord-295028-vlj2ay6d 314 27 time time NN cord-295028-vlj2ay6d 314 28 . . . cord-295028-vlj2ay6d 315 1 α α NNP cord-295028-vlj2ay6d 315 2 ij ij NNP cord-295028-vlj2ay6d 315 3 is be VBZ cord-295028-vlj2ay6d 315 4 a a DT cord-295028-vlj2ay6d 315 5 binary binary JJ cord-295028-vlj2ay6d 315 6 parameter parameter NN cord-295028-vlj2ay6d 315 7 to to TO cord-295028-vlj2ay6d 315 8 indicate indicate VB cord-295028-vlj2ay6d 315 9 whether whether IN cord-295028-vlj2ay6d 315 10 the the DT cord-295028-vlj2ay6d 315 11 booking booking NN cord-295028-vlj2ay6d 315 12 is be VBZ cord-295028-vlj2ay6d 315 13 cancelled cancel VBN cord-295028-vlj2ay6d 315 14 ( ( -LRB- cord-295028-vlj2ay6d 315 15 α α NN cord-295028-vlj2ay6d 315 16 ij ij NN cord-295028-vlj2ay6d 315 17 = = SYM cord-295028-vlj2ay6d 315 18 1 1 CD cord-295028-vlj2ay6d 315 19 ) ) -RRB- cord-295028-vlj2ay6d 315 20 or or CC cord-295028-vlj2ay6d 315 21 not not RB cord-295028-vlj2ay6d 315 22 ( ( -LRB- cord-295028-vlj2ay6d 315 23 α α NN cord-295028-vlj2ay6d 315 24 ij ij NN cord-295028-vlj2ay6d 315 25 = = NN cord-295028-vlj2ay6d 315 26 0 0 CD cord-295028-vlj2ay6d 315 27 ) ) -RRB- cord-295028-vlj2ay6d 315 28 . . . cord-295028-vlj2ay6d 316 1 For for IN cord-295028-vlj2ay6d 316 2 this this DT cord-295028-vlj2ay6d 316 3 case case NN cord-295028-vlj2ay6d 316 4 study study NN cord-295028-vlj2ay6d 316 5 , , , cord-295028-vlj2ay6d 316 6 there there EX cord-295028-vlj2ay6d 316 7 are be VBP cord-295028-vlj2ay6d 316 8 10 10 CD cord-295028-vlj2ay6d 316 9 origin origin NN cord-295028-vlj2ay6d 316 10 countries country NNS cord-295028-vlj2ay6d 316 11 listed list VBN cord-295028-vlj2ay6d 316 12 in in IN cord-295028-vlj2ay6d 316 13 Table Table NNP cord-295028-vlj2ay6d 316 14 3 3 CD cord-295028-vlj2ay6d 316 15 . . . cord-295028-vlj2ay6d 317 1 Accordingly accordingly RB cord-295028-vlj2ay6d 317 2 , , , cord-295028-vlj2ay6d 317 3 there there EX cord-295028-vlj2ay6d 317 4 are be VBP cord-295028-vlj2ay6d 317 5 10 10 CD cord-295028-vlj2ay6d 317 6 frailty frailty NN cord-295028-vlj2ay6d 317 7 terms term NNS cord-295028-vlj2ay6d 317 8 w w NNP cord-295028-vlj2ay6d 317 9 i i NN cord-295028-vlj2ay6d 317 10 , , , cord-295028-vlj2ay6d 317 11 which which WDT cord-295028-vlj2ay6d 317 12 are be VBP cord-295028-vlj2ay6d 317 13 assumed assume VBN cord-295028-vlj2ay6d 317 14 to to TO cord-295028-vlj2ay6d 317 15 be be VB cord-295028-vlj2ay6d 317 16 i.i.d i.i.d JJ cord-295028-vlj2ay6d 317 17 . . . cord-295028-vlj2ay6d 318 1 random random JJ cord-295028-vlj2ay6d 318 2 variables variable NNS cord-295028-vlj2ay6d 318 3 following follow VBG cord-295028-vlj2ay6d 318 4 the the DT cord-295028-vlj2ay6d 318 5 gamma gamma NN cord-295028-vlj2ay6d 318 6 distribution distribution NN cord-295028-vlj2ay6d 318 7 as as IN cord-295028-vlj2ay6d 318 8 discussed discuss VBN cord-295028-vlj2ay6d 318 9 in in IN cord-295028-vlj2ay6d 318 10 Section section NN cord-295028-vlj2ay6d 318 11 3 3 CD cord-295028-vlj2ay6d 318 12 . . . cord-295028-vlj2ay6d 319 1 In in IN cord-295028-vlj2ay6d 319 2 addition addition NN cord-295028-vlj2ay6d 319 3 , , , cord-295028-vlj2ay6d 319 4 to to TO cord-295028-vlj2ay6d 319 5 assess assess VB cord-295028-vlj2ay6d 319 6 the the DT cord-295028-vlj2ay6d 319 7 effect effect NN cord-295028-vlj2ay6d 319 8 of of IN cord-295028-vlj2ay6d 319 9 frailty frailty NN cord-295028-vlj2ay6d 319 10 terms term NNS cord-295028-vlj2ay6d 319 11 , , , cord-295028-vlj2ay6d 319 12 we -PRON- PRP cord-295028-vlj2ay6d 319 13 also also RB cord-295028-vlj2ay6d 319 14 consider consider VBP cord-295028-vlj2ay6d 319 15 a a DT cord-295028-vlj2ay6d 319 16 model model NN cord-295028-vlj2ay6d 319 17 without without IN cord-295028-vlj2ay6d 319 18 frailty frailty NN cord-295028-vlj2ay6d 319 19 term term NN cord-295028-vlj2ay6d 319 20 but but CC cord-295028-vlj2ay6d 319 21 treat treat VB cord-295028-vlj2ay6d 319 22 the the DT cord-295028-vlj2ay6d 319 23 origin origin NN cord-295028-vlj2ay6d 319 24 country country NN cord-295028-vlj2ay6d 319 25 as as IN cord-295028-vlj2ay6d 319 26 indicator indicator NN cord-295028-vlj2ay6d 319 27 covariates covariate NNS cord-295028-vlj2ay6d 319 28 in in IN cord-295028-vlj2ay6d 319 29 Z Z NNP cord-295028-vlj2ay6d 319 30 ij ij NN cord-295028-vlj2ay6d 319 31 . . . cord-295028-vlj2ay6d 320 1 The the DT cord-295028-vlj2ay6d 320 2 CCFI ccfi JJ cord-295028-vlj2ay6d 320 3 data datum NNS cord-295028-vlj2ay6d 320 4 used use VBN cord-295028-vlj2ay6d 320 5 in in IN cord-295028-vlj2ay6d 320 6 this this DT cord-295028-vlj2ay6d 320 7 case case NN cord-295028-vlj2ay6d 320 8 study study NN cord-295028-vlj2ay6d 320 9 from from IN cord-295028-vlj2ay6d 320 10 May May NNP cord-295028-vlj2ay6d 320 11 10 10 CD cord-295028-vlj2ay6d 320 12 , , , cord-295028-vlj2ay6d 320 13 2016 2016 CD cord-295028-vlj2ay6d 320 14 to to IN cord-295028-vlj2ay6d 320 15 April April NNP cord-295028-vlj2ay6d 320 16 13 13 CD cord-295028-vlj2ay6d 320 17 , , , cord-295028-vlj2ay6d 320 18 2017 2017 CD cord-295028-vlj2ay6d 320 19 are be VBP cord-295028-vlj2ay6d 320 20 shown show VBN cord-295028-vlj2ay6d 320 21 in in IN cord-295028-vlj2ay6d 320 22 Fig Fig NNP cord-295028-vlj2ay6d 320 23 . . . cord-295028-vlj2ay6d 321 1 6 6 LS cord-295028-vlj2ay6d 321 2 . . . cord-295028-vlj2ay6d 322 1 To to TO cord-295028-vlj2ay6d 322 2 choose choose VB cord-295028-vlj2ay6d 322 3 the the DT cord-295028-vlj2ay6d 322 4 most most RBS cord-295028-vlj2ay6d 322 5 significant significant JJ cord-295028-vlj2ay6d 322 6 covariates covariate NNS cord-295028-vlj2ay6d 322 7 and and CC cord-295028-vlj2ay6d 322 8 the the DT cord-295028-vlj2ay6d 322 9 best good JJS cord-295028-vlj2ay6d 322 10 form form NN cord-295028-vlj2ay6d 322 11 of of IN cord-295028-vlj2ay6d 322 12 the the DT cord-295028-vlj2ay6d 322 13 baseline baseline JJ cord-295028-vlj2ay6d 322 14 hazard hazard NN cord-295028-vlj2ay6d 322 15 function function NN cord-295028-vlj2ay6d 322 16 , , , cord-295028-vlj2ay6d 322 17 we -PRON- PRP cord-295028-vlj2ay6d 322 18 test test VBP cord-295028-vlj2ay6d 322 19 the the DT cord-295028-vlj2ay6d 322 20 TTCM TTCM NNP cord-295028-vlj2ay6d 322 21 with with IN cord-295028-vlj2ay6d 322 22 all all PDT cord-295028-vlj2ay6d 322 23 the the DT cord-295028-vlj2ay6d 322 24 covariates covariate NNS cord-295028-vlj2ay6d 322 25 shown show VBN cord-295028-vlj2ay6d 322 26 in in IN cord-295028-vlj2ay6d 322 27 Table Table NNP cord-295028-vlj2ay6d 322 28 4 4 CD cord-295028-vlj2ay6d 322 29 , , , cord-295028-vlj2ay6d 322 30 and and CC cord-295028-vlj2ay6d 322 31 various various JJ cord-295028-vlj2ay6d 322 32 combinations combination NNS cord-295028-vlj2ay6d 322 33 of of IN cord-295028-vlj2ay6d 322 34 baseline baseline JJ cord-295028-vlj2ay6d 322 35 hazard hazard NN cord-295028-vlj2ay6d 322 36 functions function NNS cord-295028-vlj2ay6d 322 37 and and CC cord-295028-vlj2ay6d 322 38 frailty frailty NN cord-295028-vlj2ay6d 322 39 term term NN cord-295028-vlj2ay6d 322 40 . . . cord-295028-vlj2ay6d 323 1 We -PRON- PRP cord-295028-vlj2ay6d 323 2 randomly randomly RB cord-295028-vlj2ay6d 323 3 select select VBP cord-295028-vlj2ay6d 323 4 75 75 CD cord-295028-vlj2ay6d 323 5 % % NN cord-295028-vlj2ay6d 323 6 of of IN cord-295028-vlj2ay6d 323 7 the the DT cord-295028-vlj2ay6d 323 8 15 15 CD cord-295028-vlj2ay6d 323 9 , , , cord-295028-vlj2ay6d 323 10 684 684 CD cord-295028-vlj2ay6d 323 11 slot slot NN cord-295028-vlj2ay6d 323 12 booking booking NN cord-295028-vlj2ay6d 323 13 data datum NNS cord-295028-vlj2ay6d 323 14 to to TO cord-295028-vlj2ay6d 323 15 calibrate calibrate VB cord-295028-vlj2ay6d 323 16 models model NNS cord-295028-vlj2ay6d 323 17 and and CC cord-295028-vlj2ay6d 323 18 others other NNS cord-295028-vlj2ay6d 323 19 for for IN cord-295028-vlj2ay6d 323 20 evaluating evaluate VBG cord-295028-vlj2ay6d 323 21 their -PRON- PRP$ cord-295028-vlj2ay6d 323 22 performances performance NNS cord-295028-vlj2ay6d 323 23 . . . cord-295028-vlj2ay6d 324 1 Table table NN cord-295028-vlj2ay6d 324 2 5 5 CD cord-295028-vlj2ay6d 324 3 lists list VBZ cord-295028-vlj2ay6d 324 4 the the DT cord-295028-vlj2ay6d 324 5 covariates covariate NNS cord-295028-vlj2ay6d 324 6 and and CC cord-295028-vlj2ay6d 324 7 their -PRON- PRP$ cord-295028-vlj2ay6d 324 8 significance significance NN cord-295028-vlj2ay6d 324 9 testing testing NN cord-295028-vlj2ay6d 324 10 results result NNS cord-295028-vlj2ay6d 324 11 , , , cord-295028-vlj2ay6d 324 12 baseline baseline JJ cord-295028-vlj2ay6d 324 13 hazard hazard NN cord-295028-vlj2ay6d 324 14 functions function NNS cord-295028-vlj2ay6d 324 15 , , , cord-295028-vlj2ay6d 324 16 log log NN cord-295028-vlj2ay6d 324 17 - - HYPH cord-295028-vlj2ay6d 324 18 likelihood likelihood NN cord-295028-vlj2ay6d 324 19 , , , cord-295028-vlj2ay6d 324 20 and and CC cord-295028-vlj2ay6d 324 21 LCV LCV NNP cord-295028-vlj2ay6d 324 22 / / SYM cord-295028-vlj2ay6d 324 23 AIC AIC NNP cord-295028-vlj2ay6d 324 24 results result NNS cord-295028-vlj2ay6d 324 25 of of IN cord-295028-vlj2ay6d 324 26 the the DT cord-295028-vlj2ay6d 324 27 six six CD cord-295028-vlj2ay6d 324 28 models model NNS cord-295028-vlj2ay6d 324 29 under under IN cord-295028-vlj2ay6d 324 30 different different JJ cord-295028-vlj2ay6d 324 31 combinations combination NNS cord-295028-vlj2ay6d 324 32 of of IN cord-295028-vlj2ay6d 324 33 baseline baseline JJ cord-295028-vlj2ay6d 324 34 hazard hazard NN cord-295028-vlj2ay6d 324 35 function function NN cord-295028-vlj2ay6d 324 36 forms form NNS cord-295028-vlj2ay6d 324 37 and and CC cord-295028-vlj2ay6d 324 38 frailty frailty NN cord-295028-vlj2ay6d 324 39 term term NN cord-295028-vlj2ay6d 324 40 . . . cord-295028-vlj2ay6d 325 1 All all PDT cord-295028-vlj2ay6d 325 2 the the DT cord-295028-vlj2ay6d 325 3 possible possible JJ cord-295028-vlj2ay6d 325 4 models model NNS cord-295028-vlj2ay6d 325 5 are be VBP cord-295028-vlj2ay6d 325 6 calibrated calibrate VBN cord-295028-vlj2ay6d 325 7 using use VBG cord-295028-vlj2ay6d 325 8 the the DT cord-295028-vlj2ay6d 325 9 same same JJ cord-295028-vlj2ay6d 325 10 set set NN cord-295028-vlj2ay6d 325 11 of of IN cord-295028-vlj2ay6d 325 12 training training NN cord-295028-vlj2ay6d 325 13 data datum NNS cord-295028-vlj2ay6d 325 14 and and CC cord-295028-vlj2ay6d 325 15 compared compare VBN cord-295028-vlj2ay6d 325 16 by by IN cord-295028-vlj2ay6d 325 17 the the DT cord-295028-vlj2ay6d 325 18 criteria criterion NNS cord-295028-vlj2ay6d 325 19 of of IN cord-295028-vlj2ay6d 325 20 LCV LCV NNP cord-295028-vlj2ay6d 325 21 / / SYM cord-295028-vlj2ay6d 325 22 AIC AIC NNP cord-295028-vlj2ay6d 325 23 . . . cord-295028-vlj2ay6d 326 1 The the DT cord-295028-vlj2ay6d 326 2 smaller small JJR cord-295028-vlj2ay6d 326 3 LCV LCV NNP cord-295028-vlj2ay6d 326 4 / / SYM cord-295028-vlj2ay6d 326 5 AIC AIC NNP cord-295028-vlj2ay6d 326 6 indicates indicate VBZ cord-295028-vlj2ay6d 326 7 a a DT cord-295028-vlj2ay6d 326 8 better well JJR cord-295028-vlj2ay6d 326 9 model model NN cord-295028-vlj2ay6d 326 10 performance performance NN cord-295028-vlj2ay6d 326 11 ( ( -LRB- cord-295028-vlj2ay6d 326 12 Commenges Commenges NNP cord-295028-vlj2ay6d 326 13 et et NNP cord-295028-vlj2ay6d 326 14 al al NNP cord-295028-vlj2ay6d 326 15 . . NNP cord-295028-vlj2ay6d 326 16 , , , cord-295028-vlj2ay6d 326 17 2007 2007 CD cord-295028-vlj2ay6d 326 18 ) ) -RRB- cord-295028-vlj2ay6d 326 19 . . . cord-295028-vlj2ay6d 327 1 As as IN cord-295028-vlj2ay6d 327 2 shown show VBN cord-295028-vlj2ay6d 327 3 by by IN cord-295028-vlj2ay6d 327 4 Table Table NNP cord-295028-vlj2ay6d 327 5 5 5 CD cord-295028-vlj2ay6d 327 6 , , , cord-295028-vlj2ay6d 327 7 the the DT cord-295028-vlj2ay6d 327 8 LCV LCV NNP cord-295028-vlj2ay6d 327 9 / / SYM cord-295028-vlj2ay6d 327 10 AIC AIC NNP cord-295028-vlj2ay6d 327 11 for for IN cord-295028-vlj2ay6d 327 12 the the DT cord-295028-vlj2ay6d 327 13 models model NNS cord-295028-vlj2ay6d 327 14 with with IN cord-295028-vlj2ay6d 327 15 frailty frailty NN cord-295028-vlj2ay6d 327 16 are be VBP cord-295028-vlj2ay6d 327 17 all all RB cord-295028-vlj2ay6d 327 18 smaller small JJR cord-295028-vlj2ay6d 327 19 than than IN cord-295028-vlj2ay6d 327 20 the the DT cord-295028-vlj2ay6d 327 21 corresponding correspond VBG cord-295028-vlj2ay6d 327 22 models model NNS cord-295028-vlj2ay6d 327 23 without without IN cord-295028-vlj2ay6d 327 24 frailty frailty NN cord-295028-vlj2ay6d 327 25 . . . cord-295028-vlj2ay6d 328 1 Models model NNS cord-295028-vlj2ay6d 328 2 1 1 CD cord-295028-vlj2ay6d 328 3 , , , cord-295028-vlj2ay6d 328 4 3 3 CD cord-295028-vlj2ay6d 328 5 , , , cord-295028-vlj2ay6d 328 6 and and CC cord-295028-vlj2ay6d 328 7 5 5 CD cord-295028-vlj2ay6d 328 8 , , , cord-295028-vlj2ay6d 328 9 which which WDT cord-295028-vlj2ay6d 328 10 have have VBP cord-295028-vlj2ay6d 328 11 origin origin JJ cord-295028-vlj2ay6d 328 12 countries country NNS cord-295028-vlj2ay6d 328 13 as as IN cord-295028-vlj2ay6d 328 14 frailty frailty NN cord-295028-vlj2ay6d 328 15 terms term NNS cord-295028-vlj2ay6d 328 16 , , , cord-295028-vlj2ay6d 328 17 perform perform VB cord-295028-vlj2ay6d 328 18 better well JJR cord-295028-vlj2ay6d 328 19 than than IN cord-295028-vlj2ay6d 328 20 Models model NNS cord-295028-vlj2ay6d 328 21 2 2 CD cord-295028-vlj2ay6d 328 22 , , , cord-295028-vlj2ay6d 328 23 4 4 CD cord-295028-vlj2ay6d 328 24 , , , cord-295028-vlj2ay6d 328 25 and and CC cord-295028-vlj2ay6d 328 26 6 6 CD cord-295028-vlj2ay6d 328 27 , , , cord-295028-vlj2ay6d 328 28 considering consider VBG cord-295028-vlj2ay6d 328 29 origins origin NNS cord-295028-vlj2ay6d 328 30 as as IN cord-295028-vlj2ay6d 328 31 covariates covariate NNS cord-295028-vlj2ay6d 328 32 when when WRB cord-295028-vlj2ay6d 328 33 evaluated evaluate VBN cord-295028-vlj2ay6d 328 34 by by IN cord-295028-vlj2ay6d 328 35 either either DT cord-295028-vlj2ay6d 328 36 log log NN cord-295028-vlj2ay6d 328 37 - - HYPH cord-295028-vlj2ay6d 328 38 likelihood likelihood NN cord-295028-vlj2ay6d 328 39 or or CC cord-295028-vlj2ay6d 328 40 LCV LCV NNP cord-295028-vlj2ay6d 328 41 / / SYM cord-295028-vlj2ay6d 328 42 AIC AIC NNP cord-295028-vlj2ay6d 328 43 criteria criterion NNS cord-295028-vlj2ay6d 328 44 . . . cord-295028-vlj2ay6d 329 1 Therefore therefore RB cord-295028-vlj2ay6d 329 2 , , , cord-295028-vlj2ay6d 329 3 the the DT cord-295028-vlj2ay6d 329 4 TTCM TTCM NNP cord-295028-vlj2ay6d 329 5 with with IN cord-295028-vlj2ay6d 329 6 frailty frailty NN cord-295028-vlj2ay6d 329 7 factors factor NNS cord-295028-vlj2ay6d 329 8 developed develop VBN cord-295028-vlj2ay6d 329 9 in in IN cord-295028-vlj2ay6d 329 10 this this DT cord-295028-vlj2ay6d 329 11 study study NN cord-295028-vlj2ay6d 329 12 performs perform VBZ cord-295028-vlj2ay6d 329 13 better well JJR cord-295028-vlj2ay6d 329 14 than than IN cord-295028-vlj2ay6d 329 15 the the DT cord-295028-vlj2ay6d 329 16 conventional conventional JJ cord-295028-vlj2ay6d 329 17 proportional proportional JJ cord-295028-vlj2ay6d 329 18 hazard hazard NN cord-295028-vlj2ay6d 329 19 regression regression NN cord-295028-vlj2ay6d 329 20 models model NNS cord-295028-vlj2ay6d 329 21 used use VBN cord-295028-vlj2ay6d 329 22 by by IN cord-295028-vlj2ay6d 329 23 the the DT cord-295028-vlj2ay6d 329 24 existing exist VBG cord-295028-vlj2ay6d 329 25 studies study NNS cord-295028-vlj2ay6d 329 26 on on IN cord-295028-vlj2ay6d 329 27 the the DT cord-295028-vlj2ay6d 329 28 forecasting forecasting NN cord-295028-vlj2ay6d 329 29 of of IN cord-295028-vlj2ay6d 329 30 cancellations cancellation NNS cord-295028-vlj2ay6d 329 31 . . . cord-295028-vlj2ay6d 330 1 This this DT cord-295028-vlj2ay6d 330 2 implies imply VBZ cord-295028-vlj2ay6d 330 3 that that IN cord-295028-vlj2ay6d 330 4 the the DT cord-295028-vlj2ay6d 330 5 frailty frailty NN cord-295028-vlj2ay6d 330 6 model model NN cord-295028-vlj2ay6d 330 7 could could MD cord-295028-vlj2ay6d 330 8 effectively effectively RB cord-295028-vlj2ay6d 330 9 reflect reflect VB cord-295028-vlj2ay6d 330 10 the the DT cord-295028-vlj2ay6d 330 11 correlations correlation NNS cord-295028-vlj2ay6d 330 12 of of IN cord-295028-vlj2ay6d 330 13 the the DT cord-295028-vlj2ay6d 330 14 bookings booking NNS cord-295028-vlj2ay6d 330 15 within within IN cord-295028-vlj2ay6d 330 16 an an DT cord-295028-vlj2ay6d 330 17 origin origin NN cord-295028-vlj2ay6d 330 18 country country NN cord-295028-vlj2ay6d 330 19 , , , cord-295028-vlj2ay6d 330 20 which which WDT cord-295028-vlj2ay6d 330 21 is be VBZ cord-295028-vlj2ay6d 330 22 the the DT cord-295028-vlj2ay6d 330 23 special special JJ cord-295028-vlj2ay6d 330 24 market market NN cord-295028-vlj2ay6d 330 25 feature feature NN cord-295028-vlj2ay6d 330 26 in in IN cord-295028-vlj2ay6d 330 27 container container NN cord-295028-vlj2ay6d 330 28 shipping shipping NN cord-295028-vlj2ay6d 330 29 . . . cord-295028-vlj2ay6d 331 1 For for IN cord-295028-vlj2ay6d 331 2 the the DT cord-295028-vlj2ay6d 331 3 form form NN cord-295028-vlj2ay6d 331 4 of of IN cord-295028-vlj2ay6d 331 5 the the DT cord-295028-vlj2ay6d 331 6 baseline baseline JJ cord-295028-vlj2ay6d 331 7 hazard hazard NN cord-295028-vlj2ay6d 331 8 function function NN cord-295028-vlj2ay6d 331 9 , , , cord-295028-vlj2ay6d 331 10 Model Model NNP cord-295028-vlj2ay6d 331 11 1 1 CD cord-295028-vlj2ay6d 331 12 with with IN cord-295028-vlj2ay6d 331 13 M M NNP cord-295028-vlj2ay6d 331 14 - - HYPH cord-295028-vlj2ay6d 331 15 spline spline NNP cord-295028-vlj2ay6d 331 16 baseline baseline JJ cord-295028-vlj2ay6d 331 17 hazard hazard NN cord-295028-vlj2ay6d 331 18 function function NN cord-295028-vlj2ay6d 331 19 outperforms outperform VBZ cord-295028-vlj2ay6d 331 20 Model Model NNP cord-295028-vlj2ay6d 331 21 5 5 CD cord-295028-vlj2ay6d 331 22 with with IN cord-295028-vlj2ay6d 331 23 Weibull Weibull NNP cord-295028-vlj2ay6d 331 24 form form NN cord-295028-vlj2ay6d 331 25 and and CC cord-295028-vlj2ay6d 331 26 Model Model NNP cord-295028-vlj2ay6d 331 27 3 3 CD cord-295028-vlj2ay6d 331 28 with with IN cord-295028-vlj2ay6d 331 29 Bspline Bspline NNP cord-295028-vlj2ay6d 331 30 form form NN cord-295028-vlj2ay6d 331 31 . . . cord-295028-vlj2ay6d 332 1 Hence hence RB cord-295028-vlj2ay6d 332 2 , , , cord-295028-vlj2ay6d 332 3 we -PRON- PRP cord-295028-vlj2ay6d 332 4 select select VBP cord-295028-vlj2ay6d 332 5 Model Model NNP cord-295028-vlj2ay6d 332 6 1 1 CD cord-295028-vlj2ay6d 332 7 , , , cord-295028-vlj2ay6d 332 8 TTCM TTCM VBN cord-295028-vlj2ay6d 332 9 with with IN cord-295028-vlj2ay6d 332 10 frailty frailty NN cord-295028-vlj2ay6d 332 11 factor factor NN cord-295028-vlj2ay6d 332 12 and and CC cord-295028-vlj2ay6d 332 13 M M NNP cord-295028-vlj2ay6d 332 14 - - HYPH cord-295028-vlj2ay6d 332 15 spline spline NNP cord-295028-vlj2ay6d 332 16 baseline baseline JJ cord-295028-vlj2ay6d 332 17 hazard hazard NN cord-295028-vlj2ay6d 332 18 function function NN cord-295028-vlj2ay6d 332 19 , , , cord-295028-vlj2ay6d 332 20 to to TO cord-295028-vlj2ay6d 332 21 estimate estimate VB cord-295028-vlj2ay6d 332 22 the the DT cord-295028-vlj2ay6d 332 23 probability probability NN cord-295028-vlj2ay6d 332 24 of of IN cord-295028-vlj2ay6d 332 25 cancellation cancellation NN cord-295028-vlj2ay6d 332 26 in in IN cord-295028-vlj2ay6d 332 27 this this DT cord-295028-vlj2ay6d 332 28 case case NN cord-295028-vlj2ay6d 332 29 study study NN cord-295028-vlj2ay6d 332 30 . . . cord-295028-vlj2ay6d 333 1 For for IN cord-295028-vlj2ay6d 333 2 the the DT cord-295028-vlj2ay6d 333 3 selected select VBN cord-295028-vlj2ay6d 333 4 model model NN cord-295028-vlj2ay6d 333 5 , , , cord-295028-vlj2ay6d 333 6 the the DT cord-295028-vlj2ay6d 333 7 significance significance NN cord-295028-vlj2ay6d 333 8 test test NN cord-295028-vlj2ay6d 333 9 results result NNS cord-295028-vlj2ay6d 333 10 are be VBP cord-295028-vlj2ay6d 333 11 shown show VBN cord-295028-vlj2ay6d 333 12 in in IN cord-295028-vlj2ay6d 333 13 the the DT cord-295028-vlj2ay6d 333 14 second second JJ cord-295028-vlj2ay6d 333 15 column column NN cord-295028-vlj2ay6d 333 16 of of IN cord-295028-vlj2ay6d 333 17 Table Table NNP cord-295028-vlj2ay6d 333 18 5 5 CD cord-295028-vlj2ay6d 333 19 . . . cord-295028-vlj2ay6d 334 1 For for IN cord-295028-vlj2ay6d 334 2 the the DT cord-295028-vlj2ay6d 334 3 TTCM TTCM NNP cord-295028-vlj2ay6d 334 4 with with IN cord-295028-vlj2ay6d 334 5 M M NNP cord-295028-vlj2ay6d 334 6 - - HYPH cord-295028-vlj2ay6d 334 7 spline spline NN cord-295028-vlj2ay6d 334 8 function function NN cord-295028-vlj2ay6d 334 9 and and CC cord-295028-vlj2ay6d 334 10 frailty frailty NN cord-295028-vlj2ay6d 334 11 factor factor NN cord-295028-vlj2ay6d 334 12 , , , cord-295028-vlj2ay6d 334 13 as as IN cord-295028-vlj2ay6d 334 14 shown show VBN cord-295028-vlj2ay6d 334 15 by by IN cord-295028-vlj2ay6d 334 16 the the DT cord-295028-vlj2ay6d 334 17 first first JJ cord-295028-vlj2ay6d 334 18 row row NN cord-295028-vlj2ay6d 334 19 of of IN cord-295028-vlj2ay6d 334 20 Table Table NNP cord-295028-vlj2ay6d 334 21 5 5 CD cord-295028-vlj2ay6d 334 22 , , , cord-295028-vlj2ay6d 334 23 the the DT cord-295028-vlj2ay6d 334 24 voyage voyage NN cord-295028-vlj2ay6d 334 25 month month NN cord-295028-vlj2ay6d 334 26 ( ( -LRB- cord-295028-vlj2ay6d 334 27 i.e. i.e. FW cord-295028-vlj2ay6d 334 28 DP_M DP_M NNPS cord-295028-vlj2ay6d 334 29 ) ) -RRB- cord-295028-vlj2ay6d 334 30 and and CC cord-295028-vlj2ay6d 334 31 booking book VBG cord-295028-vlj2ay6d 334 32 month month NN cord-295028-vlj2ay6d 334 33 ( ( -LRB- cord-295028-vlj2ay6d 334 34 i.e. i.e. FW cord-295028-vlj2ay6d 334 35 BK_M bk_m FW cord-295028-vlj2ay6d 334 36 ) ) -RRB- cord-295028-vlj2ay6d 334 37 are be VBP cord-295028-vlj2ay6d 334 38 insignificant insignificant JJ cord-295028-vlj2ay6d 334 39 at at IN cord-295028-vlj2ay6d 334 40 the the DT cord-295028-vlj2ay6d 334 41 significant significant JJ cord-295028-vlj2ay6d 334 42 level level NN cord-295028-vlj2ay6d 334 43 of of IN cord-295028-vlj2ay6d 334 44 0.05 0.05 CD cord-295028-vlj2ay6d 334 45 . . . cord-295028-vlj2ay6d 335 1 Considering consider VBG cord-295028-vlj2ay6d 335 2 the the DT cord-295028-vlj2ay6d 335 3 correlations correlation NNS cord-295028-vlj2ay6d 335 4 between between IN cord-295028-vlj2ay6d 335 5 DP_M DP_M NNS cord-295028-vlj2ay6d 335 6 and and CC cord-295028-vlj2ay6d 335 7 BK_M BK_M NNP cord-295028-vlj2ay6d 335 8 , , , cord-295028-vlj2ay6d 335 9 we -PRON- PRP cord-295028-vlj2ay6d 335 10 eliminate eliminate VBP cord-295028-vlj2ay6d 335 11 the the DT cord-295028-vlj2ay6d 335 12 insignificant insignificant JJ cord-295028-vlj2ay6d 335 13 covariate covariate NN cord-295028-vlj2ay6d 335 14 , , , cord-295028-vlj2ay6d 335 15 DP_M DP_M NNS cord-295028-vlj2ay6d 335 16 , , , cord-295028-vlj2ay6d 335 17 from from IN cord-295028-vlj2ay6d 335 18 the the DT cord-295028-vlj2ay6d 335 19 model model NN cord-295028-vlj2ay6d 335 20 . . . cord-295028-vlj2ay6d 336 1 For for IN cord-295028-vlj2ay6d 336 2 covariate covariate NN cord-295028-vlj2ay6d 336 3 BK_M BK_M NNS cord-295028-vlj2ay6d 336 4 , , , cord-295028-vlj2ay6d 336 5 which which WDT cord-295028-vlj2ay6d 336 6 is be VBZ cord-295028-vlj2ay6d 336 7 a a DT cord-295028-vlj2ay6d 336 8 set set NN cord-295028-vlj2ay6d 336 9 of of IN cord-295028-vlj2ay6d 336 10 12 12 CD cord-295028-vlj2ay6d 336 11 indicator indicator NN cord-295028-vlj2ay6d 336 12 variables variable NNS cord-295028-vlj2ay6d 336 13 from from IN cord-295028-vlj2ay6d 336 14 January January NNP cord-295028-vlj2ay6d 336 15 to to IN cord-295028-vlj2ay6d 336 16 December December NNP cord-295028-vlj2ay6d 336 17 , , , cord-295028-vlj2ay6d 336 18 we -PRON- PRP cord-295028-vlj2ay6d 336 19 test test VBP cord-295028-vlj2ay6d 336 20 the the DT cord-295028-vlj2ay6d 336 21 significance significance NN cord-295028-vlj2ay6d 336 22 of of IN cord-295028-vlj2ay6d 336 23 the the DT cord-295028-vlj2ay6d 336 24 12 12 CD cord-295028-vlj2ay6d 336 25 indicators indicator NNS cord-295028-vlj2ay6d 336 26 and and CC cord-295028-vlj2ay6d 336 27 find find VB cord-295028-vlj2ay6d 336 28 that that IN cord-295028-vlj2ay6d 336 29 January January NNP cord-295028-vlj2ay6d 336 30 is be VBZ cord-295028-vlj2ay6d 336 31 the the DT cord-295028-vlj2ay6d 336 32 only only JJ cord-295028-vlj2ay6d 336 33 significant significant JJ cord-295028-vlj2ay6d 336 34 indicator indicator NN cord-295028-vlj2ay6d 336 35 variable variable NN cord-295028-vlj2ay6d 336 36 in in IN cord-295028-vlj2ay6d 336 37 all all PDT cord-295028-vlj2ay6d 336 38 the the DT cord-295028-vlj2ay6d 336 39 months month NNS cord-295028-vlj2ay6d 336 40 . . . cord-295028-vlj2ay6d 337 1 Thus thus RB cord-295028-vlj2ay6d 337 2 , , , cord-295028-vlj2ay6d 337 3 the the DT cord-295028-vlj2ay6d 337 4 indicator indicator NN cord-295028-vlj2ay6d 337 5 variable variable NN cord-295028-vlj2ay6d 337 6 " " '' cord-295028-vlj2ay6d 337 7 booked book VBN cord-295028-vlj2ay6d 337 8 in in IN cord-295028-vlj2ay6d 337 9 January January NNP cord-295028-vlj2ay6d 337 10 " " '' cord-295028-vlj2ay6d 337 11 is be VBZ cord-295028-vlj2ay6d 337 12 selected select VBN cord-295028-vlj2ay6d 337 13 as as IN cord-295028-vlj2ay6d 337 14 a a DT cord-295028-vlj2ay6d 337 15 covariate covariate NN cord-295028-vlj2ay6d 337 16 in in IN cord-295028-vlj2ay6d 337 17 the the DT cord-295028-vlj2ay6d 337 18 model model NN cord-295028-vlj2ay6d 337 19 with with IN cord-295028-vlj2ay6d 337 20 notation notation NN cord-295028-vlj2ay6d 337 21 BK_M_Jan bk_m_jan NN cord-295028-vlj2ay6d 337 22 . . . cord-295028-vlj2ay6d 338 1 Finally finally RB cord-295028-vlj2ay6d 338 2 , , , cord-295028-vlj2ay6d 338 3 we -PRON- PRP cord-295028-vlj2ay6d 338 4 select select VBP cord-295028-vlj2ay6d 338 5 the the DT cord-295028-vlj2ay6d 338 6 most most RBS cord-295028-vlj2ay6d 338 7 significant significant JJ cord-295028-vlj2ay6d 338 8 variables variable NNS cord-295028-vlj2ay6d 338 9 ( ( -LRB- cord-295028-vlj2ay6d 338 10 i.e. i.e. FW cord-295028-vlj2ay6d 338 11 BK_M_Jan bk_m_jan FW cord-295028-vlj2ay6d 338 12 , , , cord-295028-vlj2ay6d 338 13 BKTDP BKTDP NNP cord-295028-vlj2ay6d 338 14 , , , cord-295028-vlj2ay6d 338 15 BK_TEU BK_TEU NNP cord-295028-vlj2ay6d 338 16 , , , cord-295028-vlj2ay6d 338 17 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 338 18 , , , cord-295028-vlj2ay6d 338 19 CCFI CCFI NNP cord-295028-vlj2ay6d 338 20 , , , cord-295028-vlj2ay6d 338 21 FRT FRT NNP cord-295028-vlj2ay6d 338 22 , , , cord-295028-vlj2ay6d 338 23 and and CC cord-295028-vlj2ay6d 338 24 CST CST NNP cord-295028-vlj2ay6d 338 25 ) ) -RRB- cord-295028-vlj2ay6d 338 26 of of IN cord-295028-vlj2ay6d 338 27 the the DT cord-295028-vlj2ay6d 338 28 Model Model NNP cord-295028-vlj2ay6d 338 29 1 1 CD cord-295028-vlj2ay6d 338 30 in in IN cord-295028-vlj2ay6d 338 31 Table Table NNP cord-295028-vlj2ay6d 338 32 5 5 CD cord-295028-vlj2ay6d 338 33 , , , cord-295028-vlj2ay6d 338 34 and and CC cord-295028-vlj2ay6d 338 35 recalibrate recalibrate VB cord-295028-vlj2ay6d 338 36 the the DT cord-295028-vlj2ay6d 338 37 Model Model NNP cord-295028-vlj2ay6d 338 38 1 1 CD cord-295028-vlj2ay6d 338 39 with with IN cord-295028-vlj2ay6d 338 40 these these DT cord-295028-vlj2ay6d 338 41 significant significant JJ cord-295028-vlj2ay6d 338 42 covariates covariate NNS cord-295028-vlj2ay6d 338 43 . . . cord-295028-vlj2ay6d 339 1 Before before IN cord-295028-vlj2ay6d 339 2 the the DT cord-295028-vlj2ay6d 339 3 recalibration recalibration NN cord-295028-vlj2ay6d 339 4 , , , cord-295028-vlj2ay6d 339 5 we -PRON- PRP cord-295028-vlj2ay6d 339 6 validate validate VBP cord-295028-vlj2ay6d 339 7 that that IN cord-295028-vlj2ay6d 339 8 the the DT cord-295028-vlj2ay6d 339 9 proportional proportional JJ cord-295028-vlj2ay6d 339 10 hazard hazard NN cord-295028-vlj2ay6d 339 11 regression regression NN cord-295028-vlj2ay6d 339 12 model model NN cord-295028-vlj2ay6d 339 13 can can MD cord-295028-vlj2ay6d 339 14 be be VB cord-295028-vlj2ay6d 339 15 used use VBN cord-295028-vlj2ay6d 339 16 to to TO cord-295028-vlj2ay6d 339 17 model model VB cord-295028-vlj2ay6d 339 18 the the DT cord-295028-vlj2ay6d 339 19 data datum NNS cord-295028-vlj2ay6d 339 20 in in IN cord-295028-vlj2ay6d 339 21 this this DT cord-295028-vlj2ay6d 339 22 study study NN cord-295028-vlj2ay6d 339 23 . . . cord-295028-vlj2ay6d 340 1 We -PRON- PRP cord-295028-vlj2ay6d 340 2 first first RB cord-295028-vlj2ay6d 340 3 test test VBP cord-295028-vlj2ay6d 340 4 the the DT cord-295028-vlj2ay6d 340 5 assumption assumption NN cord-295028-vlj2ay6d 340 6 of of IN cord-295028-vlj2ay6d 340 7 proportional proportional JJ cord-295028-vlj2ay6d 340 8 hazard hazard NN cord-295028-vlj2ay6d 340 9 ( ( -LRB- cord-295028-vlj2ay6d 340 10 PH PH NNP cord-295028-vlj2ay6d 340 11 ) ) -RRB- cord-295028-vlj2ay6d 340 12 . . . cord-295028-vlj2ay6d 341 1 Readers reader NNS cord-295028-vlj2ay6d 341 2 interested interested JJ cord-295028-vlj2ay6d 341 3 in in IN cord-295028-vlj2ay6d 341 4 the the DT cord-295028-vlj2ay6d 341 5 statistical statistical JJ cord-295028-vlj2ay6d 341 6 test test NN cord-295028-vlj2ay6d 341 7 of of IN cord-295028-vlj2ay6d 341 8 pH pH NNP cord-295028-vlj2ay6d 341 9 assumption assumption NN cord-295028-vlj2ay6d 341 10 are be VBP cord-295028-vlj2ay6d 341 11 referred refer VBN cord-295028-vlj2ay6d 341 12 to to IN cord-295028-vlj2ay6d 341 13 the the DT cord-295028-vlj2ay6d 341 14 study study NN cord-295028-vlj2ay6d 341 15 by by IN cord-295028-vlj2ay6d 341 16 Grambsch Grambsch NNP cord-295028-vlj2ay6d 341 17 and and CC cord-295028-vlj2ay6d 341 18 Therneau Therneau NNP cord-295028-vlj2ay6d 341 19 ( ( -LRB- cord-295028-vlj2ay6d 341 20 1994 1994 CD cord-295028-vlj2ay6d 341 21 ) ) -RRB- cord-295028-vlj2ay6d 341 22 . . . cord-295028-vlj2ay6d 342 1 For for IN cord-295028-vlj2ay6d 342 2 all all PDT cord-295028-vlj2ay6d 342 3 the the DT cord-295028-vlj2ay6d 342 4 covariates covariate NNS cord-295028-vlj2ay6d 342 5 , , , cord-295028-vlj2ay6d 342 6 only only RB cord-295028-vlj2ay6d 342 7 the the DT cord-295028-vlj2ay6d 342 8 freight freight NN cord-295028-vlj2ay6d 342 9 rate rate NN cord-295028-vlj2ay6d 342 10 can can MD cord-295028-vlj2ay6d 342 11 not not RB cord-295028-vlj2ay6d 342 12 pass pass VB cord-295028-vlj2ay6d 342 13 the the DT cord-295028-vlj2ay6d 342 14 test test NN cord-295028-vlj2ay6d 342 15 of of IN cord-295028-vlj2ay6d 342 16 pH pH NNP cord-295028-vlj2ay6d 342 17 assumption assumption NN cord-295028-vlj2ay6d 342 18 . . . cord-295028-vlj2ay6d 343 1 Hence hence RB cord-295028-vlj2ay6d 343 2 , , , cord-295028-vlj2ay6d 343 3 the the DT cord-295028-vlj2ay6d 343 4 coefficient coefficient NN cord-295028-vlj2ay6d 343 5 of of IN cord-295028-vlj2ay6d 343 6 freight freight NN cord-295028-vlj2ay6d 343 7 rate rate NN cord-295028-vlj2ay6d 343 8 is be VBZ cord-295028-vlj2ay6d 343 9 interpreted interpret VBN cord-295028-vlj2ay6d 343 10 as as IN cord-295028-vlj2ay6d 343 11 " " `` cord-295028-vlj2ay6d 343 12 average average JJ cord-295028-vlj2ay6d 343 13 effects effect NNS cord-295028-vlj2ay6d 343 14 " " '' cord-295028-vlj2ay6d 343 15 of of IN cord-295028-vlj2ay6d 343 16 the the DT cord-295028-vlj2ay6d 343 17 covariates covariate NNS cord-295028-vlj2ay6d 343 18 ( ( -LRB- cord-295028-vlj2ay6d 343 19 Hinkle Hinkle NNP cord-295028-vlj2ay6d 343 20 et et NNP cord-295028-vlj2ay6d 343 21 al al NNP cord-295028-vlj2ay6d 343 22 . . NNP cord-295028-vlj2ay6d 343 23 , , , cord-295028-vlj2ay6d 343 24 2003 2003 CD cord-295028-vlj2ay6d 343 25 ) ) -RRB- cord-295028-vlj2ay6d 343 26 . . . cord-295028-vlj2ay6d 344 1 This this DT cord-295028-vlj2ay6d 344 2 average average JJ cord-295028-vlj2ay6d 344 3 effect effect NN cord-295028-vlj2ay6d 344 4 is be VBZ cord-295028-vlj2ay6d 344 5 sufficient sufficient JJ cord-295028-vlj2ay6d 344 6 to to TO cord-295028-vlj2ay6d 344 7 estimate estimate VB cord-295028-vlj2ay6d 344 8 the the DT cord-295028-vlj2ay6d 344 9 probability probability NN cord-295028-vlj2ay6d 344 10 of of IN cord-295028-vlj2ay6d 344 11 cancellation cancellation NN cord-295028-vlj2ay6d 344 12 , , , cord-295028-vlj2ay6d 344 13 as as IN cord-295028-vlj2ay6d 344 14 we -PRON- PRP cord-295028-vlj2ay6d 344 15 are be VBP cord-295028-vlj2ay6d 344 16 only only RB cord-295028-vlj2ay6d 344 17 concerned concern VBN cord-295028-vlj2ay6d 344 18 with with IN cord-295028-vlj2ay6d 344 19 whether whether IN cord-295028-vlj2ay6d 344 20 the the DT cord-295028-vlj2ay6d 344 21 TTC TTC NNP cord-295028-vlj2ay6d 344 22 exceeds exceed VBZ cord-295028-vlj2ay6d 344 23 the the DT cord-295028-vlj2ay6d 344 24 ship ship NN cord-295028-vlj2ay6d 344 25 's 's POS cord-295028-vlj2ay6d 344 26 departure departure NN cord-295028-vlj2ay6d 344 27 time time NN cord-295028-vlj2ay6d 344 28 and and CC cord-295028-vlj2ay6d 344 29 not not RB cord-295028-vlj2ay6d 344 30 with with IN cord-295028-vlj2ay6d 344 31 its -PRON- PRP$ cord-295028-vlj2ay6d 344 32 change change NN cord-295028-vlj2ay6d 344 33 over over IN cord-295028-vlj2ay6d 344 34 time time NN cord-295028-vlj2ay6d 344 35 . . . cord-295028-vlj2ay6d 345 1 The the DT cord-295028-vlj2ay6d 345 2 freight freight NN cord-295028-vlj2ay6d 345 3 rate rate NN cord-295028-vlj2ay6d 345 4 is be VBZ cord-295028-vlj2ay6d 345 5 kept keep VBN cord-295028-vlj2ay6d 345 6 as as IN cord-295028-vlj2ay6d 345 7 a a DT cord-295028-vlj2ay6d 345 8 covariate covariate NN cord-295028-vlj2ay6d 345 9 in in IN cord-295028-vlj2ay6d 345 10 the the DT cord-295028-vlj2ay6d 345 11 model model NN cord-295028-vlj2ay6d 345 12 since since IN cord-295028-vlj2ay6d 345 13 its -PRON- PRP$ cord-295028-vlj2ay6d 345 14 coefficient coefficient NN cord-295028-vlj2ay6d 345 15 is be VBZ cord-295028-vlj2ay6d 345 16 significant significant JJ cord-295028-vlj2ay6d 345 17 . . . cord-295028-vlj2ay6d 346 1 The the DT cord-295028-vlj2ay6d 346 2 second second JJ cord-295028-vlj2ay6d 346 3 test test NN cord-295028-vlj2ay6d 346 4 is be VBZ cord-295028-vlj2ay6d 346 5 the the DT cord-295028-vlj2ay6d 346 6 correlationship correlationship NN cord-295028-vlj2ay6d 346 7 of of IN cord-295028-vlj2ay6d 346 8 the the DT cord-295028-vlj2ay6d 346 9 covariates covariate NNS cord-295028-vlj2ay6d 346 10 because because IN cord-295028-vlj2ay6d 346 11 high high JJ cord-295028-vlj2ay6d 346 12 correlation correlation NN cord-295028-vlj2ay6d 346 13 can can MD cord-295028-vlj2ay6d 346 14 cause cause VB cord-295028-vlj2ay6d 346 15 multicollinearity multicollinearity NN cord-295028-vlj2ay6d 346 16 in in IN cord-295028-vlj2ay6d 346 17 survival survival NN cord-295028-vlj2ay6d 346 18 model model NN cord-295028-vlj2ay6d 346 19 . . . cord-295028-vlj2ay6d 347 1 Table table NN cord-295028-vlj2ay6d 347 2 6 6 CD cord-295028-vlj2ay6d 347 3 shows show VBZ cord-295028-vlj2ay6d 347 4 the the DT cord-295028-vlj2ay6d 347 5 correlation correlation NN cord-295028-vlj2ay6d 347 6 coefficients coefficient NNS cord-295028-vlj2ay6d 347 7 of of IN cord-295028-vlj2ay6d 347 8 the the DT cord-295028-vlj2ay6d 347 9 covariates covariate NNS cord-295028-vlj2ay6d 347 10 . . . cord-295028-vlj2ay6d 348 1 All all PDT cord-295028-vlj2ay6d 348 2 the the DT cord-295028-vlj2ay6d 348 3 correlation correlation NN cord-295028-vlj2ay6d 348 4 is be VBZ cord-295028-vlj2ay6d 348 5 negligible negligible JJ cord-295028-vlj2ay6d 348 6 except except IN cord-295028-vlj2ay6d 348 7 for for IN cord-295028-vlj2ay6d 348 8 that that DT cord-295028-vlj2ay6d 348 9 between between IN cord-295028-vlj2ay6d 348 10 BK_M_Jan bk_m_jan NN cord-295028-vlj2ay6d 348 11 and and CC cord-295028-vlj2ay6d 348 12 CCFI CCFI NNP cord-295028-vlj2ay6d 348 13 with with IN cord-295028-vlj2ay6d 348 14 a a DT cord-295028-vlj2ay6d 348 15 moderate moderate JJ cord-295028-vlj2ay6d 348 16 positive positive JJ cord-295028-vlj2ay6d 348 17 correlation correlation NN cord-295028-vlj2ay6d 348 18 at at IN cord-295028-vlj2ay6d 348 19 0.503 0.503 CD cord-295028-vlj2ay6d 348 20 . . . cord-295028-vlj2ay6d 349 1 This this DT cord-295028-vlj2ay6d 349 2 is be VBZ cord-295028-vlj2ay6d 349 3 not not RB cord-295028-vlj2ay6d 349 4 a a DT cord-295028-vlj2ay6d 349 5 high high JJ cord-295028-vlj2ay6d 349 6 correlation correlation NN cord-295028-vlj2ay6d 349 7 according accord VBG cord-295028-vlj2ay6d 349 8 to to IN cord-295028-vlj2ay6d 349 9 the the DT cord-295028-vlj2ay6d 349 10 rule rule NN cord-295028-vlj2ay6d 349 11 of of IN cord-295028-vlj2ay6d 349 12 thumb thumb NN cord-295028-vlj2ay6d 349 13 for for IN cord-295028-vlj2ay6d 349 14 interpreting interpret VBG cord-295028-vlj2ay6d 349 15 the the DT cord-295028-vlj2ay6d 349 16 size size NN cord-295028-vlj2ay6d 349 17 of of IN cord-295028-vlj2ay6d 349 18 a a DT cord-295028-vlj2ay6d 349 19 correlation correlation NN cord-295028-vlj2ay6d 349 20 coefficient coefficient NN cord-295028-vlj2ay6d 349 21 ( ( -LRB- cord-295028-vlj2ay6d 349 22 Hinkle Hinkle NNP cord-295028-vlj2ay6d 349 23 et et NNP cord-295028-vlj2ay6d 349 24 al al NNP cord-295028-vlj2ay6d 349 25 . . NNP cord-295028-vlj2ay6d 349 26 , , , cord-295028-vlj2ay6d 349 27 2003 2003 CD cord-295028-vlj2ay6d 349 28 ) ) -RRB- cord-295028-vlj2ay6d 349 29 . . . cord-295028-vlj2ay6d 350 1 As as IN cord-295028-vlj2ay6d 350 2 the the DT cord-295028-vlj2ay6d 350 3 correlation correlation NN cord-295028-vlj2ay6d 350 4 is be VBZ cord-295028-vlj2ay6d 350 5 moderate moderate JJ cord-295028-vlj2ay6d 350 6 and and CC cord-295028-vlj2ay6d 350 7 both both DT cord-295028-vlj2ay6d 350 8 of of IN cord-295028-vlj2ay6d 350 9 the the DT cord-295028-vlj2ay6d 350 10 two two CD cord-295028-vlj2ay6d 350 11 factors factor NNS cord-295028-vlj2ay6d 350 12 are be VBP cord-295028-vlj2ay6d 350 13 statistically statistically RB cord-295028-vlj2ay6d 350 14 significant significant JJ cord-295028-vlj2ay6d 350 15 , , , cord-295028-vlj2ay6d 350 16 we -PRON- PRP cord-295028-vlj2ay6d 350 17 decide decide VBP cord-295028-vlj2ay6d 350 18 to to TO cord-295028-vlj2ay6d 350 19 keep keep VB cord-295028-vlj2ay6d 350 20 these these DT cord-295028-vlj2ay6d 350 21 two two CD cord-295028-vlj2ay6d 350 22 Frailty Frailty NNP cord-295028-vlj2ay6d 350 23 : : : cord-295028-vlj2ay6d 350 24 YES yes UH cord-295028-vlj2ay6d 350 25 , , , cord-295028-vlj2ay6d 350 26 if if IN cord-295028-vlj2ay6d 350 27 origin origin NN cord-295028-vlj2ay6d 350 28 countries country NNS cord-295028-vlj2ay6d 350 29 as as IN cord-295028-vlj2ay6d 350 30 frailty frailty NN cord-295028-vlj2ay6d 350 31 term term NN cord-295028-vlj2ay6d 350 32 ; ; : cord-295028-vlj2ay6d 350 33 NO no UH cord-295028-vlj2ay6d 350 34 , , , cord-295028-vlj2ay6d 350 35 if if IN cord-295028-vlj2ay6d 350 36 origin origin NN cord-295028-vlj2ay6d 350 37 countries country NNS cord-295028-vlj2ay6d 350 38 as as IN cord-295028-vlj2ay6d 350 39 indicator indicator NN cord-295028-vlj2ay6d 350 40 variables variable NNS cord-295028-vlj2ay6d 350 41 in in IN cord-295028-vlj2ay6d 350 42 covariates covariate NNS cord-295028-vlj2ay6d 350 43 . . . cord-295028-vlj2ay6d 351 1 * * NFP cord-295028-vlj2ay6d 351 2 significant significant JJ cord-295028-vlj2ay6d 351 3 at at IN cord-295028-vlj2ay6d 351 4 level level NN cord-295028-vlj2ay6d 351 5 0.05 0.05 CD cord-295028-vlj2ay6d 351 6 . . . cord-295028-vlj2ay6d 352 1 The the DT cord-295028-vlj2ay6d 352 2 correlation correlation NN cord-295028-vlj2ay6d 352 3 coefficients coefficient NNS cord-295028-vlj2ay6d 352 4 of of IN cord-295028-vlj2ay6d 352 5 covariates covariate NNS cord-295028-vlj2ay6d 352 6 . . . cord-295028-vlj2ay6d 353 1 Fig Fig NNP cord-295028-vlj2ay6d 353 2 . . NNP cord-295028-vlj2ay6d 353 3 7 7 CD cord-295028-vlj2ay6d 353 4 . . . cord-295028-vlj2ay6d 354 1 Expected expect VBN cord-295028-vlj2ay6d 354 2 loaded load VBN cord-295028-vlj2ay6d 354 3 TEU TEU NNP cord-295028-vlj2ay6d 354 4 , , , cord-295028-vlj2ay6d 354 5 real real RB cord-295028-vlj2ay6d 354 6 loaded load VBN cord-295028-vlj2ay6d 354 7 TEU TEU NNP cord-295028-vlj2ay6d 354 8 , , , cord-295028-vlj2ay6d 354 9 and and CC cord-295028-vlj2ay6d 354 10 total total NN cord-295028-vlj2ay6d 354 11 booked book VBN cord-295028-vlj2ay6d 354 12 TEU TEU NNP cord-295028-vlj2ay6d 354 13 from from IN cord-295028-vlj2ay6d 354 14 different different JJ cord-295028-vlj2ay6d 354 15 origin origin NN cord-295028-vlj2ay6d 354 16 countries country NNS cord-295028-vlj2ay6d 354 17 . . . cord-295028-vlj2ay6d 355 1 factors factor NNS cord-295028-vlj2ay6d 355 2 . . . cord-295028-vlj2ay6d 356 1 It -PRON- PRP cord-295028-vlj2ay6d 356 2 should should MD cord-295028-vlj2ay6d 356 3 be be VB cord-295028-vlj2ay6d 356 4 noted note VBN cord-295028-vlj2ay6d 356 5 that that IN cord-295028-vlj2ay6d 356 6 the the DT cord-295028-vlj2ay6d 356 7 estimated estimate VBN cord-295028-vlj2ay6d 356 8 cancellation cancellation NN cord-295028-vlj2ay6d 356 9 probability probability NN cord-295028-vlj2ay6d 356 10 could could MD cord-295028-vlj2ay6d 356 11 be be VB cord-295028-vlj2ay6d 356 12 sensitive sensitive JJ cord-295028-vlj2ay6d 356 13 to to IN cord-295028-vlj2ay6d 356 14 the the DT cord-295028-vlj2ay6d 356 15 input input NN cord-295028-vlj2ay6d 356 16 data datum NNS cord-295028-vlj2ay6d 356 17 . . . cord-295028-vlj2ay6d 357 1 The the DT cord-295028-vlj2ay6d 357 2 tests test NNS cord-295028-vlj2ay6d 357 3 of of IN cord-295028-vlj2ay6d 357 4 significance significance NN cord-295028-vlj2ay6d 357 5 and and CC cord-295028-vlj2ay6d 357 6 correlationship correlationship NN cord-295028-vlj2ay6d 357 7 should should MD cord-295028-vlj2ay6d 357 8 be be VB cord-295028-vlj2ay6d 357 9 conducted conduct VBN cord-295028-vlj2ay6d 357 10 whenever whenever WRB cord-295028-vlj2ay6d 357 11 the the DT cord-295028-vlj2ay6d 357 12 input input NN cord-295028-vlj2ay6d 357 13 data datum NNS cord-295028-vlj2ay6d 357 14 are be VBP cord-295028-vlj2ay6d 357 15 updated update VBN cord-295028-vlj2ay6d 357 16 , , , cord-295028-vlj2ay6d 357 17 and and CC cord-295028-vlj2ay6d 357 18 the the DT cord-295028-vlj2ay6d 357 19 most most RBS cord-295028-vlj2ay6d 357 20 effective effective JJ cord-295028-vlj2ay6d 357 21 covariates covariate NNS cord-295028-vlj2ay6d 357 22 are be VBP cord-295028-vlj2ay6d 357 23 selected select VBN cord-295028-vlj2ay6d 357 24 . . . cord-295028-vlj2ay6d 358 1 We -PRON- PRP cord-295028-vlj2ay6d 358 2 use use VBP cord-295028-vlj2ay6d 358 3 the the DT cord-295028-vlj2ay6d 358 4 basin basin NN cord-295028-vlj2ay6d 358 5 - - HYPH cord-295028-vlj2ay6d 358 6 hopping hopping NN cord-295028-vlj2ay6d 358 7 algorithm algorithm NN cord-295028-vlj2ay6d 358 8 to to TO cord-295028-vlj2ay6d 358 9 solve solve VB cord-295028-vlj2ay6d 358 10 the the DT cord-295028-vlj2ay6d 358 11 maximum maximum JJ cord-295028-vlj2ay6d 358 12 log log NN cord-295028-vlj2ay6d 358 13 - - HYPH cord-295028-vlj2ay6d 358 14 likelihood likelihood NN cord-295028-vlj2ay6d 358 15 problem problem NN cord-295028-vlj2ay6d 358 16 , , , cord-295028-vlj2ay6d 358 17 and and CC cord-295028-vlj2ay6d 358 18 the the DT cord-295028-vlj2ay6d 358 19 estimated estimate VBN cord-295028-vlj2ay6d 358 20 parameters parameter NNS cord-295028-vlj2ay6d 358 21 / / SYM cord-295028-vlj2ay6d 358 22 coefficients coefficient NNS cord-295028-vlj2ay6d 358 23 are be VBP cord-295028-vlj2ay6d 358 24 presented present VBN cord-295028-vlj2ay6d 358 25 in in IN cord-295028-vlj2ay6d 358 26 Table Table NNP cord-295028-vlj2ay6d 358 27 7 7 CD cord-295028-vlj2ay6d 358 28 . . . cord-295028-vlj2ay6d 359 1 The the DT cord-295028-vlj2ay6d 359 2 implications implication NNS cord-295028-vlj2ay6d 359 3 of of IN cord-295028-vlj2ay6d 359 4 these these DT cord-295028-vlj2ay6d 359 5 parameters parameter NNS cord-295028-vlj2ay6d 359 6 will will MD cord-295028-vlj2ay6d 359 7 be be VB cord-295028-vlj2ay6d 359 8 discussed discuss VBN cord-295028-vlj2ay6d 359 9 in in IN cord-295028-vlj2ay6d 359 10 Section section NN cord-295028-vlj2ay6d 359 11 5 5 CD cord-295028-vlj2ay6d 359 12 . . . cord-295028-vlj2ay6d 360 1 Herein herein RB cord-295028-vlj2ay6d 360 2 , , , cord-295028-vlj2ay6d 360 3 we -PRON- PRP cord-295028-vlj2ay6d 360 4 will will MD cord-295028-vlj2ay6d 360 5 first first RB cord-295028-vlj2ay6d 360 6 use use VB cord-295028-vlj2ay6d 360 7 the the DT cord-295028-vlj2ay6d 360 8 calibrated calibrate VBN cord-295028-vlj2ay6d 360 9 parameters parameter NNS cord-295028-vlj2ay6d 360 10 shown show VBN cord-295028-vlj2ay6d 360 11 in in IN cord-295028-vlj2ay6d 360 12 Table Table NNP cord-295028-vlj2ay6d 360 13 7 7 CD cord-295028-vlj2ay6d 360 14 to to TO cord-295028-vlj2ay6d 360 15 validate validate VB cord-295028-vlj2ay6d 360 16 the the DT cord-295028-vlj2ay6d 360 17 developed develop VBN cord-295028-vlj2ay6d 360 18 model model NN cord-295028-vlj2ay6d 360 19 in in IN cord-295028-vlj2ay6d 360 20 estimating estimate VBG cord-295028-vlj2ay6d 360 21 the the DT cord-295028-vlj2ay6d 360 22 loaded load VBN cord-295028-vlj2ay6d 360 23 containers container NNS cord-295028-vlj2ay6d 360 24 for for IN cord-295028-vlj2ay6d 360 25 the the DT cord-295028-vlj2ay6d 360 26 container container NN cord-295028-vlj2ay6d 360 27 shipping shipping NN cord-295028-vlj2ay6d 360 28 service service NN cord-295028-vlj2ay6d 360 29 . . . cord-295028-vlj2ay6d 361 1 We -PRON- PRP cord-295028-vlj2ay6d 361 2 use use VBP cord-295028-vlj2ay6d 361 3 the the DT cord-295028-vlj2ay6d 361 4 predicted predict VBN cord-295028-vlj2ay6d 361 5 expected expect VBN cord-295028-vlj2ay6d 361 6 number number NN cord-295028-vlj2ay6d 361 7 of of IN cord-295028-vlj2ay6d 361 8 loaded loaded JJ cord-295028-vlj2ay6d 361 9 TEUs teu NNS cord-295028-vlj2ay6d 361 10 , , , cord-295028-vlj2ay6d 361 11 which which WDT cord-295028-vlj2ay6d 361 12 is be VBZ cord-295028-vlj2ay6d 361 13 the the DT cord-295028-vlj2ay6d 361 14 product product NN cord-295028-vlj2ay6d 361 15 of of IN cord-295028-vlj2ay6d 361 16 cancellation cancellation NN cord-295028-vlj2ay6d 361 17 probability probability NN cord-295028-vlj2ay6d 361 18 and and CC cord-295028-vlj2ay6d 361 19 booked book VBN cord-295028-vlj2ay6d 361 20 TEUs teu NNS cord-295028-vlj2ay6d 361 21 , , , cord-295028-vlj2ay6d 361 22 to to TO cord-295028-vlj2ay6d 361 23 evaluate evaluate VB cord-295028-vlj2ay6d 361 24 the the DT cord-295028-vlj2ay6d 361 25 performance performance NN cord-295028-vlj2ay6d 361 26 of of IN cord-295028-vlj2ay6d 361 27 TTCM TTCM NNP cord-295028-vlj2ay6d 361 28 ( ( -LRB- cord-295028-vlj2ay6d 361 29 Cox Cox NNP cord-295028-vlj2ay6d 361 30 1972 1972 CD cord-295028-vlj2ay6d 361 31 ) ) -RRB- cord-295028-vlj2ay6d 361 32 . . . cord-295028-vlj2ay6d 362 1 The the DT cord-295028-vlj2ay6d 362 2 probability probability NN cord-295028-vlj2ay6d 362 3 that that IN cord-295028-vlj2ay6d 362 4 the the DT cord-295028-vlj2ay6d 362 5 booking booking NN cord-295028-vlj2ay6d 362 6 is be VBZ cord-295028-vlj2ay6d 362 7 cancelled cancel VBN cord-295028-vlj2ay6d 362 8 before before IN cord-295028-vlj2ay6d 362 9 departure departure NN cord-295028-vlj2ay6d 362 10 date date NN cord-295028-vlj2ay6d 362 11 is be VBZ cord-295028-vlj2ay6d 362 12 estimated estimate VBN cord-295028-vlj2ay6d 362 13 by by IN cord-295028-vlj2ay6d 362 14 the the DT cord-295028-vlj2ay6d 362 15 model model NN cord-295028-vlj2ay6d 362 16 with with IN cord-295028-vlj2ay6d 362 17 parameters parameter NNS cord-295028-vlj2ay6d 362 18 in in IN cord-295028-vlj2ay6d 362 19 Table Table NNP cord-295028-vlj2ay6d 362 20 7 7 CD cord-295028-vlj2ay6d 362 21 . . . cord-295028-vlj2ay6d 363 1 According accord VBG cord-295028-vlj2ay6d 363 2 to to IN cord-295028-vlj2ay6d 363 3 Eq Eq NNP cord-295028-vlj2ay6d 363 4 . . . cord-295028-vlj2ay6d 364 1 ( ( -LRB- cord-295028-vlj2ay6d 364 2 12 12 CD cord-295028-vlj2ay6d 364 3 ) ) -RRB- cord-295028-vlj2ay6d 364 4 , , . cord-295028-vlj2ay6d 365 1 the the DT cord-295028-vlj2ay6d 365 2 expected expect VBN cord-295028-vlj2ay6d 365 3 loading load VBG cord-295028-vlj2ay6d 365 4 TEU TEU NNP cord-295028-vlj2ay6d 365 5 of of IN cord-295028-vlj2ay6d 365 6 slot slot NN cord-295028-vlj2ay6d 365 7 booking booking NN cord-295028-vlj2ay6d 365 8 i i PRP cord-295028-vlj2ay6d 365 9 of of IN cord-295028-vlj2ay6d 365 10 origin origin NNP cord-295028-vlj2ay6d 365 11 country country NN cord-295028-vlj2ay6d 365 12 j j NNP cord-295028-vlj2ay6d 365 13 can can MD cord-295028-vlj2ay6d 365 14 be be VB cord-295028-vlj2ay6d 365 15 calculated calculate VBN cord-295028-vlj2ay6d 365 16 by by IN cord-295028-vlj2ay6d 365 17 where where WRB cord-295028-vlj2ay6d 365 18 B B NNP cord-295028-vlj2ay6d 365 19 ij ij NNP cord-295028-vlj2ay6d 365 20 is be VBZ cord-295028-vlj2ay6d 365 21 the the DT cord-295028-vlj2ay6d 365 22 booked book VBN cord-295028-vlj2ay6d 365 23 TEU TEU NNP cord-295028-vlj2ay6d 365 24 of of IN cord-295028-vlj2ay6d 365 25 slot slot NN cord-295028-vlj2ay6d 365 26 booking booking NN cord-295028-vlj2ay6d 365 27 j j NNP cord-295028-vlj2ay6d 365 28 of of IN cord-295028-vlj2ay6d 365 29 origin origin NNP cord-295028-vlj2ay6d 365 30 country country NN cord-295028-vlj2ay6d 365 31 i i NNP cord-295028-vlj2ay6d 365 32 ; ; : cord-295028-vlj2ay6d 365 33 1 1 CD cord-295028-vlj2ay6d 365 34 − − NN cord-295028-vlj2ay6d 365 35 P p NN cord-295028-vlj2ay6d 365 36 is be VBZ cord-295028-vlj2ay6d 365 37 the the DT cord-295028-vlj2ay6d 365 38 probability probability NN cord-295028-vlj2ay6d 365 39 that that IN cord-295028-vlj2ay6d 365 40 the the DT cord-295028-vlj2ay6d 365 41 slot slot NN cord-295028-vlj2ay6d 365 42 booking booking NN cord-295028-vlj2ay6d 365 43 is be VBZ cord-295028-vlj2ay6d 365 44 not not RB cord-295028-vlj2ay6d 365 45 cancelled cancel VBN cord-295028-vlj2ay6d 365 46 , , , cord-295028-vlj2ay6d 365 47 and and CC cord-295028-vlj2ay6d 365 48 EL EL NNP cord-295028-vlj2ay6d 365 49 ij ij NNP cord-295028-vlj2ay6d 365 50 is be VBZ cord-295028-vlj2ay6d 365 51 the the DT cord-295028-vlj2ay6d 365 52 expected expect VBN cord-295028-vlj2ay6d 365 53 loaded load VBN cord-295028-vlj2ay6d 365 54 TEU TEU NNP cord-295028-vlj2ay6d 365 55 of of IN cord-295028-vlj2ay6d 365 56 this this DT cord-295028-vlj2ay6d 365 57 booking booking NN cord-295028-vlj2ay6d 365 58 ; ; : cord-295028-vlj2ay6d 365 59 Z Z NNP cord-295028-vlj2ay6d 365 60 ij ij NNP cord-295028-vlj2ay6d 365 61 is be VBZ cord-295028-vlj2ay6d 365 62 the the DT cord-295028-vlj2ay6d 365 63 vector vector NN cord-295028-vlj2ay6d 365 64 of of IN cord-295028-vlj2ay6d 365 65 covariates covariate NNS cord-295028-vlj2ay6d 365 66 of of IN cord-295028-vlj2ay6d 365 67 the the DT cord-295028-vlj2ay6d 365 68 booking booking NN cord-295028-vlj2ay6d 365 69 ; ; : cord-295028-vlj2ay6d 365 70 β β NNP cord-295028-vlj2ay6d 365 71 ∧ ∧ NNP cord-295028-vlj2ay6d 365 72 , , , cord-295028-vlj2ay6d 365 73 θ θ NNP cord-295028-vlj2ay6d 365 74 ∧ ∧ NNP cord-295028-vlj2ay6d 365 75 , , , cord-295028-vlj2ay6d 365 76 and and CC cord-295028-vlj2ay6d 365 77 μ μ NN cord-295028-vlj2ay6d 365 78 ∧ ∧ NNS cord-295028-vlj2ay6d 365 79 are be VBP cord-295028-vlj2ay6d 365 80 the the DT cord-295028-vlj2ay6d 365 81 estimated estimate VBN cord-295028-vlj2ay6d 365 82 parameters parameter NNS cord-295028-vlj2ay6d 365 83 in in IN cord-295028-vlj2ay6d 365 84 the the DT cord-295028-vlj2ay6d 365 85 TTCM TTCM NNP cord-295028-vlj2ay6d 365 86 . . . cord-295028-vlj2ay6d 366 1 We -PRON- PRP cord-295028-vlj2ay6d 366 2 use use VBP cord-295028-vlj2ay6d 366 3 the the DT cord-295028-vlj2ay6d 366 4 testing testing NN cord-295028-vlj2ay6d 366 5 data datum NNS cord-295028-vlj2ay6d 366 6 , , , cord-295028-vlj2ay6d 366 7 which which WDT cord-295028-vlj2ay6d 366 8 takes take VBZ cord-295028-vlj2ay6d 366 9 25 25 CD cord-295028-vlj2ay6d 366 10 % % NN cord-295028-vlj2ay6d 366 11 of of IN cord-295028-vlj2ay6d 366 12 the the DT cord-295028-vlj2ay6d 366 13 slot slot NN cord-295028-vlj2ay6d 366 14 booking booking NN cord-295028-vlj2ay6d 366 15 data datum NNS cord-295028-vlj2ay6d 366 16 , , , cord-295028-vlj2ay6d 366 17 to to TO cord-295028-vlj2ay6d 366 18 forecast forecast VB cord-295028-vlj2ay6d 366 19 the the DT cord-295028-vlj2ay6d 366 20 expected expect VBN cord-295028-vlj2ay6d 366 21 loaded load VBN cord-295028-vlj2ay6d 366 22 TEU TEU NNP cord-295028-vlj2ay6d 366 23 . . . cord-295028-vlj2ay6d 367 1 To to TO cord-295028-vlj2ay6d 367 2 illustrate illustrate VB cord-295028-vlj2ay6d 367 3 the the DT cord-295028-vlj2ay6d 367 4 estimated estimate VBN cord-295028-vlj2ay6d 367 5 loaded loaded JJ cord-295028-vlj2ay6d 367 6 containers container NNS cord-295028-vlj2ay6d 367 7 , , , cord-295028-vlj2ay6d 367 8 the the DT cord-295028-vlj2ay6d 367 9 slot slot NN cord-295028-vlj2ay6d 367 10 bookings booking NNS cord-295028-vlj2ay6d 367 11 are be VBP cord-295028-vlj2ay6d 367 12 aggregated aggregate VBN cord-295028-vlj2ay6d 367 13 by by IN cord-295028-vlj2ay6d 367 14 country country NN cord-295028-vlj2ay6d 367 15 as as IN cord-295028-vlj2ay6d 367 16 shown show VBN cord-295028-vlj2ay6d 367 17 in in IN cord-295028-vlj2ay6d 367 18 Fig Fig NNP cord-295028-vlj2ay6d 367 19 . . . cord-295028-vlj2ay6d 368 1 7 7 CD cord-295028-vlj2ay6d 368 2 and and CC cord-295028-vlj2ay6d 368 3 by by IN cord-295028-vlj2ay6d 368 4 voyage voyage NN cord-295028-vlj2ay6d 368 5 as as IN cord-295028-vlj2ay6d 368 6 shown show VBN cord-295028-vlj2ay6d 368 7 in in IN cord-295028-vlj2ay6d 368 8 Fig Fig NNP cord-295028-vlj2ay6d 368 9 . . . cord-295028-vlj2ay6d 369 1 8 8 CD cord-295028-vlj2ay6d 369 2 . . . cord-295028-vlj2ay6d 370 1 We -PRON- PRP cord-295028-vlj2ay6d 370 2 compare compare VBP cord-295028-vlj2ay6d 370 3 the the DT cord-295028-vlj2ay6d 370 4 estimated estimate VBN cord-295028-vlj2ay6d 370 5 loaded load VBN cord-295028-vlj2ay6d 370 6 TEU TEU NNP cord-295028-vlj2ay6d 370 7 with with IN cord-295028-vlj2ay6d 370 8 the the DT cord-295028-vlj2ay6d 370 9 real real RB cord-295028-vlj2ay6d 370 10 loaded load VBN cord-295028-vlj2ay6d 370 11 and and CC cord-295028-vlj2ay6d 370 12 booked book VBN cord-295028-vlj2ay6d 370 13 TEU TEU NNP cord-295028-vlj2ay6d 370 14 in in IN cord-295028-vlj2ay6d 370 15 these these DT cord-295028-vlj2ay6d 370 16 two two CD cord-295028-vlj2ay6d 370 17 figures figure NNS cord-295028-vlj2ay6d 370 18 , , , cord-295028-vlj2ay6d 370 19 and and CC cord-295028-vlj2ay6d 370 20 the the DT cord-295028-vlj2ay6d 370 21 error error NN cord-295028-vlj2ay6d 370 22 rate rate NN cord-295028-vlj2ay6d 370 23 is be VBZ cord-295028-vlj2ay6d 370 24 shown show VBN cord-295028-vlj2ay6d 370 25 by by IN cord-295028-vlj2ay6d 370 26 the the DT cord-295028-vlj2ay6d 370 27 lines line NNS cord-295028-vlj2ay6d 370 28 in in IN cord-295028-vlj2ay6d 370 29 Figs Figs NNP cord-295028-vlj2ay6d 370 30 . . . cord-295028-vlj2ay6d 371 1 7 7 CD cord-295028-vlj2ay6d 371 2 and and CC cord-295028-vlj2ay6d 371 3 8 8 CD cord-295028-vlj2ay6d 371 4 . . . cord-295028-vlj2ay6d 372 1 This this DT cord-295028-vlj2ay6d 372 2 error error NN cord-295028-vlj2ay6d 372 3 rate rate NN cord-295028-vlj2ay6d 372 4 is be VBZ cord-295028-vlj2ay6d 372 5 calculated calculate VBN cord-295028-vlj2ay6d 372 6 by by IN cord-295028-vlj2ay6d 372 7 where where WRB cord-295028-vlj2ay6d 372 8 k k NNP cord-295028-vlj2ay6d 372 9 are be VBP cord-295028-vlj2ay6d 372 10 the the DT cord-295028-vlj2ay6d 372 11 indexes index NNS cord-295028-vlj2ay6d 372 12 of of IN cord-295028-vlj2ay6d 372 13 groups group NNS cord-295028-vlj2ay6d 372 14 ( ( -LRB- cord-295028-vlj2ay6d 372 15 i.e. i.e. FW cord-295028-vlj2ay6d 372 16 origin origin JJ cord-295028-vlj2ay6d 372 17 countries country NNS cord-295028-vlj2ay6d 372 18 or or CC cord-295028-vlj2ay6d 372 19 voyages voyage NNS cord-295028-vlj2ay6d 372 20 ) ) -RRB- cord-295028-vlj2ay6d 372 21 , , , cord-295028-vlj2ay6d 372 22 and and CC cord-295028-vlj2ay6d 372 23 the the DT cord-295028-vlj2ay6d 372 24 G g NN cord-295028-vlj2ay6d 372 25 k k NN cord-295028-vlj2ay6d 372 26 is be VBZ cord-295028-vlj2ay6d 372 27 the the DT cord-295028-vlj2ay6d 372 28 set set NN cord-295028-vlj2ay6d 372 29 of of IN cord-295028-vlj2ay6d 372 30 bookings booking NNS cord-295028-vlj2ay6d 372 31 that that WDT cord-295028-vlj2ay6d 372 32 belong belong VBP cord-295028-vlj2ay6d 372 33 to to IN cord-295028-vlj2ay6d 372 34 a a DT cord-295028-vlj2ay6d 372 35 certain certain JJ cord-295028-vlj2ay6d 372 36 group group NN cord-295028-vlj2ay6d 372 37 k k NN cord-295028-vlj2ay6d 373 1 ; ; : cord-295028-vlj2ay6d 373 2 EL EL NNP cord-295028-vlj2ay6d 373 3 ij ij NNP cord-295028-vlj2ay6d 373 4 is be VBZ cord-295028-vlj2ay6d 373 5 the the DT cord-295028-vlj2ay6d 373 6 expected expect VBN cord-295028-vlj2ay6d 373 7 loaded load VBN cord-295028-vlj2ay6d 373 8 TEU TEU NNP cord-295028-vlj2ay6d 373 9 estimated estimate VBN cord-295028-vlj2ay6d 373 10 by by IN cord-295028-vlj2ay6d 373 11 the the DT cord-295028-vlj2ay6d 373 12 TTCM TTCM NNP cord-295028-vlj2ay6d 373 13 ; ; : cord-295028-vlj2ay6d 373 14 RL RL NNP cord-295028-vlj2ay6d 373 15 ij ij NNP cord-295028-vlj2ay6d 373 16 is be VBZ cord-295028-vlj2ay6d 373 17 the the DT cord-295028-vlj2ay6d 373 18 real real JJ cord-295028-vlj2ay6d 373 19 number number NN cord-295028-vlj2ay6d 373 20 of of IN cord-295028-vlj2ay6d 373 21 loaded load VBN cord-295028-vlj2ay6d 373 22 TEU TEU NNP cord-295028-vlj2ay6d 373 23 of of IN cord-295028-vlj2ay6d 373 24 the the DT cord-295028-vlj2ay6d 373 25 slot slot NN cord-295028-vlj2ay6d 373 26 booking booking NN cord-295028-vlj2ay6d 373 27 . . . cord-295028-vlj2ay6d 374 1 As as IN cord-295028-vlj2ay6d 374 2 shown show VBN cord-295028-vlj2ay6d 374 3 in in IN cord-295028-vlj2ay6d 374 4 Fig Fig NNP cord-295028-vlj2ay6d 374 5 . . . cord-295028-vlj2ay6d 375 1 7 7 CD cord-295028-vlj2ay6d 375 2 , , , cord-295028-vlj2ay6d 375 3 in in IN cord-295028-vlj2ay6d 375 4 the the DT cord-295028-vlj2ay6d 375 5 predicted predict VBN cord-295028-vlj2ay6d 375 6 loaded load VBN cord-295028-vlj2ay6d 375 7 TEU TEU NNP cord-295028-vlj2ay6d 375 8 of of IN cord-295028-vlj2ay6d 375 9 the the DT cord-295028-vlj2ay6d 375 10 10 10 CD cord-295028-vlj2ay6d 375 11 countries country NNS cord-295028-vlj2ay6d 375 12 , , , cord-295028-vlj2ay6d 375 13 9 9 CD cord-295028-vlj2ay6d 375 14 countries country NNS cord-295028-vlj2ay6d 375 15 have have VBP cord-295028-vlj2ay6d 375 16 error error NN cord-295028-vlj2ay6d 375 17 rates rate NNS cord-295028-vlj2ay6d 375 18 < < XX cord-295028-vlj2ay6d 375 19 20 20 CD cord-295028-vlj2ay6d 375 20 % % NN cord-295028-vlj2ay6d 375 21 , , , cord-295028-vlj2ay6d 375 22 and and CC cord-295028-vlj2ay6d 375 23 only only RB cord-295028-vlj2ay6d 375 24 one one CD cord-295028-vlj2ay6d 375 25 country country NN cord-295028-vlj2ay6d 375 26 ( ( -LRB- cord-295028-vlj2ay6d 375 27 i.e. i.e. FW cord-295028-vlj2ay6d 375 28 AU AU NNP cord-295028-vlj2ay6d 375 29 ) ) -RRB- cord-295028-vlj2ay6d 375 30 has have VBZ cord-295028-vlj2ay6d 375 31 a a DT cord-295028-vlj2ay6d 375 32 high high JJ cord-295028-vlj2ay6d 375 33 error error NN cord-295028-vlj2ay6d 375 34 rate rate NN cord-295028-vlj2ay6d 375 35 . . . cord-295028-vlj2ay6d 376 1 The the DT cord-295028-vlj2ay6d 376 2 average average JJ cord-295028-vlj2ay6d 376 3 error error NN cord-295028-vlj2ay6d 376 4 rate rate NN cord-295028-vlj2ay6d 376 5 is be VBZ cord-295028-vlj2ay6d 376 6 about about RB cord-295028-vlj2ay6d 376 7 10.6 10.6 CD cord-295028-vlj2ay6d 376 8 % % NN cord-295028-vlj2ay6d 376 9 . . . cord-295028-vlj2ay6d 377 1 Similarly similarly RB cord-295028-vlj2ay6d 377 2 , , , cord-295028-vlj2ay6d 377 3 the the DT cord-295028-vlj2ay6d 377 4 average average JJ cord-295028-vlj2ay6d 377 5 error error NN cord-295028-vlj2ay6d 377 6 rate rate NN cord-295028-vlj2ay6d 377 7 of of IN cord-295028-vlj2ay6d 377 8 the the DT cord-295028-vlj2ay6d 377 9 estimated estimate VBN cord-295028-vlj2ay6d 377 10 loaded load VBN cord-295028-vlj2ay6d 377 11 TEU TEU NNP cord-295028-vlj2ay6d 377 12 of of IN cord-295028-vlj2ay6d 377 13 the the DT cord-295028-vlj2ay6d 377 14 46 46 CD cord-295028-vlj2ay6d 377 15 voyages voyage NNS cord-295028-vlj2ay6d 377 16 in in IN cord-295028-vlj2ay6d 377 17 Fig Fig NNP cord-295028-vlj2ay6d 377 18 . . . cord-295028-vlj2ay6d 377 19 8 8 CD cord-295028-vlj2ay6d 377 20 is be VBZ cord-295028-vlj2ay6d 377 21 about about RB cord-295028-vlj2ay6d 377 22 12.6 12.6 CD cord-295028-vlj2ay6d 377 23 % % NN cord-295028-vlj2ay6d 377 24 , , , cord-295028-vlj2ay6d 377 25 which which WDT cord-295028-vlj2ay6d 377 26 shows show VBZ cord-295028-vlj2ay6d 377 27 the the DT cord-295028-vlj2ay6d 377 28 satisfactory satisfactory JJ cord-295028-vlj2ay6d 377 29 prediction prediction NN cord-295028-vlj2ay6d 377 30 power power NN cord-295028-vlj2ay6d 377 31 of of IN cord-295028-vlj2ay6d 377 32 the the DT cord-295028-vlj2ay6d 377 33 TTCM TTCM NNP cord-295028-vlj2ay6d 377 34 . . . cord-295028-vlj2ay6d 378 1 In in IN cord-295028-vlj2ay6d 378 2 other other JJ cord-295028-vlj2ay6d 378 3 words word NNS cord-295028-vlj2ay6d 378 4 , , , cord-295028-vlj2ay6d 378 5 the the DT cord-295028-vlj2ay6d 378 6 test test NN cord-295028-vlj2ay6d 378 7 data datum NNS cord-295028-vlj2ay6d 378 8 show show VBP cord-295028-vlj2ay6d 378 9 that that IN cord-295028-vlj2ay6d 378 10 the the DT cord-295028-vlj2ay6d 378 11 developed develop VBN cord-295028-vlj2ay6d 378 12 model model NN cord-295028-vlj2ay6d 378 13 is be VBZ cord-295028-vlj2ay6d 378 14 effective effective JJ cord-295028-vlj2ay6d 378 15 in in IN cord-295028-vlj2ay6d 378 16 estimating estimate VBG cord-295028-vlj2ay6d 378 17 the the DT cord-295028-vlj2ay6d 378 18 loaded load VBN cord-295028-vlj2ay6d 378 19 TEU TEU NNP cord-295028-vlj2ay6d 378 20 for for IN cord-295028-vlj2ay6d 378 21 shipping shipping NN cord-295028-vlj2ay6d 378 22 companies company NNS cord-295028-vlj2ay6d 378 23 in in IN cord-295028-vlj2ay6d 378 24 practice practice NN cord-295028-vlj2ay6d 378 25 . . . cord-295028-vlj2ay6d 379 1 Fig Fig NNP cord-295028-vlj2ay6d 379 2 . . NNP cord-295028-vlj2ay6d 379 3 8 8 CD cord-295028-vlj2ay6d 379 4 . . . cord-295028-vlj2ay6d 380 1 Expected expect VBN cord-295028-vlj2ay6d 380 2 loaded load VBN cord-295028-vlj2ay6d 380 3 TEU TEU NNP cord-295028-vlj2ay6d 380 4 , , , cord-295028-vlj2ay6d 380 5 real real RB cord-295028-vlj2ay6d 380 6 loaded load VBN cord-295028-vlj2ay6d 380 7 TEU TEU NNP cord-295028-vlj2ay6d 380 8 , , , cord-295028-vlj2ay6d 380 9 and and CC cord-295028-vlj2ay6d 380 10 total total NN cord-295028-vlj2ay6d 380 11 booked book VBN cord-295028-vlj2ay6d 380 12 TEU TEU NNP cord-295028-vlj2ay6d 380 13 from from IN cord-295028-vlj2ay6d 380 14 different different JJ cord-295028-vlj2ay6d 380 15 voyages voyage NNS cord-295028-vlj2ay6d 380 16 . . . cord-295028-vlj2ay6d 381 1 In in IN cord-295028-vlj2ay6d 381 2 this this DT cord-295028-vlj2ay6d 381 3 subsection subsection NN cord-295028-vlj2ay6d 381 4 , , , cord-295028-vlj2ay6d 381 5 we -PRON- PRP cord-295028-vlj2ay6d 381 6 will will MD cord-295028-vlj2ay6d 381 7 discuss discuss VB cord-295028-vlj2ay6d 381 8 the the DT cord-295028-vlj2ay6d 381 9 implications implication NNS cord-295028-vlj2ay6d 381 10 of of IN cord-295028-vlj2ay6d 381 11 the the DT cord-295028-vlj2ay6d 381 12 estimated estimate VBN cord-295028-vlj2ay6d 381 13 parameters parameter NNS cord-295028-vlj2ay6d 381 14 shown show VBN cord-295028-vlj2ay6d 381 15 in in IN cord-295028-vlj2ay6d 381 16 Table Table NNP cord-295028-vlj2ay6d 381 17 7 7 CD cord-295028-vlj2ay6d 381 18 , , , cord-295028-vlj2ay6d 381 19 and and CC cord-295028-vlj2ay6d 381 20 analyze analyze VB cord-295028-vlj2ay6d 381 21 the the DT cord-295028-vlj2ay6d 381 22 effects effect NNS cord-295028-vlj2ay6d 381 23 of of IN cord-295028-vlj2ay6d 381 24 the the DT cord-295028-vlj2ay6d 381 25 influential influential JJ cord-295028-vlj2ay6d 381 26 factors factor NNS cord-295028-vlj2ay6d 381 27 . . . cord-295028-vlj2ay6d 382 1 The the DT cord-295028-vlj2ay6d 382 2 frailty frailty NN cord-295028-vlj2ay6d 382 3 terms term NNS cord-295028-vlj2ay6d 382 4 are be VBP cord-295028-vlj2ay6d 382 5 the the DT cord-295028-vlj2ay6d 382 6 effective effective JJ cord-295028-vlj2ay6d 382 7 indicators indicator NNS cord-295028-vlj2ay6d 382 8 of of IN cord-295028-vlj2ay6d 382 9 the the DT cord-295028-vlj2ay6d 382 10 influence influence NN cord-295028-vlj2ay6d 382 11 of of IN cord-295028-vlj2ay6d 382 12 origin origin NN cord-295028-vlj2ay6d 382 13 countries country NNS cord-295028-vlj2ay6d 382 14 on on IN cord-295028-vlj2ay6d 382 15 the the DT cord-295028-vlj2ay6d 382 16 cancellation cancellation NN cord-295028-vlj2ay6d 382 17 probability probability NN cord-295028-vlj2ay6d 382 18 ( ( -LRB- cord-295028-vlj2ay6d 382 19 Rueten Rueten NNP cord-295028-vlj2ay6d 382 20 - - HYPH cord-295028-vlj2ay6d 382 21 Budde Budde NNP cord-295028-vlj2ay6d 382 22 et et NNP cord-295028-vlj2ay6d 382 23 al al NNP cord-295028-vlj2ay6d 382 24 . . NNP cord-295028-vlj2ay6d 382 25 , , , cord-295028-vlj2ay6d 382 26 2019 2019 CD cord-295028-vlj2ay6d 382 27 ) ) -RRB- cord-295028-vlj2ay6d 382 28 . . . cord-295028-vlj2ay6d 383 1 An an DT cord-295028-vlj2ay6d 383 2 origin origin NN cord-295028-vlj2ay6d 383 3 country country NN cord-295028-vlj2ay6d 383 4 with with IN cord-295028-vlj2ay6d 383 5 a a DT cord-295028-vlj2ay6d 383 6 higher high JJR cord-295028-vlj2ay6d 383 7 w w NN cord-295028-vlj2ay6d 383 8 ∧ ∧ NNP cord-295028-vlj2ay6d 383 9 i i PRP cord-295028-vlj2ay6d 383 10 indicates indicate VBZ cord-295028-vlj2ay6d 383 11 a a DT cord-295028-vlj2ay6d 383 12 high high JJ cord-295028-vlj2ay6d 383 13 risk risk NN cord-295028-vlj2ay6d 383 14 of of IN cord-295028-vlj2ay6d 383 15 cancellation cancellation NN cord-295028-vlj2ay6d 383 16 of of IN cord-295028-vlj2ay6d 383 17 the the DT cord-295028-vlj2ay6d 383 18 slot slot NN cord-295028-vlj2ay6d 383 19 bookings booking NNS cord-295028-vlj2ay6d 383 20 . . . cord-295028-vlj2ay6d 384 1 Table table NN cord-295028-vlj2ay6d 384 2 8 8 CD cord-295028-vlj2ay6d 384 3 shows show VBZ cord-295028-vlj2ay6d 384 4 the the DT cord-295028-vlj2ay6d 384 5 Bayesian bayesian JJ cord-295028-vlj2ay6d 384 6 estimations estimation NNS cord-295028-vlj2ay6d 384 7 of of IN cord-295028-vlj2ay6d 384 8 frailty frailty NN cord-295028-vlj2ay6d 384 9 terms term NNS cord-295028-vlj2ay6d 384 10 of of IN cord-295028-vlj2ay6d 384 11 the the DT cord-295028-vlj2ay6d 384 12 10 10 CD cord-295028-vlj2ay6d 384 13 origin origin NN cord-295028-vlj2ay6d 384 14 countries country NNS cord-295028-vlj2ay6d 384 15 / / SYM cord-295028-vlj2ay6d 384 16 regions region NNS cord-295028-vlj2ay6d 384 17 . . . cord-295028-vlj2ay6d 385 1 With with IN cord-295028-vlj2ay6d 385 2 the the DT cord-295028-vlj2ay6d 385 3 estimated estimate VBN cord-295028-vlj2ay6d 385 4 frailty frailty NN cord-295028-vlj2ay6d 385 5 values value NNS cord-295028-vlj2ay6d 385 6 , , , cord-295028-vlj2ay6d 385 7 the the DT cord-295028-vlj2ay6d 385 8 rank rank NN cord-295028-vlj2ay6d 385 9 of of IN cord-295028-vlj2ay6d 385 10 the the DT cord-295028-vlj2ay6d 385 11 origins origin NNS cord-295028-vlj2ay6d 385 12 in in IN cord-295028-vlj2ay6d 385 13 terms term NNS cord-295028-vlj2ay6d 385 14 of of IN cord-295028-vlj2ay6d 385 15 the the DT cord-295028-vlj2ay6d 385 16 slot slot NN cord-295028-vlj2ay6d 385 17 booking booking NN cord-295028-vlj2ay6d 385 18 cancellation cancellation NN cord-295028-vlj2ay6d 385 19 risk risk NN cord-295028-vlj2ay6d 385 20 can can MD cord-295028-vlj2ay6d 385 21 be be VB cord-295028-vlj2ay6d 385 22 obtained obtain VBN cord-295028-vlj2ay6d 385 23 : : : cord-295028-vlj2ay6d 385 24 the the DT cord-295028-vlj2ay6d 385 25 estimated estimate VBN cord-295028-vlj2ay6d 385 26 frailty frailty NN cord-295028-vlj2ay6d 385 27 term term NN cord-295028-vlj2ay6d 385 28 of of IN cord-295028-vlj2ay6d 385 29 AU AU NNP cord-295028-vlj2ay6d 385 30 is be VBZ cord-295028-vlj2ay6d 385 31 the the DT cord-295028-vlj2ay6d 385 32 smallest small JJS cord-295028-vlj2ay6d 385 33 in in IN cord-295028-vlj2ay6d 385 34 Table Table NNP cord-295028-vlj2ay6d 385 35 8 8 CD cord-295028-vlj2ay6d 385 36 , , , cord-295028-vlj2ay6d 385 37 indicating indicate VBG cord-295028-vlj2ay6d 385 38 that that IN cord-295028-vlj2ay6d 385 39 the the DT cord-295028-vlj2ay6d 385 40 slot slot NN cord-295028-vlj2ay6d 385 41 bookings booking NNS cord-295028-vlj2ay6d 385 42 from from IN cord-295028-vlj2ay6d 385 43 AU AU NNP cord-295028-vlj2ay6d 385 44 are be VBP cord-295028-vlj2ay6d 385 45 less less RBR cord-295028-vlj2ay6d 385 46 likely likely JJ cord-295028-vlj2ay6d 385 47 to to TO cord-295028-vlj2ay6d 385 48 be be VB cord-295028-vlj2ay6d 385 49 cancelled cancel VBN cord-295028-vlj2ay6d 385 50 than than IN cord-295028-vlj2ay6d 385 51 other other JJ cord-295028-vlj2ay6d 385 52 origins origin NNS cord-295028-vlj2ay6d 385 53 ; ; : cord-295028-vlj2ay6d 385 54 HK HK NNP cord-295028-vlj2ay6d 385 55 shows show VBZ cord-295028-vlj2ay6d 385 56 the the DT cord-295028-vlj2ay6d 385 57 highest high JJS cord-295028-vlj2ay6d 385 58 estimated estimate VBN cord-295028-vlj2ay6d 385 59 frailty frailty NN cord-295028-vlj2ay6d 385 60 at at IN cord-295028-vlj2ay6d 385 61 4.811 4.811 CD cord-295028-vlj2ay6d 385 62 , , , cord-295028-vlj2ay6d 385 63 and and CC cord-295028-vlj2ay6d 385 64 the the DT cord-295028-vlj2ay6d 385 65 slot slot NN cord-295028-vlj2ay6d 385 66 bookings booking NNS cord-295028-vlj2ay6d 385 67 from from IN cord-295028-vlj2ay6d 385 68 HK HK NNP cord-295028-vlj2ay6d 385 69 are be VBP cord-295028-vlj2ay6d 385 70 at at IN cord-295028-vlj2ay6d 385 71 the the DT cord-295028-vlj2ay6d 385 72 highest high JJS cord-295028-vlj2ay6d 385 73 risk risk NN cord-295028-vlj2ay6d 385 74 of of IN cord-295028-vlj2ay6d 385 75 being be VBG cord-295028-vlj2ay6d 385 76 cancelled cancel VBN cord-295028-vlj2ay6d 385 77 than than IN cord-295028-vlj2ay6d 385 78 that that DT cord-295028-vlj2ay6d 385 79 from from IN cord-295028-vlj2ay6d 385 80 other other JJ cord-295028-vlj2ay6d 385 81 origins origin NNS cord-295028-vlj2ay6d 385 82 . . . cord-295028-vlj2ay6d 386 1 The the DT cord-295028-vlj2ay6d 386 2 estimated estimate VBN cord-295028-vlj2ay6d 386 3 frailty frailty NN cord-295028-vlj2ay6d 386 4 of of IN cord-295028-vlj2ay6d 386 5 AU AU NNP cord-295028-vlj2ay6d 386 6 , , , cord-295028-vlj2ay6d 386 7 JP JP NNP cord-295028-vlj2ay6d 386 8 , , , cord-295028-vlj2ay6d 386 9 CN CN NNP cord-295028-vlj2ay6d 386 10 , , , cord-295028-vlj2ay6d 386 11 TH TH NNP cord-295028-vlj2ay6d 386 12 , , , cord-295028-vlj2ay6d 386 13 ID ID NNP cord-295028-vlj2ay6d 386 14 are be VBP cord-295028-vlj2ay6d 386 15 all all RB cord-295028-vlj2ay6d 386 16 below below IN cord-295028-vlj2ay6d 386 17 1 1 CD cord-295028-vlj2ay6d 386 18 implying imply VBG cord-295028-vlj2ay6d 386 19 that that IN cord-295028-vlj2ay6d 386 20 if if IN cord-295028-vlj2ay6d 386 21 a a DT cord-295028-vlj2ay6d 386 22 slot slot NN cord-295028-vlj2ay6d 386 23 booking booking NN cord-295028-vlj2ay6d 386 24 is be VBZ cord-295028-vlj2ay6d 386 25 from from IN cord-295028-vlj2ay6d 386 26 these these DT cord-295028-vlj2ay6d 386 27 origins origin NNS cord-295028-vlj2ay6d 386 28 , , , cord-295028-vlj2ay6d 386 29 the the DT cord-295028-vlj2ay6d 386 30 risk risk NN cord-295028-vlj2ay6d 386 31 of of IN cord-295028-vlj2ay6d 386 32 being be VBG cord-295028-vlj2ay6d 386 33 cancelled cancel VBN cord-295028-vlj2ay6d 386 34 will will MD cord-295028-vlj2ay6d 386 35 be be VB cord-295028-vlj2ay6d 386 36 reduced reduce VBN cord-295028-vlj2ay6d 386 37 when when WRB cord-295028-vlj2ay6d 386 38 other other JJ cord-295028-vlj2ay6d 386 39 influential influential JJ cord-295028-vlj2ay6d 386 40 factors factor NNS cord-295028-vlj2ay6d 386 41 are be VBP cord-295028-vlj2ay6d 386 42 the the DT cord-295028-vlj2ay6d 386 43 same same JJ cord-295028-vlj2ay6d 386 44 . . . cord-295028-vlj2ay6d 387 1 In in IN cord-295028-vlj2ay6d 387 2 comparison comparison NN cord-295028-vlj2ay6d 387 3 , , , cord-295028-vlj2ay6d 387 4 the the DT cord-295028-vlj2ay6d 387 5 frailty frailty NN cord-295028-vlj2ay6d 387 6 values value NNS cord-295028-vlj2ay6d 387 7 of of IN cord-295028-vlj2ay6d 387 8 origins origin NNS cord-295028-vlj2ay6d 387 9 PH PH NNP cord-295028-vlj2ay6d 387 10 , , , cord-295028-vlj2ay6d 387 11 SG SG NNP cord-295028-vlj2ay6d 387 12 , , , cord-295028-vlj2ay6d 387 13 BD BD NNP cord-295028-vlj2ay6d 387 14 , , , cord-295028-vlj2ay6d 387 15 VN VN NNP cord-295028-vlj2ay6d 387 16 , , , cord-295028-vlj2ay6d 387 17 and and CC cord-295028-vlj2ay6d 387 18 HK HK NNP cord-295028-vlj2ay6d 387 19 are be VBP cord-295028-vlj2ay6d 387 20 all all RB cord-295028-vlj2ay6d 387 21 larger large JJR cord-295028-vlj2ay6d 387 22 than than IN cord-295028-vlj2ay6d 387 23 1 1 CD cord-295028-vlj2ay6d 387 24 , , , cord-295028-vlj2ay6d 387 25 indicating indicate VBG cord-295028-vlj2ay6d 387 26 an an DT cord-295028-vlj2ay6d 387 27 increase increase NN cord-295028-vlj2ay6d 387 28 in in IN cord-295028-vlj2ay6d 387 29 the the DT cord-295028-vlj2ay6d 387 30 risk risk NN cord-295028-vlj2ay6d 387 31 of of IN cord-295028-vlj2ay6d 387 32 slot slot NN cord-295028-vlj2ay6d 387 33 booking booking NN cord-295028-vlj2ay6d 387 34 cancellation cancellation NN cord-295028-vlj2ay6d 387 35 . . . cord-295028-vlj2ay6d 388 1 The the DT cord-295028-vlj2ay6d 388 2 rank rank NN cord-295028-vlj2ay6d 388 3 of of IN cord-295028-vlj2ay6d 388 4 cancellation cancellation NN cord-295028-vlj2ay6d 388 5 risk risk NN cord-295028-vlj2ay6d 388 6 can can MD cord-295028-vlj2ay6d 388 7 assist assist VB cord-295028-vlj2ay6d 388 8 the the DT cord-295028-vlj2ay6d 388 9 container container NN cord-295028-vlj2ay6d 388 10 shipping ship VBG cord-295028-vlj2ay6d 388 11 companies company NNS cord-295028-vlj2ay6d 388 12 to to TO cord-295028-vlj2ay6d 388 13 adjust adjust VB cord-295028-vlj2ay6d 388 14 their -PRON- PRP$ cord-295028-vlj2ay6d 388 15 strategies strategy NNS cord-295028-vlj2ay6d 388 16 on on IN cord-295028-vlj2ay6d 388 17 customer customer NN cord-295028-vlj2ay6d 388 18 management management NN cord-295028-vlj2ay6d 388 19 and and CC cord-295028-vlj2ay6d 388 20 to to TO cord-295028-vlj2ay6d 388 21 pay pay VB cord-295028-vlj2ay6d 388 22 more more JJR cord-295028-vlj2ay6d 388 23 attention attention NN cord-295028-vlj2ay6d 388 24 to to IN cord-295028-vlj2ay6d 388 25 the the DT cord-295028-vlj2ay6d 388 26 origins origin NNS cord-295028-vlj2ay6d 388 27 with with IN cord-295028-vlj2ay6d 388 28 a a DT cord-295028-vlj2ay6d 388 29 high high JJ cord-295028-vlj2ay6d 388 30 risk risk NN cord-295028-vlj2ay6d 388 31 of of IN cord-295028-vlj2ay6d 388 32 slot slot NN cord-295028-vlj2ay6d 388 33 booking booking NN cord-295028-vlj2ay6d 388 34 cancellation cancellation NN cord-295028-vlj2ay6d 388 35 . . . cord-295028-vlj2ay6d 389 1 The the DT cord-295028-vlj2ay6d 389 2 effects effect NNS cord-295028-vlj2ay6d 389 3 of of IN cord-295028-vlj2ay6d 389 4 the the DT cord-295028-vlj2ay6d 389 5 covariates covariate NNS cord-295028-vlj2ay6d 389 6 ( ( -LRB- cord-295028-vlj2ay6d 389 7 i.e. i.e. FW cord-295028-vlj2ay6d 389 8 the the DT cord-295028-vlj2ay6d 389 9 influential influential JJ cord-295028-vlj2ay6d 389 10 factors factor NNS cord-295028-vlj2ay6d 389 11 ) ) -RRB- cord-295028-vlj2ay6d 389 12 can can MD cord-295028-vlj2ay6d 389 13 be be VB cord-295028-vlj2ay6d 389 14 evaluated evaluate VBN cord-295028-vlj2ay6d 389 15 by by IN cord-295028-vlj2ay6d 389 16 the the DT cord-295028-vlj2ay6d 389 17 coefficient coefficient NN cord-295028-vlj2ay6d 389 18 and and CC cord-295028-vlj2ay6d 389 19 hazard hazard NN cord-295028-vlj2ay6d 389 20 ratio ratio NN cord-295028-vlj2ay6d 389 21 ( ( -LRB- cord-295028-vlj2ay6d 389 22 HR hr NN cord-295028-vlj2ay6d 389 23 ) ) -RRB- cord-295028-vlj2ay6d 389 24 ( ( -LRB- cord-295028-vlj2ay6d 389 25 Cox Cox NNP cord-295028-vlj2ay6d 389 26 1972 1972 CD cord-295028-vlj2ay6d 389 27 ) ) -RRB- cord-295028-vlj2ay6d 389 28 . . . cord-295028-vlj2ay6d 390 1 The the DT cord-295028-vlj2ay6d 390 2 hazard hazard NN cord-295028-vlj2ay6d 390 3 ratio ratio NN cord-295028-vlj2ay6d 390 4 hr hr NN cord-295028-vlj2ay6d 390 5 = = SYM cord-295028-vlj2ay6d 390 6 e e NN cord-295028-vlj2ay6d 390 7 β β NN cord-295028-vlj2ay6d 390 8 is be VBZ cord-295028-vlj2ay6d 390 9 the the DT cord-295028-vlj2ay6d 390 10 increasing increase VBG cord-295028-vlj2ay6d 390 11 ratio ratio NN cord-295028-vlj2ay6d 390 12 of of IN cord-295028-vlj2ay6d 390 13 hazard hazard NN cord-295028-vlj2ay6d 390 14 when when WRB cord-295028-vlj2ay6d 390 15 raising raise VBG cord-295028-vlj2ay6d 390 16 the the DT cord-295028-vlj2ay6d 390 17 covariate covariate NN cord-295028-vlj2ay6d 390 18 which which WDT cord-295028-vlj2ay6d 390 19 has have VBZ cord-295028-vlj2ay6d 390 20 the the DT cord-295028-vlj2ay6d 390 21 coefficient coefficient NN cord-295028-vlj2ay6d 390 22 β β NN cord-295028-vlj2ay6d 390 23 . . . cord-295028-vlj2ay6d 391 1 This this DT cord-295028-vlj2ay6d 391 2 ratio ratio NN cord-295028-vlj2ay6d 391 3 can can MD cord-295028-vlj2ay6d 391 4 reflect reflect VB cord-295028-vlj2ay6d 391 5 the the DT cord-295028-vlj2ay6d 391 6 proportional proportional JJ cord-295028-vlj2ay6d 391 7 change change NN cord-295028-vlj2ay6d 391 8 of of IN cord-295028-vlj2ay6d 391 9 the the DT cord-295028-vlj2ay6d 391 10 hazard hazard NN cord-295028-vlj2ay6d 391 11 when when WRB cord-295028-vlj2ay6d 391 12 increase increase VB cord-295028-vlj2ay6d 391 13 the the DT cord-295028-vlj2ay6d 391 14 corresponding corresponding JJ cord-295028-vlj2ay6d 391 15 covariate covariate NN cord-295028-vlj2ay6d 391 16 by by IN cord-295028-vlj2ay6d 391 17 one one CD cord-295028-vlj2ay6d 391 18 unit unit NN cord-295028-vlj2ay6d 391 19 . . . cord-295028-vlj2ay6d 392 1 The the DT cord-295028-vlj2ay6d 392 2 hazard hazard NN cord-295028-vlj2ay6d 392 3 ratio ratio NN cord-295028-vlj2ay6d 392 4 of of IN cord-295028-vlj2ay6d 392 5 the the DT cord-295028-vlj2ay6d 392 6 covariates covariate NNS cord-295028-vlj2ay6d 392 7 is be VBZ cord-295028-vlj2ay6d 392 8 shown show VBN cord-295028-vlj2ay6d 392 9 in in IN cord-295028-vlj2ay6d 392 10 the the DT cord-295028-vlj2ay6d 392 11 second second JJ cord-295028-vlj2ay6d 392 12 column column NN cord-295028-vlj2ay6d 392 13 of of IN cord-295028-vlj2ay6d 392 14 Table Table NNP cord-295028-vlj2ay6d 392 15 7 7 CD cord-295028-vlj2ay6d 392 16 . . . cord-295028-vlj2ay6d 393 1 For for IN cord-295028-vlj2ay6d 393 2 the the DT cord-295028-vlj2ay6d 393 3 external external JJ cord-295028-vlj2ay6d 393 4 factors factor NNS cord-295028-vlj2ay6d 393 5 , , , cord-295028-vlj2ay6d 393 6 the the DT cord-295028-vlj2ay6d 393 7 coefficient coefficient NN cord-295028-vlj2ay6d 393 8 of of IN cord-295028-vlj2ay6d 393 9 CCFI CCFI NNP cord-295028-vlj2ay6d 393 10 is be VBZ cord-295028-vlj2ay6d 393 11 negative negative JJ cord-295028-vlj2ay6d 393 12 , , , cord-295028-vlj2ay6d 393 13 which which WDT cord-295028-vlj2ay6d 393 14 means mean VBZ cord-295028-vlj2ay6d 393 15 that that IN cord-295028-vlj2ay6d 393 16 the the DT cord-295028-vlj2ay6d 393 17 bookings booking NNS cord-295028-vlj2ay6d 393 18 are be VBP cord-295028-vlj2ay6d 393 19 less less RBR cord-295028-vlj2ay6d 393 20 likely likely JJ cord-295028-vlj2ay6d 393 21 to to TO cord-295028-vlj2ay6d 393 22 be be VB cord-295028-vlj2ay6d 393 23 cancelled cancel VBN cord-295028-vlj2ay6d 393 24 when when WRB cord-295028-vlj2ay6d 393 25 the the DT cord-295028-vlj2ay6d 393 26 market market NN cord-295028-vlj2ay6d 393 27 shows show VBZ cord-295028-vlj2ay6d 393 28 a a DT cord-295028-vlj2ay6d 393 29 high high JJ cord-295028-vlj2ay6d 393 30 freight freight NN cord-295028-vlj2ay6d 393 31 rate rate NN cord-295028-vlj2ay6d 393 32 . . . cord-295028-vlj2ay6d 394 1 According accord VBG cord-295028-vlj2ay6d 394 2 to to IN cord-295028-vlj2ay6d 394 3 the the DT cord-295028-vlj2ay6d 394 4 hazard hazard NN cord-295028-vlj2ay6d 394 5 ratio ratio NN cord-295028-vlj2ay6d 394 6 0.9 0.9 CD cord-295028-vlj2ay6d 394 7 , , , cord-295028-vlj2ay6d 394 8 an an DT cord-295028-vlj2ay6d 394 9 increase increase NN cord-295028-vlj2ay6d 394 10 of of IN cord-295028-vlj2ay6d 394 11 100 100 CD cord-295028-vlj2ay6d 394 12 on on IN cord-295028-vlj2ay6d 394 13 the the DT cord-295028-vlj2ay6d 394 14 index index NN cord-295028-vlj2ay6d 394 15 will will MD cord-295028-vlj2ay6d 394 16 decrease decrease VB cord-295028-vlj2ay6d 394 17 the the DT cord-295028-vlj2ay6d 394 18 hazard hazard NN cord-295028-vlj2ay6d 394 19 rate rate NN cord-295028-vlj2ay6d 394 20 by by IN cord-295028-vlj2ay6d 394 21 about about RB cord-295028-vlj2ay6d 394 22 10 10 CD cord-295028-vlj2ay6d 394 23 % % NN cord-295028-vlj2ay6d 394 24 when when WRB cord-295028-vlj2ay6d 394 25 other other JJ cord-295028-vlj2ay6d 394 26 factors factor NNS cord-295028-vlj2ay6d 394 27 stay stay VBP cord-295028-vlj2ay6d 394 28 the the DT cord-295028-vlj2ay6d 394 29 same same JJ cord-295028-vlj2ay6d 394 30 . . . cord-295028-vlj2ay6d 395 1 On on IN cord-295028-vlj2ay6d 395 2 the the DT cord-295028-vlj2ay6d 395 3 other other JJ cord-295028-vlj2ay6d 395 4 hand hand NN cord-295028-vlj2ay6d 395 5 , , , cord-295028-vlj2ay6d 395 6 high high JJ cord-295028-vlj2ay6d 395 7 variance variance NN cord-295028-vlj2ay6d 395 8 of of IN cord-295028-vlj2ay6d 395 9 CCFI CCFI NNP cord-295028-vlj2ay6d 395 10 ( ( -LRB- cord-295028-vlj2ay6d 395 11 i.e. i.e. FW cord-295028-vlj2ay6d 395 12 CCFI_VAR ccfi_var NN cord-295028-vlj2ay6d 395 13 in in IN cord-295028-vlj2ay6d 395 14 Table Table NNP cord-295028-vlj2ay6d 395 15 7 7 CD cord-295028-vlj2ay6d 395 16 ) ) -RRB- cord-295028-vlj2ay6d 395 17 indicates indicate VBZ cord-295028-vlj2ay6d 395 18 a a DT cord-295028-vlj2ay6d 395 19 higher high JJR cord-295028-vlj2ay6d 395 20 risk risk NN cord-295028-vlj2ay6d 395 21 of of IN cord-295028-vlj2ay6d 395 22 cancellation cancellation NN cord-295028-vlj2ay6d 395 23 with with IN cord-295028-vlj2ay6d 395 24 HR HR NNP cord-295028-vlj2ay6d 395 25 at at IN cord-295028-vlj2ay6d 395 26 1.059 1.059 CD cord-295028-vlj2ay6d 395 27 . . . cord-295028-vlj2ay6d 396 1 For for IN cord-295028-vlj2ay6d 396 2 the the DT cord-295028-vlj2ay6d 396 3 internal internal JJ cord-295028-vlj2ay6d 396 4 covariates covariate NNS cord-295028-vlj2ay6d 396 5 in in IN cord-295028-vlj2ay6d 396 6 Table Table NNP cord-295028-vlj2ay6d 396 7 7 7 CD cord-295028-vlj2ay6d 396 8 , , , cord-295028-vlj2ay6d 396 9 the the DT cord-295028-vlj2ay6d 396 10 freight freight NN cord-295028-vlj2ay6d 396 11 rate rate NN cord-295028-vlj2ay6d 396 12 shows show VBZ cord-295028-vlj2ay6d 396 13 a a DT cord-295028-vlj2ay6d 396 14 coefficient coefficient NN cord-295028-vlj2ay6d 396 15 at at IN cord-295028-vlj2ay6d 396 16 0.038 0.038 CD cord-295028-vlj2ay6d 396 17 and and CC cord-295028-vlj2ay6d 396 18 HR hr NN cord-295028-vlj2ay6d 396 19 at at IN cord-295028-vlj2ay6d 396 20 1.039 1.039 CD cord-295028-vlj2ay6d 396 21 . . . cord-295028-vlj2ay6d 397 1 This this DT cord-295028-vlj2ay6d 397 2 means mean VBZ cord-295028-vlj2ay6d 397 3 that that IN cord-295028-vlj2ay6d 397 4 the the DT cord-295028-vlj2ay6d 397 5 shipping shipping NN cord-295028-vlj2ay6d 397 6 company company NN cord-295028-vlj2ay6d 397 7 should should MD cord-295028-vlj2ay6d 397 8 consider consider VB cord-295028-vlj2ay6d 397 9 the the DT cord-295028-vlj2ay6d 397 10 increase increase NN cord-295028-vlj2ay6d 397 11 in in IN cord-295028-vlj2ay6d 397 12 cancellation cancellation NN cord-295028-vlj2ay6d 397 13 if if IN cord-295028-vlj2ay6d 397 14 they -PRON- PRP cord-295028-vlj2ay6d 397 15 decide decide VBP cord-295028-vlj2ay6d 397 16 to to TO cord-295028-vlj2ay6d 397 17 raise raise VB cord-295028-vlj2ay6d 397 18 freight freight NN cord-295028-vlj2ay6d 397 19 rates rate NNS cord-295028-vlj2ay6d 397 20 . . . cord-295028-vlj2ay6d 398 1 Customer customer NN cord-295028-vlj2ay6d 398 2 's 's POS cord-295028-vlj2ay6d 398 3 booking booking NN cord-295028-vlj2ay6d 398 4 volume volume NN cord-295028-vlj2ay6d 398 5 shows show VBZ cord-295028-vlj2ay6d 398 6 a a DT cord-295028-vlj2ay6d 398 7 negative negative JJ cord-295028-vlj2ay6d 398 8 effect effect NN cord-295028-vlj2ay6d 398 9 indicating indicate VBG cord-295028-vlj2ay6d 398 10 large large JJ cord-295028-vlj2ay6d 398 11 customers customer NNS cord-295028-vlj2ay6d 398 12 are be VBP cord-295028-vlj2ay6d 398 13 less less RBR cord-295028-vlj2ay6d 398 14 possibly possibly RB cord-295028-vlj2ay6d 398 15 to to TO cord-295028-vlj2ay6d 398 16 cancel cancel VB cord-295028-vlj2ay6d 398 17 their -PRON- PRP$ cord-295028-vlj2ay6d 398 18 bookings booking NNS cord-295028-vlj2ay6d 398 19 , , , cord-295028-vlj2ay6d 398 20 which which WDT cord-295028-vlj2ay6d 398 21 is be VBZ cord-295028-vlj2ay6d 398 22 reasonable reasonable JJ cord-295028-vlj2ay6d 398 23 in in IN cord-295028-vlj2ay6d 398 24 practice practice NN cord-295028-vlj2ay6d 398 25 . . . cord-295028-vlj2ay6d 399 1 The the DT cord-295028-vlj2ay6d 399 2 booked book VBN cord-295028-vlj2ay6d 399 3 TEU TEU NNP cord-295028-vlj2ay6d 399 4 also also RB cord-295028-vlj2ay6d 399 5 shows show VBZ cord-295028-vlj2ay6d 399 6 a a DT cord-295028-vlj2ay6d 399 7 negative negative JJ cord-295028-vlj2ay6d 399 8 coefficient coefficient NN cord-295028-vlj2ay6d 399 9 at at IN cord-295028-vlj2ay6d 399 10 − − CD cord-295028-vlj2ay6d 399 11 0.021 0.021 CD cord-295028-vlj2ay6d 399 12 , , , cord-295028-vlj2ay6d 399 13 indicating indicate VBG cord-295028-vlj2ay6d 399 14 a a DT cord-295028-vlj2ay6d 399 15 decrease decrease NN cord-295028-vlj2ay6d 399 16 of of IN cord-295028-vlj2ay6d 399 17 cancellation cancellation NN cord-295028-vlj2ay6d 399 18 hazard hazard NN cord-295028-vlj2ay6d 399 19 for for IN cord-295028-vlj2ay6d 399 20 bookings booking NNS cord-295028-vlj2ay6d 399 21 with with IN cord-295028-vlj2ay6d 399 22 larger large JJR cord-295028-vlj2ay6d 399 23 booked book VBN cord-295028-vlj2ay6d 399 24 TEU TEU NNP cord-295028-vlj2ay6d 399 25 . . . cord-295028-vlj2ay6d 400 1 However however RB cord-295028-vlj2ay6d 400 2 , , , cord-295028-vlj2ay6d 400 3 for for IN cord-295028-vlj2ay6d 400 4 the the DT cord-295028-vlj2ay6d 400 5 slot slot NN cord-295028-vlj2ay6d 400 6 booking booking NN cord-295028-vlj2ay6d 400 7 data datum NNS cord-295028-vlj2ay6d 400 8 in in IN cord-295028-vlj2ay6d 400 9 this this DT cord-295028-vlj2ay6d 400 10 case case NN cord-295028-vlj2ay6d 400 11 study study NN cord-295028-vlj2ay6d 400 12 , , , cord-295028-vlj2ay6d 400 13 this this DT cord-295028-vlj2ay6d 400 14 impact impact NN cord-295028-vlj2ay6d 400 15 is be VBZ cord-295028-vlj2ay6d 400 16 insignificant insignificant JJ cord-295028-vlj2ay6d 400 17 in in IN cord-295028-vlj2ay6d 400 18 practice practice NN cord-295028-vlj2ay6d 400 19 . . . cord-295028-vlj2ay6d 401 1 Fig Fig NNP cord-295028-vlj2ay6d 401 2 . . NNP cord-295028-vlj2ay6d 401 3 9 9 CD cord-295028-vlj2ay6d 401 4 shows show VBZ cord-295028-vlj2ay6d 401 5 the the DT cord-295028-vlj2ay6d 401 6 histogram histogram NN cord-295028-vlj2ay6d 401 7 of of IN cord-295028-vlj2ay6d 401 8 the the DT cord-295028-vlj2ay6d 401 9 BK_TEU BK_TEU NNP cord-295028-vlj2ay6d 401 10 data datum NNS cord-295028-vlj2ay6d 401 11 , , , cord-295028-vlj2ay6d 401 12 and and CC cord-295028-vlj2ay6d 401 13 more more JJR cord-295028-vlj2ay6d 401 14 than than IN cord-295028-vlj2ay6d 401 15 90 90 CD cord-295028-vlj2ay6d 401 16 % % NN cord-295028-vlj2ay6d 401 17 of of IN cord-295028-vlj2ay6d 401 18 the the DT cord-295028-vlj2ay6d 401 19 bookings booking NNS cord-295028-vlj2ay6d 401 20 booked book VBD cord-295028-vlj2ay6d 401 21 less less JJR cord-295028-vlj2ay6d 401 22 than than IN cord-295028-vlj2ay6d 401 23 5 5 CD cord-295028-vlj2ay6d 401 24 TEUs teu NNS cord-295028-vlj2ay6d 401 25 . . . cord-295028-vlj2ay6d 402 1 Therefore therefore RB cord-295028-vlj2ay6d 402 2 , , , cord-295028-vlj2ay6d 402 3 the the DT cord-295028-vlj2ay6d 402 4 range range NN cord-295028-vlj2ay6d 402 5 of of IN cord-295028-vlj2ay6d 402 6 the the DT cord-295028-vlj2ay6d 402 7 booked book VBN cord-295028-vlj2ay6d 402 8 TEU TEU NNP cord-295028-vlj2ay6d 402 9 is be VBZ cord-295028-vlj2ay6d 402 10 limited limit VBN cord-295028-vlj2ay6d 402 11 , , , cord-295028-vlj2ay6d 402 12 and and CC cord-295028-vlj2ay6d 402 13 the the DT cord-295028-vlj2ay6d 402 14 change change NN cord-295028-vlj2ay6d 402 15 of of IN cord-295028-vlj2ay6d 402 16 cancellation cancellation NN cord-295028-vlj2ay6d 402 17 risk risk NN cord-295028-vlj2ay6d 402 18 caused cause VBN cord-295028-vlj2ay6d 402 19 by by IN cord-295028-vlj2ay6d 402 20 different different JJ cord-295028-vlj2ay6d 402 21 number number NN cord-295028-vlj2ay6d 402 22 of of IN cord-295028-vlj2ay6d 402 23 booked book VBN cord-295028-vlj2ay6d 402 24 TEU TEU NNP cord-295028-vlj2ay6d 402 25 is be VBZ cord-295028-vlj2ay6d 402 26 not not RB cord-295028-vlj2ay6d 402 27 as as RB cord-295028-vlj2ay6d 402 28 significant significant JJ cord-295028-vlj2ay6d 402 29 as as IN cord-295028-vlj2ay6d 402 30 the the DT cord-295028-vlj2ay6d 402 31 other other JJ cord-295028-vlj2ay6d 402 32 attributes attribute NNS cord-295028-vlj2ay6d 402 33 . . . cord-295028-vlj2ay6d 403 1 For for IN cord-295028-vlj2ay6d 403 2 the the DT cord-295028-vlj2ay6d 403 3 internal internal JJ cord-295028-vlj2ay6d 403 4 covariates covariate NNS cord-295028-vlj2ay6d 403 5 on on IN cord-295028-vlj2ay6d 403 6 time time NN cord-295028-vlj2ay6d 403 7 and and CC cord-295028-vlj2ay6d 403 8 season season NN cord-295028-vlj2ay6d 403 9 , , , cord-295028-vlj2ay6d 403 10 the the DT cord-295028-vlj2ay6d 403 11 indicator indicator NN cord-295028-vlj2ay6d 403 12 variable variable NN cord-295028-vlj2ay6d 403 13 of of IN cord-295028-vlj2ay6d 403 14 January January NNP cord-295028-vlj2ay6d 403 15 ( ( -LRB- cord-295028-vlj2ay6d 403 16 i.e. i.e. FW cord-295028-vlj2ay6d 403 17 BK_M_Jan bk_m_jan FW cord-295028-vlj2ay6d 403 18 in in IN cord-295028-vlj2ay6d 403 19 Table Table NNP cord-295028-vlj2ay6d 403 20 7 7 CD cord-295028-vlj2ay6d 403 21 ) ) -RRB- cord-295028-vlj2ay6d 403 22 has have VBZ cord-295028-vlj2ay6d 403 23 a a DT cord-295028-vlj2ay6d 403 24 positive positive JJ cord-295028-vlj2ay6d 403 25 coefficient coefficient NN cord-295028-vlj2ay6d 403 26 and and CC cord-295028-vlj2ay6d 403 27 HR hr NN cord-295028-vlj2ay6d 403 28 at at IN cord-295028-vlj2ay6d 403 29 1.232 1.232 CD cord-295028-vlj2ay6d 403 30 , , , cord-295028-vlj2ay6d 403 31 which which WDT cord-295028-vlj2ay6d 403 32 means mean VBZ cord-295028-vlj2ay6d 403 33 the the DT cord-295028-vlj2ay6d 403 34 hazard hazard NN cord-295028-vlj2ay6d 403 35 of of IN cord-295028-vlj2ay6d 403 36 cancellation cancellation NN cord-295028-vlj2ay6d 403 37 in in IN cord-295028-vlj2ay6d 403 38 January January NNP cord-295028-vlj2ay6d 403 39 is be VBZ cord-295028-vlj2ay6d 403 40 relatively relatively RB cord-295028-vlj2ay6d 403 41 increased increase VBN cord-295028-vlj2ay6d 403 42 by by IN cord-295028-vlj2ay6d 403 43 23 23 CD cord-295028-vlj2ay6d 403 44 % % NN cord-295028-vlj2ay6d 403 45 compared compare VBN cord-295028-vlj2ay6d 403 46 with with IN cord-295028-vlj2ay6d 403 47 other other JJ cord-295028-vlj2ay6d 403 48 months month NNS cord-295028-vlj2ay6d 403 49 . . . cord-295028-vlj2ay6d 404 1 The the DT cord-295028-vlj2ay6d 404 2 other other JJ cord-295028-vlj2ay6d 404 3 internal internal JJ cord-295028-vlj2ay6d 404 4 covariate covariate NN cord-295028-vlj2ay6d 404 5 on on IN cord-295028-vlj2ay6d 404 6 time time NN cord-295028-vlj2ay6d 404 7 is be VBZ cord-295028-vlj2ay6d 404 8 the the DT cord-295028-vlj2ay6d 404 9 booking booking NN cord-295028-vlj2ay6d 404 10 time time NN cord-295028-vlj2ay6d 404 11 ( ( -LRB- cord-295028-vlj2ay6d 404 12 i.e. i.e. FW cord-295028-vlj2ay6d 404 13 BKTDP BKTDP NNP cord-295028-vlj2ay6d 404 14 in in IN cord-295028-vlj2ay6d 404 15 Table Table NNP cord-295028-vlj2ay6d 404 16 7 7 CD cord-295028-vlj2ay6d 404 17 ) ) -RRB- cord-295028-vlj2ay6d 404 18 , , , cord-295028-vlj2ay6d 404 19 but but CC cord-295028-vlj2ay6d 404 20 its -PRON- PRP$ cord-295028-vlj2ay6d 404 21 effect effect NN cord-295028-vlj2ay6d 404 22 can can MD cord-295028-vlj2ay6d 404 23 not not RB cord-295028-vlj2ay6d 404 24 be be VB cord-295028-vlj2ay6d 404 25 directly directly RB cord-295028-vlj2ay6d 404 26 observed observe VBN cord-295028-vlj2ay6d 404 27 from from IN cord-295028-vlj2ay6d 404 28 HR HR NNP cord-295028-vlj2ay6d 404 29 since since IN cord-295028-vlj2ay6d 404 30 the the DT cord-295028-vlj2ay6d 404 31 booking booking NN cord-295028-vlj2ay6d 404 32 time time NN cord-295028-vlj2ay6d 404 33 is be VBZ cord-295028-vlj2ay6d 404 34 in in IN cord-295028-vlj2ay6d 404 35 both both CC cord-295028-vlj2ay6d 404 36 the the DT cord-295028-vlj2ay6d 404 37 covariates covariate NNS cord-295028-vlj2ay6d 404 38 and and CC cord-295028-vlj2ay6d 404 39 baseline baseline JJ cord-295028-vlj2ay6d 404 40 hazard hazard NN cord-295028-vlj2ay6d 404 41 function function NN cord-295028-vlj2ay6d 404 42 when when WRB cord-295028-vlj2ay6d 404 43 calculating calculate VBG cord-295028-vlj2ay6d 404 44 the the DT cord-295028-vlj2ay6d 404 45 cancellation cancellation NN cord-295028-vlj2ay6d 404 46 probability probability NN cord-295028-vlj2ay6d 404 47 . . . cord-295028-vlj2ay6d 405 1 We -PRON- PRP cord-295028-vlj2ay6d 405 2 examine examine VBP cord-295028-vlj2ay6d 405 3 the the DT cord-295028-vlj2ay6d 405 4 impact impact NN cord-295028-vlj2ay6d 405 5 of of IN cord-295028-vlj2ay6d 405 6 booking booking NN cord-295028-vlj2ay6d 405 7 time time NN cord-295028-vlj2ay6d 405 8 using use VBG cord-295028-vlj2ay6d 405 9 the the DT cord-295028-vlj2ay6d 405 10 cancellation cancellation NN cord-295028-vlj2ay6d 405 11 probability probability NN cord-295028-vlj2ay6d 405 12 defined define VBN cord-295028-vlj2ay6d 405 13 by by IN cord-295028-vlj2ay6d 405 14 Eq Eq NNP cord-295028-vlj2ay6d 405 15 . . . cord-295028-vlj2ay6d 406 1 ( ( -LRB- cord-295028-vlj2ay6d 406 2 12 12 CD cord-295028-vlj2ay6d 406 3 ) ) -RRB- cord-295028-vlj2ay6d 406 4 . . . cord-295028-vlj2ay6d 407 1 Suppose suppose VB cord-295028-vlj2ay6d 407 2 there there EX cord-295028-vlj2ay6d 407 3 is be VBZ cord-295028-vlj2ay6d 407 4 a a DT cord-295028-vlj2ay6d 407 5 slot slot NN cord-295028-vlj2ay6d 407 6 booking booking NN cord-295028-vlj2ay6d 407 7 b b NN cord-295028-vlj2ay6d 407 8 from from IN cord-295028-vlj2ay6d 407 9 country country NN cord-295028-vlj2ay6d 407 10 i i PRP cord-295028-vlj2ay6d 407 11 with with IN cord-295028-vlj2ay6d 407 12 booking book VBG cord-295028-vlj2ay6d 407 13 time time NN cord-295028-vlj2ay6d 407 14 t t NN cord-295028-vlj2ay6d 407 15 b b NNP cord-295028-vlj2ay6d 407 16 . . . cord-295028-vlj2ay6d 408 1 According accord VBG cord-295028-vlj2ay6d 408 2 to to IN cord-295028-vlj2ay6d 408 3 the the DT cord-295028-vlj2ay6d 408 4 relationship relationship NN cord-295028-vlj2ay6d 408 5 between between IN cord-295028-vlj2ay6d 408 6 the the DT cord-295028-vlj2ay6d 408 7 TTC TTC NNP cord-295028-vlj2ay6d 408 8 and and CC cord-295028-vlj2ay6d 408 9 hazard hazard NN cord-295028-vlj2ay6d 408 10 function function NN cord-295028-vlj2ay6d 408 11 , , , cord-295028-vlj2ay6d 408 12 the the DT cord-295028-vlj2ay6d 408 13 distribution distribution NN cord-295028-vlj2ay6d 408 14 of of IN cord-295028-vlj2ay6d 408 15 TTC TTC NNP cord-295028-vlj2ay6d 408 16 depends depend VBZ cord-295028-vlj2ay6d 408 17 on on IN cord-295028-vlj2ay6d 408 18 t t NN cord-295028-vlj2ay6d 408 19 b b NN cord-295028-vlj2ay6d 408 20 which which WDT cord-295028-vlj2ay6d 408 21 is be VBZ cord-295028-vlj2ay6d 408 22 a a DT cord-295028-vlj2ay6d 408 23 covariate covariate NN cord-295028-vlj2ay6d 408 24 in in IN cord-295028-vlj2ay6d 408 25 the the DT cord-295028-vlj2ay6d 408 26 hazard hazard NN cord-295028-vlj2ay6d 408 27 function function NN cord-295028-vlj2ay6d 408 28 . . . cord-295028-vlj2ay6d 409 1 Therefore therefore RB cord-295028-vlj2ay6d 409 2 , , , cord-295028-vlj2ay6d 409 3 we -PRON- PRP cord-295028-vlj2ay6d 409 4 denote denote VBP cord-295028-vlj2ay6d 409 5 the the DT cord-295028-vlj2ay6d 409 6 TTC TTC NNP cord-295028-vlj2ay6d 409 7 of of IN cord-295028-vlj2ay6d 409 8 booking booking NN cord-295028-vlj2ay6d 409 9 b b NN cord-295028-vlj2ay6d 409 10 when when WRB cord-295028-vlj2ay6d 409 11 BKTDP BKTDP NNP cord-295028-vlj2ay6d 409 12 = = SYM cord-295028-vlj2ay6d 409 13 t t NN cord-295028-vlj2ay6d 409 14 b b NNP cord-295028-vlj2ay6d 409 15 as as RB cord-295028-vlj2ay6d 409 16 random random JJ cord-295028-vlj2ay6d 409 17 variable variable JJ cord-295028-vlj2ay6d 409 18 T t NN cord-295028-vlj2ay6d 409 19 t t NN cord-295028-vlj2ay6d 409 20 b b NN cord-295028-vlj2ay6d 409 21 . . . cord-295028-vlj2ay6d 410 1 The the DT cord-295028-vlj2ay6d 410 2 probability probability NN cord-295028-vlj2ay6d 410 3 that that IN cord-295028-vlj2ay6d 410 4 a a DT cord-295028-vlj2ay6d 410 5 booking booking NN cord-295028-vlj2ay6d 410 6 b b NN cord-295028-vlj2ay6d 410 7 will will MD cord-295028-vlj2ay6d 410 8 be be VB cord-295028-vlj2ay6d 410 9 cancelled cancel VBN cord-295028-vlj2ay6d 410 10 before before IN cord-295028-vlj2ay6d 410 11 ship ship NN cord-295028-vlj2ay6d 410 12 departure departure NN cord-295028-vlj2ay6d 410 13 can can MD cord-295028-vlj2ay6d 410 14 be be VB cord-295028-vlj2ay6d 410 15 calculated calculate VBN cord-295028-vlj2ay6d 410 16 by by IN cord-295028-vlj2ay6d 410 17 where where WRB cord-295028-vlj2ay6d 410 18 Λ λ NN cord-295028-vlj2ay6d 410 19 0 0 NFP cord-295028-vlj2ay6d 410 20 ( ( -LRB- cord-295028-vlj2ay6d 410 21 t t NN cord-295028-vlj2ay6d 410 22 ) ) -RRB- cord-295028-vlj2ay6d 410 23 = = NFP cord-295028-vlj2ay6d 411 1 ∫ ∫ NNP cord-295028-vlj2ay6d 411 2 t t NN cord-295028-vlj2ay6d 411 3 0 0 CD cord-295028-vlj2ay6d 411 4 λ λ NN cord-295028-vlj2ay6d 411 5 0 0 NFP cord-295028-vlj2ay6d 411 6 ( ( -LRB- cord-295028-vlj2ay6d 411 7 x)dx x)dx NNP cord-295028-vlj2ay6d 411 8 is be VBZ cord-295028-vlj2ay6d 411 9 the the DT cord-295028-vlj2ay6d 411 10 cumulative cumulative JJ cord-295028-vlj2ay6d 411 11 baseline baseline JJ cord-295028-vlj2ay6d 411 12 hazard hazard NN cord-295028-vlj2ay6d 411 13 function function NN cord-295028-vlj2ay6d 411 14 , , , cord-295028-vlj2ay6d 411 15 β β NN cord-295028-vlj2ay6d 411 16 ∧ ∧ NNP cord-295028-vlj2ay6d 411 17 BK BK NNP cord-295028-vlj2ay6d 411 18 is be VBZ cord-295028-vlj2ay6d 411 19 the the DT cord-295028-vlj2ay6d 411 20 estimated estimate VBN cord-295028-vlj2ay6d 411 21 coefficient coefficient NN cord-295028-vlj2ay6d 411 22 of of IN cord-295028-vlj2ay6d 411 23 booking booking NN cord-295028-vlj2ay6d 411 24 time time NN cord-295028-vlj2ay6d 411 25 , , , cord-295028-vlj2ay6d 411 26 Z Z NNP cord-295028-vlj2ay6d 411 27 b b NNP cord-295028-vlj2ay6d 411 28 is be VBZ cord-295028-vlj2ay6d 411 29 the the DT cord-295028-vlj2ay6d 411 30 covariate covariate NN cord-295028-vlj2ay6d 411 31 vector vector NN cord-295028-vlj2ay6d 411 32 of of IN cord-295028-vlj2ay6d 411 33 booking booking NN cord-295028-vlj2ay6d 411 34 b b NN cord-295028-vlj2ay6d 411 35 , , , cord-295028-vlj2ay6d 411 36 and and CC cord-295028-vlj2ay6d 411 37 Δ Δ NNP cord-295028-vlj2ay6d 411 38 z z NNP cord-295028-vlj2ay6d 411 39 is be VBZ cord-295028-vlj2ay6d 411 40 the the DT cord-295028-vlj2ay6d 411 41 product product NN cord-295028-vlj2ay6d 411 42 of of IN cord-295028-vlj2ay6d 411 43 the the DT cord-295028-vlj2ay6d 411 44 covariates covariate NNS cord-295028-vlj2ay6d 411 45 and and CC cord-295028-vlj2ay6d 411 46 their -PRON- PRP$ cord-295028-vlj2ay6d 411 47 coefficients coefficient NNS cord-295028-vlj2ay6d 411 48 other other JJ cord-295028-vlj2ay6d 411 49 than than IN cord-295028-vlj2ay6d 411 50 β β NNP cord-295028-vlj2ay6d 411 51 BK BK NNP cord-295028-vlj2ay6d 411 52 ⋅ ⋅ NNP cord-295028-vlj2ay6d 411 53 t t NNP cord-295028-vlj2ay6d 411 54 b b NNP cord-295028-vlj2ay6d 411 55 . . . cord-295028-vlj2ay6d 412 1 Accordingly accordingly RB cord-295028-vlj2ay6d 412 2 , , , cord-295028-vlj2ay6d 412 3 the the DT cord-295028-vlj2ay6d 412 4 probability probability NN cord-295028-vlj2ay6d 412 5 of of IN cord-295028-vlj2ay6d 412 6 non non JJ cord-295028-vlj2ay6d 412 7 - - JJ cord-295028-vlj2ay6d 412 8 cancellation cancellation NN cord-295028-vlj2ay6d 412 9 is be VBZ cord-295028-vlj2ay6d 412 10 1 1 CD cord-295028-vlj2ay6d 412 11 − − NN cord-295028-vlj2ay6d 412 12 P p NN cord-295028-vlj2ay6d 412 13 b b NN cord-295028-vlj2ay6d 412 14 ( ( -LRB- cord-295028-vlj2ay6d 412 15 t t NN cord-295028-vlj2ay6d 412 16 b b NN cord-295028-vlj2ay6d 412 17 ) ) -RRB- cord-295028-vlj2ay6d 412 18 . . . cord-295028-vlj2ay6d 413 1 The the DT cord-295028-vlj2ay6d 413 2 influence influence NN cord-295028-vlj2ay6d 413 3 of of IN cord-295028-vlj2ay6d 413 4 booking booking NN cord-295028-vlj2ay6d 413 5 time time NN cord-295028-vlj2ay6d 413 6 depends depend VBZ cord-295028-vlj2ay6d 413 7 on on IN cord-295028-vlj2ay6d 413 8 the the DT cord-295028-vlj2ay6d 413 9 increasing increase VBG cord-295028-vlj2ay6d 413 10 / / SYM cord-295028-vlj2ay6d 413 11 decreasing decrease VBG cord-295028-vlj2ay6d 413 12 intervals interval NNS cord-295028-vlj2ay6d 413 13 of of IN cord-295028-vlj2ay6d 413 14 P p NN cord-295028-vlj2ay6d 413 15 b b NN cord-295028-vlj2ay6d 413 16 ( ( -LRB- cord-295028-vlj2ay6d 413 17 t t NN cord-295028-vlj2ay6d 413 18 b b NN cord-295028-vlj2ay6d 413 19 ) ) -RRB- cord-295028-vlj2ay6d 413 20 . . . cord-295028-vlj2ay6d 414 1 That that RB cord-295028-vlj2ay6d 414 2 is is RB cord-295028-vlj2ay6d 414 3 , , , cord-295028-vlj2ay6d 414 4 the the DT cord-295028-vlj2ay6d 414 5 earlier early JJR cord-295028-vlj2ay6d 414 6 the the DT cord-295028-vlj2ay6d 414 7 booking booking NN cord-295028-vlj2ay6d 414 8 is be VBZ cord-295028-vlj2ay6d 414 9 proposed propose VBN cord-295028-vlj2ay6d 414 10 in in IN cord-295028-vlj2ay6d 414 11 the the DT cord-295028-vlj2ay6d 414 12 decreasing decrease VBG cord-295028-vlj2ay6d 414 13 interval interval NN cord-295028-vlj2ay6d 414 14 the the DT cord-295028-vlj2ay6d 414 15 less less RBR cord-295028-vlj2ay6d 414 16 possible possible JJ cord-295028-vlj2ay6d 414 17 it -PRON- PRP cord-295028-vlj2ay6d 414 18 will will MD cord-295028-vlj2ay6d 414 19 be be VB cord-295028-vlj2ay6d 414 20 cancelled cancel VBN cord-295028-vlj2ay6d 414 21 . . . cord-295028-vlj2ay6d 415 1 However however RB cord-295028-vlj2ay6d 415 2 , , , cord-295028-vlj2ay6d 415 3 in in IN cord-295028-vlj2ay6d 415 4 the the DT cord-295028-vlj2ay6d 415 5 increasing increase VBG cord-295028-vlj2ay6d 415 6 interval interval NN cord-295028-vlj2ay6d 415 7 , , , cord-295028-vlj2ay6d 415 8 earlier early JJR cord-295028-vlj2ay6d 415 9 bookings booking NNS cord-295028-vlj2ay6d 415 10 are be VBP cord-295028-vlj2ay6d 415 11 more more RBR cord-295028-vlj2ay6d 415 12 likely likely JJ cord-295028-vlj2ay6d 415 13 to to TO cord-295028-vlj2ay6d 415 14 be be VB cord-295028-vlj2ay6d 415 15 cancelled cancel VBN cord-295028-vlj2ay6d 415 16 than than IN cord-295028-vlj2ay6d 415 17 late late JJ cord-295028-vlj2ay6d 415 18 bookings booking NNS cord-295028-vlj2ay6d 415 19 . . . cord-295028-vlj2ay6d 416 1 Thus thus RB cord-295028-vlj2ay6d 416 2 , , , cord-295028-vlj2ay6d 416 3 we -PRON- PRP cord-295028-vlj2ay6d 416 4 can can MD cord-295028-vlj2ay6d 416 5 analyze analyze VB cord-295028-vlj2ay6d 416 6 the the DT cord-295028-vlj2ay6d 416 7 relationship relationship NN cord-295028-vlj2ay6d 416 8 between between IN cord-295028-vlj2ay6d 416 9 booking booking NN cord-295028-vlj2ay6d 416 10 time time NN cord-295028-vlj2ay6d 416 11 and and CC cord-295028-vlj2ay6d 416 12 cancellation cancellation NN cord-295028-vlj2ay6d 416 13 probability probability NN cord-295028-vlj2ay6d 416 14 by by IN cord-295028-vlj2ay6d 416 15 taking take VBG cord-295028-vlj2ay6d 416 16 the the DT cord-295028-vlj2ay6d 416 17 derivative derivative NN cord-295028-vlj2ay6d 416 18 of of IN cord-295028-vlj2ay6d 416 19 P p NN cord-295028-vlj2ay6d 416 20 b b NN cord-295028-vlj2ay6d 416 21 ( ( -LRB- cord-295028-vlj2ay6d 416 22 t t NN cord-295028-vlj2ay6d 416 23 b b NNP cord-295028-vlj2ay6d 416 24 ) ) -RRB- cord-295028-vlj2ay6d 416 25 , , , cord-295028-vlj2ay6d 416 26 namely namely RB cord-295028-vlj2ay6d 416 27 : : : cord-295028-vlj2ay6d 416 28 where where WRB cord-295028-vlj2ay6d 416 29 the the DT cord-295028-vlj2ay6d 416 30 first first JJ cord-295028-vlj2ay6d 416 31 and and CC cord-295028-vlj2ay6d 416 32 third third JJ cord-295028-vlj2ay6d 416 33 parts part NNS cord-295028-vlj2ay6d 416 34 of of IN cord-295028-vlj2ay6d 416 35 the the DT cord-295028-vlj2ay6d 416 36 derivative derivative JJ cord-295028-vlj2ay6d 416 37 function function NN cord-295028-vlj2ay6d 416 38 are be VBP cord-295028-vlj2ay6d 416 39 positive positive JJ cord-295028-vlj2ay6d 416 40 , , , cord-295028-vlj2ay6d 416 41 but but CC cord-295028-vlj2ay6d 416 42 whether whether IN cord-295028-vlj2ay6d 416 43 g(t g(t NNP cord-295028-vlj2ay6d 416 44 b b LS cord-295028-vlj2ay6d 416 45 ) ) -RRB- cord-295028-vlj2ay6d 416 46 is be VBZ cord-295028-vlj2ay6d 416 47 positive positive JJ cord-295028-vlj2ay6d 416 48 or or CC cord-295028-vlj2ay6d 416 49 not not RB cord-295028-vlj2ay6d 416 50 depends depend VBZ cord-295028-vlj2ay6d 416 51 on on IN cord-295028-vlj2ay6d 416 52 β β NNP cord-295028-vlj2ay6d 416 53 ∧ ∧ NNP cord-295028-vlj2ay6d 416 54 BK BK NNP cord-295028-vlj2ay6d 416 55 . . . cord-295028-vlj2ay6d 417 1 If if IN cord-295028-vlj2ay6d 417 2 β β NN cord-295028-vlj2ay6d 417 3 ∧ ∧ NN cord-295028-vlj2ay6d 417 4 BK BK NNP cord-295028-vlj2ay6d 417 5 > > XX cord-295028-vlj2ay6d 417 6 0 0 NFP cord-295028-vlj2ay6d 417 7 , , , cord-295028-vlj2ay6d 417 8 the the DT cord-295028-vlj2ay6d 417 9 probability probability NN cord-295028-vlj2ay6d 417 10 of of IN cord-295028-vlj2ay6d 417 11 cancellation cancellation NN cord-295028-vlj2ay6d 417 12 before before IN cord-295028-vlj2ay6d 417 13 ship ship NN cord-295028-vlj2ay6d 417 14 departure departure NN cord-295028-vlj2ay6d 417 15 is be VBZ cord-295028-vlj2ay6d 417 16 strictly strictly RB cord-295028-vlj2ay6d 417 17 increasing increase VBG cord-295028-vlj2ay6d 417 18 with with IN cord-295028-vlj2ay6d 417 19 booking book VBG cord-295028-vlj2ay6d 417 20 time time NN cord-295028-vlj2ay6d 417 21 t t NN cord-295028-vlj2ay6d 417 22 b b NN cord-295028-vlj2ay6d 417 23 ; ; : cord-295028-vlj2ay6d 417 24 otherwise otherwise RB cord-295028-vlj2ay6d 417 25 the the DT cord-295028-vlj2ay6d 417 26 change change NN cord-295028-vlj2ay6d 417 27 of of IN cord-295028-vlj2ay6d 417 28 probability probability NN cord-295028-vlj2ay6d 417 29 depends depend VBZ cord-295028-vlj2ay6d 417 30 on on IN cord-295028-vlj2ay6d 417 31 the the DT cord-295028-vlj2ay6d 417 32 baseline baseline JJ cord-295028-vlj2ay6d 417 33 hazard hazard NN cord-295028-vlj2ay6d 417 34 function function NN cord-295028-vlj2ay6d 417 35 λ λ NNP cord-295028-vlj2ay6d 417 36 0 0 NFP cord-295028-vlj2ay6d 417 37 ( ( -LRB- cord-295028-vlj2ay6d 417 38 t t NN cord-295028-vlj2ay6d 417 39 b b NN cord-295028-vlj2ay6d 417 40 ) ) -RRB- cord-295028-vlj2ay6d 417 41 and and CC cord-295028-vlj2ay6d 417 42 cumulative cumulative JJ cord-295028-vlj2ay6d 417 43 baseline baseline JJ cord-295028-vlj2ay6d 417 44 hazard hazard NN cord-295028-vlj2ay6d 417 45 function function NN cord-295028-vlj2ay6d 417 46 Λ Λ NNP cord-295028-vlj2ay6d 417 47 0 0 CD cord-295028-vlj2ay6d 418 1 ( ( -LRB- cord-295028-vlj2ay6d 418 2 t t NNP cord-295028-vlj2ay6d 418 3 b b NNP cord-295028-vlj2ay6d 418 4 ) ) -RRB- cord-295028-vlj2ay6d 418 5 . . . cord-295028-vlj2ay6d 419 1 In in IN cord-295028-vlj2ay6d 419 2 this this DT cord-295028-vlj2ay6d 419 3 case case NN cord-295028-vlj2ay6d 419 4 study study NN cord-295028-vlj2ay6d 419 5 , , , cord-295028-vlj2ay6d 419 6 the the DT cord-295028-vlj2ay6d 419 7 results result NNS cord-295028-vlj2ay6d 419 8 in in IN cord-295028-vlj2ay6d 419 9 Table Table NNP cord-295028-vlj2ay6d 419 10 7 7 CD cord-295028-vlj2ay6d 419 11 shows show VBZ cord-295028-vlj2ay6d 419 12 β β NN cord-295028-vlj2ay6d 419 13 ∧ ∧ NNP cord-295028-vlj2ay6d 419 14 BK BK NNP cord-295028-vlj2ay6d 419 15 = = SYM cord-295028-vlj2ay6d 419 16 − − NNP cord-295028-vlj2ay6d 419 17 0.025 0.025 CD cord-295028-vlj2ay6d 419 18 , , , cord-295028-vlj2ay6d 419 19 thus thus RB cord-295028-vlj2ay6d 420 1 the the DT cord-295028-vlj2ay6d 420 2 increasing increase VBG cord-295028-vlj2ay6d 420 3 / / SYM cord-295028-vlj2ay6d 420 4 decreasing decrease VBG cord-295028-vlj2ay6d 420 5 intervals interval NNS cord-295028-vlj2ay6d 420 6 of of IN cord-295028-vlj2ay6d 420 7 P p NN cord-295028-vlj2ay6d 420 8 b b NN cord-295028-vlj2ay6d 420 9 ( ( -LRB- cord-295028-vlj2ay6d 420 10 t t NN cord-295028-vlj2ay6d 420 11 b b NN cord-295028-vlj2ay6d 420 12 ) ) -RRB- cord-295028-vlj2ay6d 420 13 should should MD cord-295028-vlj2ay6d 420 14 be be VB cord-295028-vlj2ay6d 420 15 obtained obtain VBN cord-295028-vlj2ay6d 420 16 by by IN cord-295028-vlj2ay6d 420 17 λ λ NN cord-295028-vlj2ay6d 420 18 0 0 CD cord-295028-vlj2ay6d 420 19 ( ( -LRB- cord-295028-vlj2ay6d 420 20 t t NN cord-295028-vlj2ay6d 420 21 b b NN cord-295028-vlj2ay6d 420 22 ) ) -RRB- cord-295028-vlj2ay6d 420 23 and and CC cord-295028-vlj2ay6d 420 24 Λ λ NN cord-295028-vlj2ay6d 420 25 0 0 NFP cord-295028-vlj2ay6d 420 26 ( ( -LRB- cord-295028-vlj2ay6d 420 27 t t NN cord-295028-vlj2ay6d 420 28 b b NN cord-295028-vlj2ay6d 420 29 ) ) -RRB- cord-295028-vlj2ay6d 420 30 . . . cord-295028-vlj2ay6d 421 1 Using use VBG cord-295028-vlj2ay6d 421 2 the the DT cord-295028-vlj2ay6d 421 3 baseline baseline JJ cord-295028-vlj2ay6d 421 4 hazard hazard NN cord-295028-vlj2ay6d 421 5 function function NN cord-295028-vlj2ay6d 421 6 calibrated calibrate VBN cord-295028-vlj2ay6d 421 7 in in IN cord-295028-vlj2ay6d 421 8 this this DT cord-295028-vlj2ay6d 421 9 case case NN cord-295028-vlj2ay6d 421 10 study study NN cord-295028-vlj2ay6d 421 11 , , , cord-295028-vlj2ay6d 421 12 we -PRON- PRP cord-295028-vlj2ay6d 421 13 find find VBP cord-295028-vlj2ay6d 421 14 g g NN cord-295028-vlj2ay6d 421 15 is be VBZ cord-295028-vlj2ay6d 421 16 negative negative JJ cord-295028-vlj2ay6d 421 17 when when WRB cord-295028-vlj2ay6d 421 18 58 58 CD cord-295028-vlj2ay6d 421 19 < < XX cord-295028-vlj2ay6d 421 20 t t NN cord-295028-vlj2ay6d 421 21 b b NN cord-295028-vlj2ay6d 421 22 < < XX cord-295028-vlj2ay6d 421 23 61 61 CD cord-295028-vlj2ay6d 421 24 . . . cord-295028-vlj2ay6d 422 1 Therefore therefore RB cord-295028-vlj2ay6d 422 2 , , , cord-295028-vlj2ay6d 422 3 the the DT cord-295028-vlj2ay6d 422 4 decreasing decrease VBG cord-295028-vlj2ay6d 422 5 interval interval NN cord-295028-vlj2ay6d 422 6 of of IN cord-295028-vlj2ay6d 422 7 function function NN cord-295028-vlj2ay6d 422 8 P p NN cord-295028-vlj2ay6d 422 9 b b NN cord-295028-vlj2ay6d 422 10 ( ( -LRB- cord-295028-vlj2ay6d 422 11 t t NN cord-295028-vlj2ay6d 422 12 b b NNP cord-295028-vlj2ay6d 422 13 ) ) -RRB- cord-295028-vlj2ay6d 422 14 estimated estimate VBN cord-295028-vlj2ay6d 422 15 by by IN cord-295028-vlj2ay6d 422 16 this this DT cord-295028-vlj2ay6d 422 17 study study NN cord-295028-vlj2ay6d 422 18 is be VBZ cord-295028-vlj2ay6d 422 19 t t NN cord-295028-vlj2ay6d 422 20 b b NN cord-295028-vlj2ay6d 422 21 ∈ ∈ NN cord-295028-vlj2ay6d 422 22 ( ( -LRB- cord-295028-vlj2ay6d 422 23 58 58 CD cord-295028-vlj2ay6d 422 24 , , , cord-295028-vlj2ay6d 422 25 61 61 CD cord-295028-vlj2ay6d 422 26 ) ) -RRB- cord-295028-vlj2ay6d 422 27 , , , cord-295028-vlj2ay6d 422 28 and and CC cord-295028-vlj2ay6d 422 29 P p NN cord-295028-vlj2ay6d 422 30 b b NN cord-295028-vlj2ay6d 422 31 ( ( -LRB- cord-295028-vlj2ay6d 422 32 t t NN cord-295028-vlj2ay6d 422 33 b b NN cord-295028-vlj2ay6d 422 34 ) ) -RRB- cord-295028-vlj2ay6d 422 35 is be VBZ cord-295028-vlj2ay6d 422 36 increasing increase VBG cord-295028-vlj2ay6d 422 37 in in IN cord-295028-vlj2ay6d 422 38 other other JJ cord-295028-vlj2ay6d 422 39 intervals interval NNS cord-295028-vlj2ay6d 422 40 . . . cord-295028-vlj2ay6d 423 1 To to TO cord-295028-vlj2ay6d 423 2 illustrate illustrate VB cord-295028-vlj2ay6d 423 3 the the DT cord-295028-vlj2ay6d 423 4 relationship relationship NN cord-295028-vlj2ay6d 423 5 between between IN cord-295028-vlj2ay6d 423 6 booking booking NN cord-295028-vlj2ay6d 423 7 time time NN cord-295028-vlj2ay6d 423 8 and and CC cord-295028-vlj2ay6d 423 9 cancellation cancellation NN cord-295028-vlj2ay6d 423 10 probability probability NN cord-295028-vlj2ay6d 423 11 , , , cord-295028-vlj2ay6d 423 12 we -PRON- PRP cord-295028-vlj2ay6d 423 13 give give VBP cord-295028-vlj2ay6d 423 14 the the DT cord-295028-vlj2ay6d 423 15 values value NNS cord-295028-vlj2ay6d 423 16 of of IN cord-295028-vlj2ay6d 423 17 the the DT cord-295028-vlj2ay6d 423 18 other other JJ cord-295028-vlj2ay6d 423 19 covariates covariate NNS cord-295028-vlj2ay6d 423 20 and and CC cord-295028-vlj2ay6d 423 21 show show VB cord-295028-vlj2ay6d 423 22 the the DT cord-295028-vlj2ay6d 423 23 slot slot NN cord-295028-vlj2ay6d 423 24 booking booking NN cord-295028-vlj2ay6d 423 25 cancellation cancellation NN cord-295028-vlj2ay6d 423 26 probability probability NN cord-295028-vlj2ay6d 423 27 at at IN cord-295028-vlj2ay6d 423 28 different different JJ cord-295028-vlj2ay6d 423 29 booking booking NN cord-295028-vlj2ay6d 423 30 time time NN cord-295028-vlj2ay6d 423 31 in in IN cord-295028-vlj2ay6d 423 32 Fig Fig NNP cord-295028-vlj2ay6d 423 33 . . . cord-295028-vlj2ay6d 424 1 10 10 CD cord-295028-vlj2ay6d 424 2 . . . cord-295028-vlj2ay6d 425 1 The the DT cord-295028-vlj2ay6d 425 2 other other JJ cord-295028-vlj2ay6d 425 3 covariates covariate NNS cord-295028-vlj2ay6d 425 4 are be VBP cord-295028-vlj2ay6d 425 5 set set VBN cord-295028-vlj2ay6d 425 6 as as IN cord-295028-vlj2ay6d 425 7 the the DT cord-295028-vlj2ay6d 425 8 average average JJ cord-295028-vlj2ay6d 425 9 value value NN cord-295028-vlj2ay6d 425 10 in in IN cord-295028-vlj2ay6d 425 11 the the DT cord-295028-vlj2ay6d 425 12 slot slot NN cord-295028-vlj2ay6d 425 13 booking booking NN cord-295028-vlj2ay6d 425 14 data datum NNS cord-295028-vlj2ay6d 425 15 in in IN cord-295028-vlj2ay6d 425 16 this this DT cord-295028-vlj2ay6d 425 17 case case NN cord-295028-vlj2ay6d 425 18 study study NN cord-295028-vlj2ay6d 425 19 . . . cord-295028-vlj2ay6d 426 1 The the DT cord-295028-vlj2ay6d 426 2 origin origin NN cord-295028-vlj2ay6d 426 3 country country NN cord-295028-vlj2ay6d 426 4 is be VBZ cord-295028-vlj2ay6d 426 5 Vietnam Vietnam NNP cord-295028-vlj2ay6d 426 6 and and CC cord-295028-vlj2ay6d 426 7 the the DT cord-295028-vlj2ay6d 426 8 values value NNS cord-295028-vlj2ay6d 426 9 of of IN cord-295028-vlj2ay6d 426 10 other other JJ cord-295028-vlj2ay6d 426 11 covariates covariate NNS cord-295028-vlj2ay6d 426 12 are be VBP cord-295028-vlj2ay6d 426 13 shown show VBN cord-295028-vlj2ay6d 426 14 in in IN cord-295028-vlj2ay6d 426 15 Fig Fig NNP cord-295028-vlj2ay6d 426 16 . . . cord-295028-vlj2ay6d 427 1 10 10 CD cord-295028-vlj2ay6d 427 2 . . . cord-295028-vlj2ay6d 428 1 We -PRON- PRP cord-295028-vlj2ay6d 428 2 use use VBP cord-295028-vlj2ay6d 428 3 the the DT cord-295028-vlj2ay6d 428 4 coefficients coefficient NNS cord-295028-vlj2ay6d 428 5 in in IN cord-295028-vlj2ay6d 428 6 Table Table NNP cord-295028-vlj2ay6d 428 7 7 7 CD cord-295028-vlj2ay6d 428 8 to to TO cord-295028-vlj2ay6d 428 9 calculate calculate VB cord-295028-vlj2ay6d 428 10 the the DT cord-295028-vlj2ay6d 428 11 cancellation cancellation NN cord-295028-vlj2ay6d 428 12 probability probability NN cord-295028-vlj2ay6d 428 13 . . . cord-295028-vlj2ay6d 429 1 The the DT cord-295028-vlj2ay6d 429 2 decreasing decrease VBG cord-295028-vlj2ay6d 429 3 interval interval NN cord-295028-vlj2ay6d 429 4 of of IN cord-295028-vlj2ay6d 429 5 P p NN cord-295028-vlj2ay6d 429 6 b b NN cord-295028-vlj2ay6d 429 7 ( ( -LRB- cord-295028-vlj2ay6d 429 8 t t NN cord-295028-vlj2ay6d 429 9 b b NNP cord-295028-vlj2ay6d 429 10 ) ) -RRB- cord-295028-vlj2ay6d 429 11 is be VBZ cord-295028-vlj2ay6d 429 12 small small JJ cord-295028-vlj2ay6d 429 13 enough enough RB cord-295028-vlj2ay6d 429 14 ( ( -LRB- cord-295028-vlj2ay6d 429 15 i.e. i.e. FW cord-295028-vlj2ay6d 429 16 3 3 CD cord-295028-vlj2ay6d 429 17 days day NNS cord-295028-vlj2ay6d 429 18 ) ) -RRB- cord-295028-vlj2ay6d 429 19 to to TO cord-295028-vlj2ay6d 429 20 ignore ignore VB cord-295028-vlj2ay6d 429 21 in in IN cord-295028-vlj2ay6d 429 22 the the DT cord-295028-vlj2ay6d 429 23 practice practice NN cord-295028-vlj2ay6d 429 24 of of IN cord-295028-vlj2ay6d 429 25 slot slot NN cord-295028-vlj2ay6d 429 26 booking booking NN cord-295028-vlj2ay6d 429 27 management management NN cord-295028-vlj2ay6d 429 28 , , , cord-295028-vlj2ay6d 429 29 and and CC cord-295028-vlj2ay6d 429 30 generally generally RB cord-295028-vlj2ay6d 429 31 the the DT cord-295028-vlj2ay6d 429 32 bookings booking NNS cord-295028-vlj2ay6d 429 33 proposed propose VBD cord-295028-vlj2ay6d 429 34 early early RB cord-295028-vlj2ay6d 429 35 have have VBP cord-295028-vlj2ay6d 429 36 a a DT cord-295028-vlj2ay6d 429 37 higher high JJR cord-295028-vlj2ay6d 429 38 probability probability NN cord-295028-vlj2ay6d 429 39 of of IN cord-295028-vlj2ay6d 429 40 cancellation cancellation NN cord-295028-vlj2ay6d 429 41 which which WDT cord-295028-vlj2ay6d 429 42 can can MD cord-295028-vlj2ay6d 429 43 be be VB cord-295028-vlj2ay6d 429 44 calculated calculate VBN cord-295028-vlj2ay6d 429 45 by by IN cord-295028-vlj2ay6d 429 46 P p NN cord-295028-vlj2ay6d 429 47 b b NN cord-295028-vlj2ay6d 429 48 ( ( -LRB- cord-295028-vlj2ay6d 429 49 t t NN cord-295028-vlj2ay6d 429 50 b b NN cord-295028-vlj2ay6d 429 51 ) ) -RRB- cord-295028-vlj2ay6d 429 52 . . . cord-295028-vlj2ay6d 430 1 As as IN cord-295028-vlj2ay6d 430 2 shown show VBN cord-295028-vlj2ay6d 430 3 in in IN cord-295028-vlj2ay6d 430 4 Fig Fig NNP cord-295028-vlj2ay6d 430 5 . . . cord-295028-vlj2ay6d 431 1 10 10 CD cord-295028-vlj2ay6d 431 2 , , , cord-295028-vlj2ay6d 431 3 the the DT cord-295028-vlj2ay6d 431 4 cancellation cancellation NN cord-295028-vlj2ay6d 431 5 probability probability NN cord-295028-vlj2ay6d 431 6 will will MD cord-295028-vlj2ay6d 431 7 sharply sharply RB cord-295028-vlj2ay6d 431 8 drop drop VB cord-295028-vlj2ay6d 431 9 if if IN cord-295028-vlj2ay6d 431 10 the the DT cord-295028-vlj2ay6d 431 11 slots slot NNS cord-295028-vlj2ay6d 431 12 are be VBP cord-295028-vlj2ay6d 431 13 booked book VBN cord-295028-vlj2ay6d 431 14 in in IN cord-295028-vlj2ay6d 431 15 about about RB cord-295028-vlj2ay6d 431 16 10 10 CD cord-295028-vlj2ay6d 431 17 days day NNS cord-295028-vlj2ay6d 431 18 before before IN cord-295028-vlj2ay6d 431 19 ship ship NN cord-295028-vlj2ay6d 431 20 departure departure NN cord-295028-vlj2ay6d 431 21 . . . cord-295028-vlj2ay6d 432 1 In in IN cord-295028-vlj2ay6d 432 2 the the DT cord-295028-vlj2ay6d 432 3 time time NN cord-295028-vlj2ay6d 432 4 interval interval NN cord-295028-vlj2ay6d 432 5 from from IN cord-295028-vlj2ay6d 432 6 45 45 CD cord-295028-vlj2ay6d 432 7 to to TO cord-295028-vlj2ay6d 432 8 65 65 CD cord-295028-vlj2ay6d 432 9 days day NNS cord-295028-vlj2ay6d 432 10 before before IN cord-295028-vlj2ay6d 432 11 ship ship NN cord-295028-vlj2ay6d 432 12 departure departure NN cord-295028-vlj2ay6d 432 13 , , , cord-295028-vlj2ay6d 432 14 the the DT cord-295028-vlj2ay6d 432 15 change change NN cord-295028-vlj2ay6d 432 16 of of IN cord-295028-vlj2ay6d 432 17 cancellation cancellation NN cord-295028-vlj2ay6d 432 18 probability probability NN cord-295028-vlj2ay6d 432 19 is be VBZ cord-295028-vlj2ay6d 432 20 not not RB cord-295028-vlj2ay6d 432 21 obvious obvious JJ cord-295028-vlj2ay6d 432 22 in in IN cord-295028-vlj2ay6d 432 23 comparison comparison NN cord-295028-vlj2ay6d 432 24 with with IN cord-295028-vlj2ay6d 432 25 other other JJ cord-295028-vlj2ay6d 432 26 intervals interval NNS cord-295028-vlj2ay6d 432 27 . . . cord-295028-vlj2ay6d 433 1 In in IN cord-295028-vlj2ay6d 433 2 the the DT cord-295028-vlj2ay6d 433 3 industrial industrial JJ cord-295028-vlj2ay6d 433 4 practice practice NN cord-295028-vlj2ay6d 433 5 , , , cord-295028-vlj2ay6d 433 6 the the DT cord-295028-vlj2ay6d 433 7 time time NN cord-295028-vlj2ay6d 433 8 intervals interval NNS cord-295028-vlj2ay6d 433 9 are be VBP cord-295028-vlj2ay6d 433 10 useful useful JJ cord-295028-vlj2ay6d 433 11 for for IN cord-295028-vlj2ay6d 433 12 the the DT cord-295028-vlj2ay6d 433 13 shipping shipping NN cord-295028-vlj2ay6d 433 14 companies company NNS cord-295028-vlj2ay6d 433 15 to to TO cord-295028-vlj2ay6d 433 16 find find VB cord-295028-vlj2ay6d 433 17 the the DT cord-295028-vlj2ay6d 433 18 peak peak NN cord-295028-vlj2ay6d 433 19 cancellation cancellation NN cord-295028-vlj2ay6d 433 20 period period NN cord-295028-vlj2ay6d 433 21 in in IN cord-295028-vlj2ay6d 433 22 the the DT cord-295028-vlj2ay6d 433 23 slot slot NN cord-295028-vlj2ay6d 433 24 booking booking NN cord-295028-vlj2ay6d 433 25 stage stage NN cord-295028-vlj2ay6d 433 26 , , , cord-295028-vlj2ay6d 433 27 and and CC cord-295028-vlj2ay6d 433 28 pay pay VB cord-295028-vlj2ay6d 433 29 more more JJR cord-295028-vlj2ay6d 433 30 attention attention NN cord-295028-vlj2ay6d 433 31 to to TO cord-295028-vlj2ay6d 433 32 manage manage VB cord-295028-vlj2ay6d 433 33 the the DT cord-295028-vlj2ay6d 433 34 slot slot NN cord-295028-vlj2ay6d 433 35 bookings booking NNS cord-295028-vlj2ay6d 433 36 which which WDT cord-295028-vlj2ay6d 433 37 are be VBP cord-295028-vlj2ay6d 433 38 booked book VBN cord-295028-vlj2ay6d 433 39 at at IN cord-295028-vlj2ay6d 433 40 the the DT cord-295028-vlj2ay6d 433 41 time time NN cord-295028-vlj2ay6d 433 42 intervals interval NNS cord-295028-vlj2ay6d 433 43 with with IN cord-295028-vlj2ay6d 433 44 higher high JJR cord-295028-vlj2ay6d 433 45 cancellation cancellation NN cord-295028-vlj2ay6d 433 46 probability probability NN cord-295028-vlj2ay6d 433 47 . . . cord-295028-vlj2ay6d 434 1 It -PRON- PRP cord-295028-vlj2ay6d 434 2 should should MD cord-295028-vlj2ay6d 434 3 be be VB cord-295028-vlj2ay6d 434 4 noted note VBN cord-295028-vlj2ay6d 434 5 that that IN cord-295028-vlj2ay6d 434 6 the the DT cord-295028-vlj2ay6d 434 7 influential influential JJ cord-295028-vlj2ay6d 434 8 factors factor NNS cord-295028-vlj2ay6d 434 9 discussed discuss VBN cord-295028-vlj2ay6d 434 10 in in IN cord-295028-vlj2ay6d 434 11 this this DT cord-295028-vlj2ay6d 434 12 section section NN cord-295028-vlj2ay6d 434 13 are be VBP cord-295028-vlj2ay6d 434 14 based base VBN cord-295028-vlj2ay6d 434 15 on on IN cord-295028-vlj2ay6d 434 16 the the DT cord-295028-vlj2ay6d 434 17 database database NN cord-295028-vlj2ay6d 434 18 of of IN cord-295028-vlj2ay6d 434 19 a a DT cord-295028-vlj2ay6d 434 20 container container NN cord-295028-vlj2ay6d 434 21 shipping ship VBG cord-295028-vlj2ay6d 434 22 company company NN cord-295028-vlj2ay6d 434 23 and and CC cord-295028-vlj2ay6d 434 24 the the DT cord-295028-vlj2ay6d 434 25 index index NN cord-295028-vlj2ay6d 434 26 data datum NNS cord-295028-vlj2ay6d 434 27 of of IN cord-295028-vlj2ay6d 434 28 the the DT cord-295028-vlj2ay6d 434 29 shipping shipping NN cord-295028-vlj2ay6d 434 30 market market NN cord-295028-vlj2ay6d 434 31 . . . cord-295028-vlj2ay6d 435 1 To to TO cord-295028-vlj2ay6d 435 2 ensure ensure VB cord-295028-vlj2ay6d 435 3 the the DT cord-295028-vlj2ay6d 435 4 comprehensiveness comprehensiveness NN cord-295028-vlj2ay6d 435 5 of of IN cord-295028-vlj2ay6d 435 6 our -PRON- PRP$ cord-295028-vlj2ay6d 435 7 analysis analysis NN cord-295028-vlj2ay6d 435 8 , , , cord-295028-vlj2ay6d 435 9 we -PRON- PRP cord-295028-vlj2ay6d 435 10 empirically empirically RB cord-295028-vlj2ay6d 435 11 discuss discuss VBP cord-295028-vlj2ay6d 435 12 the the DT cord-295028-vlj2ay6d 435 13 factors factor NNS cord-295028-vlj2ay6d 435 14 that that WDT cord-295028-vlj2ay6d 435 15 are be VBP cord-295028-vlj2ay6d 435 16 not not RB cord-295028-vlj2ay6d 435 17 included include VBN cord-295028-vlj2ay6d 435 18 in in IN cord-295028-vlj2ay6d 435 19 our -PRON- PRP$ cord-295028-vlj2ay6d 435 20 model model NN cord-295028-vlj2ay6d 435 21 due due IN cord-295028-vlj2ay6d 435 22 to to IN cord-295028-vlj2ay6d 435 23 the the DT cord-295028-vlj2ay6d 435 24 unavailability unavailability NN cord-295028-vlj2ay6d 435 25 of of IN cord-295028-vlj2ay6d 435 26 data datum NNS cord-295028-vlj2ay6d 435 27 . . . cord-295028-vlj2ay6d 436 1 According accord VBG cord-295028-vlj2ay6d 436 2 to to IN cord-295028-vlj2ay6d 436 3 our -PRON- PRP$ cord-295028-vlj2ay6d 436 4 interview interview NN cord-295028-vlj2ay6d 436 5 with with IN cord-295028-vlj2ay6d 436 6 some some DT cord-295028-vlj2ay6d 436 7 managers manager NNS cord-295028-vlj2ay6d 436 8 in in IN cord-295028-vlj2ay6d 436 9 a a DT cord-295028-vlj2ay6d 436 10 container container NN cord-295028-vlj2ay6d 436 11 liner liner NN cord-295028-vlj2ay6d 436 12 shipping shipping NN cord-295028-vlj2ay6d 436 13 company company NN cord-295028-vlj2ay6d 436 14 , , , cord-295028-vlj2ay6d 436 15 the the DT cord-295028-vlj2ay6d 436 16 cause cause NN cord-295028-vlj2ay6d 436 17 of of IN cord-295028-vlj2ay6d 436 18 trade trade NN cord-295028-vlj2ay6d 436 19 itself -PRON- PRP cord-295028-vlj2ay6d 436 20 , , , cord-295028-vlj2ay6d 436 21 the the DT cord-295028-vlj2ay6d 436 22 competent competent JJ cord-295028-vlj2ay6d 436 23 authority authority NN cord-295028-vlj2ay6d 436 24 , , , cord-295028-vlj2ay6d 436 25 and and CC cord-295028-vlj2ay6d 436 26 some some DT cord-295028-vlj2ay6d 436 27 emergencies emergency NNS cord-295028-vlj2ay6d 436 28 are be VBP cord-295028-vlj2ay6d 436 29 three three CD cord-295028-vlj2ay6d 436 30 notable notable JJ cord-295028-vlj2ay6d 436 31 influential influential JJ cord-295028-vlj2ay6d 436 32 factors factor NNS cord-295028-vlj2ay6d 436 33 . . . cord-295028-vlj2ay6d 437 1 The the DT cord-295028-vlj2ay6d 437 2 influence influence NN cord-295028-vlj2ay6d 437 3 of of IN cord-295028-vlj2ay6d 437 4 trade trade NN cord-295028-vlj2ay6d 437 5 itself -PRON- PRP cord-295028-vlj2ay6d 437 6 is be VBZ cord-295028-vlj2ay6d 437 7 mainly mainly RB cord-295028-vlj2ay6d 437 8 reflected reflect VBN cord-295028-vlj2ay6d 437 9 in in IN cord-295028-vlj2ay6d 437 10 the the DT cord-295028-vlj2ay6d 437 11 behavior behavior NN cord-295028-vlj2ay6d 437 12 of of IN cord-295028-vlj2ay6d 437 13 the the DT cord-295028-vlj2ay6d 437 14 shipper shipper NN cord-295028-vlj2ay6d 437 15 or or CC cord-295028-vlj2ay6d 437 16 the the DT cord-295028-vlj2ay6d 437 17 consignee consignee NN cord-295028-vlj2ay6d 437 18 . . . cord-295028-vlj2ay6d 438 1 If if IN cord-295028-vlj2ay6d 438 2 the the DT cord-295028-vlj2ay6d 438 3 cargoes cargo NNS cord-295028-vlj2ay6d 438 4 are be VBP cord-295028-vlj2ay6d 438 5 not not RB cord-295028-vlj2ay6d 438 6 completed complete VBN cord-295028-vlj2ay6d 438 7 on on IN cord-295028-vlj2ay6d 438 8 schedule schedule NN cord-295028-vlj2ay6d 438 9 , , , cord-295028-vlj2ay6d 438 10 the the DT cord-295028-vlj2ay6d 438 11 packaging packaging NN cord-295028-vlj2ay6d 438 12 of of IN cord-295028-vlj2ay6d 438 13 the the DT cord-295028-vlj2ay6d 438 14 cargoes cargo NNS cord-295028-vlj2ay6d 438 15 are be VBP cord-295028-vlj2ay6d 438 16 defective defective JJ cord-295028-vlj2ay6d 438 17 , , , cord-295028-vlj2ay6d 438 18 the the DT cord-295028-vlj2ay6d 438 19 parties party NNS cord-295028-vlj2ay6d 438 20 to to IN cord-295028-vlj2ay6d 438 21 the the DT cord-295028-vlj2ay6d 438 22 trade trade NN cord-295028-vlj2ay6d 438 23 temporarily temporarily RB cord-295028-vlj2ay6d 438 24 reduce reduce VB cord-295028-vlj2ay6d 438 25 the the DT cord-295028-vlj2ay6d 438 26 cargo cargo NN cord-295028-vlj2ay6d 438 27 order order NN cord-295028-vlj2ay6d 438 28 , , , cord-295028-vlj2ay6d 438 29 or or CC cord-295028-vlj2ay6d 438 30 the the DT cord-295028-vlj2ay6d 438 31 trade trade NN cord-295028-vlj2ay6d 438 32 is be VBZ cord-295028-vlj2ay6d 438 33 suspended suspend VBN cord-295028-vlj2ay6d 438 34 due due IN cord-295028-vlj2ay6d 438 35 to to IN cord-295028-vlj2ay6d 438 36 the the DT cord-295028-vlj2ay6d 438 37 unqualified unqualified JJ cord-295028-vlj2ay6d 438 38 goods good NNS cord-295028-vlj2ay6d 438 39 , , , cord-295028-vlj2ay6d 438 40 the the DT cord-295028-vlj2ay6d 438 41 container container NN cord-295028-vlj2ay6d 438 42 slot slot NN cord-295028-vlj2ay6d 438 43 bookings booking NNS cord-295028-vlj2ay6d 438 44 can can MD cord-295028-vlj2ay6d 438 45 be be VB cord-295028-vlj2ay6d 438 46 cancelled cancel VBN cord-295028-vlj2ay6d 438 47 . . . cord-295028-vlj2ay6d 439 1 Such such JJ cord-295028-vlj2ay6d 439 2 cancellations cancellation NNS cord-295028-vlj2ay6d 439 3 due due JJ cord-295028-vlj2ay6d 439 4 to to IN cord-295028-vlj2ay6d 439 5 trade trade NN cord-295028-vlj2ay6d 439 6 and and CC cord-295028-vlj2ay6d 439 7 cargoes cargo NNS cord-295028-vlj2ay6d 439 8 are be VBP cord-295028-vlj2ay6d 439 9 more more RBR cord-295028-vlj2ay6d 439 10 common common JJ cord-295028-vlj2ay6d 439 11 in in IN cord-295028-vlj2ay6d 439 12 container container NN cord-295028-vlj2ay6d 439 13 shipping shipping NN cord-295028-vlj2ay6d 439 14 practice practice NN cord-295028-vlj2ay6d 439 15 . . . cord-295028-vlj2ay6d 440 1 The the DT cord-295028-vlj2ay6d 440 2 second second JJ cord-295028-vlj2ay6d 440 3 influential influential JJ cord-295028-vlj2ay6d 440 4 factor factor NN cord-295028-vlj2ay6d 440 5 is be VBZ cord-295028-vlj2ay6d 440 6 the the DT cord-295028-vlj2ay6d 440 7 behavior behavior NN cord-295028-vlj2ay6d 440 8 of of IN cord-295028-vlj2ay6d 440 9 some some DT cord-295028-vlj2ay6d 440 10 competent competent JJ cord-295028-vlj2ay6d 440 11 authorities authority NNS cord-295028-vlj2ay6d 440 12 , , , cord-295028-vlj2ay6d 440 13 such such JJ cord-295028-vlj2ay6d 440 14 as as IN cord-295028-vlj2ay6d 440 15 customs custom NNS cord-295028-vlj2ay6d 440 16 and and CC cord-295028-vlj2ay6d 440 17 commodity commodity NN cord-295028-vlj2ay6d 440 18 inspection inspection NN cord-295028-vlj2ay6d 440 19 authorities authority NNS cord-295028-vlj2ay6d 440 20 . . . cord-295028-vlj2ay6d 441 1 Low low JJ cord-295028-vlj2ay6d 441 2 customs custom NNS cord-295028-vlj2ay6d 441 3 clearance clearance NN cord-295028-vlj2ay6d 441 4 efficiency efficiency NN cord-295028-vlj2ay6d 441 5 or or CC cord-295028-vlj2ay6d 441 6 high high JJ cord-295028-vlj2ay6d 441 7 inspection inspection NN cord-295028-vlj2ay6d 441 8 and and CC cord-295028-vlj2ay6d 441 9 quarantine quarantine NN cord-295028-vlj2ay6d 441 10 standards standard NNS cord-295028-vlj2ay6d 441 11 may may MD cord-295028-vlj2ay6d 441 12 cause cause VB cord-295028-vlj2ay6d 441 13 the the DT cord-295028-vlj2ay6d 441 14 cargo cargo NN cord-295028-vlj2ay6d 441 15 to to TO cord-295028-vlj2ay6d 441 16 fail fail VB cord-295028-vlj2ay6d 441 17 to to TO cord-295028-vlj2ay6d 441 18 clear clear VB cord-295028-vlj2ay6d 441 19 customs custom NNS cord-295028-vlj2ay6d 441 20 in in IN cord-295028-vlj2ay6d 441 21 time time NN cord-295028-vlj2ay6d 441 22 and and CC cord-295028-vlj2ay6d 441 23 thus thus RB cord-295028-vlj2ay6d 441 24 fail fail VB cord-295028-vlj2ay6d 441 25 to to TO cord-295028-vlj2ay6d 441 26 be be VB cord-295028-vlj2ay6d 441 27 on on IN cord-295028-vlj2ay6d 441 28 board board NN cord-295028-vlj2ay6d 441 29 the the DT cord-295028-vlj2ay6d 441 30 ship ship NN cord-295028-vlj2ay6d 441 31 . . . cord-295028-vlj2ay6d 442 1 The the DT cord-295028-vlj2ay6d 442 2 third third JJ cord-295028-vlj2ay6d 442 3 influential influential JJ cord-295028-vlj2ay6d 442 4 factor factor NN cord-295028-vlj2ay6d 442 5 is be VBZ cord-295028-vlj2ay6d 442 6 emergencies emergency NNS cord-295028-vlj2ay6d 442 7 in in IN cord-295028-vlj2ay6d 442 8 some some DT cord-295028-vlj2ay6d 442 9 areas area NNS cord-295028-vlj2ay6d 442 10 . . . cord-295028-vlj2ay6d 443 1 For for IN cord-295028-vlj2ay6d 443 2 example example NN cord-295028-vlj2ay6d 443 3 , , , cord-295028-vlj2ay6d 443 4 due due IN cord-295028-vlj2ay6d 443 5 to to IN cord-295028-vlj2ay6d 443 6 the the DT cord-295028-vlj2ay6d 443 7 outbreak outbreak NN cord-295028-vlj2ay6d 443 8 of of IN cord-295028-vlj2ay6d 443 9 COVID-19 COVID-19 NNP cord-295028-vlj2ay6d 443 10 , , , cord-295028-vlj2ay6d 443 11 some some DT cord-295028-vlj2ay6d 443 12 goods good NNS cord-295028-vlj2ay6d 443 13 intended intend VBN cord-295028-vlj2ay6d 443 14 to to TO cord-295028-vlj2ay6d 443 15 be be VB cord-295028-vlj2ay6d 443 16 exported export VBN cord-295028-vlj2ay6d 443 17 and and CC cord-295028-vlj2ay6d 443 18 the the DT cord-295028-vlj2ay6d 443 19 slots slot NNS cord-295028-vlj2ay6d 443 20 booked book VBN cord-295028-vlj2ay6d 443 21 for for IN cord-295028-vlj2ay6d 443 22 them -PRON- PRP cord-295028-vlj2ay6d 443 23 had have VBD cord-295028-vlj2ay6d 443 24 to to TO cord-295028-vlj2ay6d 443 25 be be VB cord-295028-vlj2ay6d 443 26 cancelled cancel VBN cord-295028-vlj2ay6d 443 27 . . . cord-295028-vlj2ay6d 444 1 We -PRON- PRP cord-295028-vlj2ay6d 444 2 only only RB cord-295028-vlj2ay6d 444 3 discuss discuss VBP cord-295028-vlj2ay6d 444 4 them -PRON- PRP cord-295028-vlj2ay6d 444 5 empirically empirically RB cord-295028-vlj2ay6d 444 6 here here RB cord-295028-vlj2ay6d 444 7 because because IN cord-295028-vlj2ay6d 444 8 these these DT cord-295028-vlj2ay6d 444 9 factors factor NNS cord-295028-vlj2ay6d 444 10 are be VBP cord-295028-vlj2ay6d 444 11 difficult difficult JJ cord-295028-vlj2ay6d 444 12 to to TO cord-295028-vlj2ay6d 444 13 quantify quantify VB cord-295028-vlj2ay6d 444 14 , , , cord-295028-vlj2ay6d 444 15 and and CC cord-295028-vlj2ay6d 444 16 the the DT cord-295028-vlj2ay6d 444 17 data datum NNS cord-295028-vlj2ay6d 444 18 are be VBP cord-295028-vlj2ay6d 444 19 difficult difficult JJ cord-295028-vlj2ay6d 444 20 to to TO cord-295028-vlj2ay6d 444 21 obtain obtain VB cord-295028-vlj2ay6d 444 22 . . . cord-295028-vlj2ay6d 445 1 Quantitative quantitative JJ cord-295028-vlj2ay6d 445 2 research research NN cord-295028-vlj2ay6d 445 3 on on IN cord-295028-vlj2ay6d 445 4 these these DT cord-295028-vlj2ay6d 445 5 influencing influence VBG cord-295028-vlj2ay6d 445 6 factors factor NNS cord-295028-vlj2ay6d 445 7 is be VBZ cord-295028-vlj2ay6d 445 8 a a DT cord-295028-vlj2ay6d 445 9 valuable valuable JJ cord-295028-vlj2ay6d 445 10 future future JJ cord-295028-vlj2ay6d 445 11 research research NN cord-295028-vlj2ay6d 445 12 direction direction NN cord-295028-vlj2ay6d 445 13 . . . cord-295028-vlj2ay6d 446 1 To to TO cord-295028-vlj2ay6d 446 2 deal deal VB cord-295028-vlj2ay6d 446 3 with with IN cord-295028-vlj2ay6d 446 4 the the DT cord-295028-vlj2ay6d 446 5 pain pain NN cord-295028-vlj2ay6d 446 6 - - HYPH cord-295028-vlj2ay6d 446 7 point point NN cord-295028-vlj2ay6d 446 8 of of IN cord-295028-vlj2ay6d 446 9 slot slot NN cord-295028-vlj2ay6d 446 10 booking booking NN cord-295028-vlj2ay6d 446 11 cancellation cancellation NN cord-295028-vlj2ay6d 446 12 for for IN cord-295028-vlj2ay6d 446 13 intercontinental intercontinental JJ cord-295028-vlj2ay6d 446 14 container container NN cord-295028-vlj2ay6d 446 15 shipping shipping NN cord-295028-vlj2ay6d 446 16 , , , cord-295028-vlj2ay6d 446 17 this this DT cord-295028-vlj2ay6d 446 18 study study NN cord-295028-vlj2ay6d 446 19 developed develop VBD cord-295028-vlj2ay6d 446 20 a a DT cord-295028-vlj2ay6d 446 21 slot slot NN cord-295028-vlj2ay6d 446 22 booking booking NN cord-295028-vlj2ay6d 446 23 data data NN cord-295028-vlj2ay6d 446 24 - - HYPH cord-295028-vlj2ay6d 446 25 driven drive VBN cord-295028-vlj2ay6d 446 26 model model NN cord-295028-vlj2ay6d 446 27 to to TO cord-295028-vlj2ay6d 446 28 estimate estimate VB cord-295028-vlj2ay6d 446 29 the the DT cord-295028-vlj2ay6d 446 30 cancellation cancellation NN cord-295028-vlj2ay6d 446 31 probability probability NN cord-295028-vlj2ay6d 446 32 of of IN cord-295028-vlj2ay6d 446 33 container container NN cord-295028-vlj2ay6d 446 34 slot slot NN cord-295028-vlj2ay6d 446 35 bookings booking NNS cord-295028-vlj2ay6d 446 36 in in IN cord-295028-vlj2ay6d 446 37 the the DT cord-295028-vlj2ay6d 446 38 slot slot NN cord-295028-vlj2ay6d 446 39 booking booking NN cord-295028-vlj2ay6d 446 40 time time NN cord-295028-vlj2ay6d 446 41 period period NN cord-295028-vlj2ay6d 446 42 . . . cord-295028-vlj2ay6d 447 1 A a DT cord-295028-vlj2ay6d 447 2 TTCM ttcm NN cord-295028-vlj2ay6d 447 3 based base VBN cord-295028-vlj2ay6d 447 4 on on IN cord-295028-vlj2ay6d 447 5 TTC TTC NNP cord-295028-vlj2ay6d 447 6 analysis analysis NN cord-295028-vlj2ay6d 447 7 method method NN cord-295028-vlj2ay6d 447 8 was be VBD cord-295028-vlj2ay6d 447 9 developed develop VBN cord-295028-vlj2ay6d 447 10 to to TO cord-295028-vlj2ay6d 447 11 quantitatively quantitatively RB cord-295028-vlj2ay6d 447 12 consider consider VB cord-295028-vlj2ay6d 447 13 the the DT cord-295028-vlj2ay6d 447 14 internal internal JJ cord-295028-vlj2ay6d 447 15 factors factor NNS cord-295028-vlj2ay6d 447 16 of of IN cord-295028-vlj2ay6d 447 17 a a DT cord-295028-vlj2ay6d 447 18 slot slot NN cord-295028-vlj2ay6d 447 19 booking booking NN cord-295028-vlj2ay6d 447 20 and and CC cord-295028-vlj2ay6d 447 21 external external JJ cord-295028-vlj2ay6d 447 22 factors factor NNS cord-295028-vlj2ay6d 447 23 that that WDT cord-295028-vlj2ay6d 447 24 influence influence VBP cord-295028-vlj2ay6d 447 25 the the DT cord-295028-vlj2ay6d 447 26 probability probability NN cord-295028-vlj2ay6d 447 27 of of IN cord-295028-vlj2ay6d 447 28 cancellation cancellation NN cord-295028-vlj2ay6d 447 29 . . . cord-295028-vlj2ay6d 448 1 To to TO cord-295028-vlj2ay6d 448 2 improve improve VB cord-295028-vlj2ay6d 448 3 the the DT cord-295028-vlj2ay6d 448 4 performance performance NN cord-295028-vlj2ay6d 448 5 of of IN cord-295028-vlj2ay6d 448 6 the the DT cord-295028-vlj2ay6d 448 7 model model NN cord-295028-vlj2ay6d 448 8 and and CC cord-295028-vlj2ay6d 448 9 reflect reflect VB cord-295028-vlj2ay6d 448 10 the the DT cord-295028-vlj2ay6d 448 11 effects effect NNS cord-295028-vlj2ay6d 448 12 of of IN cord-295028-vlj2ay6d 448 13 market market NN cord-295028-vlj2ay6d 448 14 regionality regionality NN cord-295028-vlj2ay6d 448 15 , , , cord-295028-vlj2ay6d 448 16 we -PRON- PRP cord-295028-vlj2ay6d 448 17 used use VBD cord-295028-vlj2ay6d 448 18 the the DT cord-295028-vlj2ay6d 448 19 frailty frailty NN cord-295028-vlj2ay6d 448 20 term term NN cord-295028-vlj2ay6d 448 21 to to TO cord-295028-vlj2ay6d 448 22 formulate formulate VB cord-295028-vlj2ay6d 448 23 the the DT cord-295028-vlj2ay6d 448 24 correlation correlation NN cord-295028-vlj2ay6d 448 25 of of IN cord-295028-vlj2ay6d 448 26 the the DT cord-295028-vlj2ay6d 448 27 cancellation cancellation NN cord-295028-vlj2ay6d 448 28 behaviors behavior NNS cord-295028-vlj2ay6d 448 29 of of IN cord-295028-vlj2ay6d 448 30 the the DT cord-295028-vlj2ay6d 448 31 bookings booking NNS cord-295028-vlj2ay6d 448 32 that that WDT cord-295028-vlj2ay6d 448 33 belong belong VBP cord-295028-vlj2ay6d 448 34 to to IN cord-295028-vlj2ay6d 448 35 the the DT cord-295028-vlj2ay6d 448 36 same same JJ cord-295028-vlj2ay6d 448 37 origin origin NN cord-295028-vlj2ay6d 448 38 country country NN cord-295028-vlj2ay6d 448 39 . . . cord-295028-vlj2ay6d 449 1 The the DT cord-295028-vlj2ay6d 449 2 case case NN cord-295028-vlj2ay6d 449 3 study study NN cord-295028-vlj2ay6d 449 4 shows show VBZ cord-295028-vlj2ay6d 449 5 that that IN cord-295028-vlj2ay6d 449 6 the the DT cord-295028-vlj2ay6d 449 7 developed develop VBN cord-295028-vlj2ay6d 449 8 model model NN cord-295028-vlj2ay6d 449 9 is be VBZ cord-295028-vlj2ay6d 449 10 useful useful JJ cord-295028-vlj2ay6d 449 11 in in IN cord-295028-vlj2ay6d 449 12 assisting assist VBG cord-295028-vlj2ay6d 449 13 the the DT cord-295028-vlj2ay6d 449 14 shipping shipping NN cord-295028-vlj2ay6d 449 15 companies company NNS cord-295028-vlj2ay6d 449 16 to to TO cord-295028-vlj2ay6d 449 17 estimate estimate VB cord-295028-vlj2ay6d 449 18 the the DT cord-295028-vlj2ay6d 449 19 loaded loaded JJ cord-295028-vlj2ay6d 449 20 containers container NNS cord-295028-vlj2ay6d 449 21 by by IN cord-295028-vlj2ay6d 449 22 their -PRON- PRP$ cord-295028-vlj2ay6d 449 23 slot slot NN cord-295028-vlj2ay6d 449 24 booking booking NN cord-295028-vlj2ay6d 449 25 data datum NNS cord-295028-vlj2ay6d 449 26 in in IN cord-295028-vlj2ay6d 449 27 the the DT cord-295028-vlj2ay6d 449 28 slot slot NN cord-295028-vlj2ay6d 449 29 booking booking NN cord-295028-vlj2ay6d 449 30 time time NN cord-295028-vlj2ay6d 449 31 period period NN cord-295028-vlj2ay6d 449 32 . . . cord-295028-vlj2ay6d 450 1 We -PRON- PRP cord-295028-vlj2ay6d 450 2 recommend recommend VBP cord-295028-vlj2ay6d 450 3 further further JJ cord-295028-vlj2ay6d 450 4 studies study NNS cord-295028-vlj2ay6d 450 5 to to TO cord-295028-vlj2ay6d 450 6 enahnce enahnce VB cord-295028-vlj2ay6d 450 7 the the DT cord-295028-vlj2ay6d 450 8 prediction prediction NN cord-295028-vlj2ay6d 450 9 power power NN cord-295028-vlj2ay6d 450 10 of of IN cord-295028-vlj2ay6d 450 11 the the DT cord-295028-vlj2ay6d 450 12 model model NN cord-295028-vlj2ay6d 450 13 by by IN cord-295028-vlj2ay6d 450 14 considering consider VBG cord-295028-vlj2ay6d 450 15 more more JJR cord-295028-vlj2ay6d 450 16 customer customer NN cord-295028-vlj2ay6d 450 17 information information NN cord-295028-vlj2ay6d 450 18 discussed discuss VBN cord-295028-vlj2ay6d 450 19 in in IN cord-295028-vlj2ay6d 450 20 Section section NN cord-295028-vlj2ay6d 450 21 2 2 CD cord-295028-vlj2ay6d 450 22 . . . cord-295028-vlj2ay6d 451 1 It -PRON- PRP cord-295028-vlj2ay6d 451 2 is be VBZ cord-295028-vlj2ay6d 451 3 another another DT cord-295028-vlj2ay6d 451 4 research research NN cord-295028-vlj2ay6d 451 5 direction direction NN cord-295028-vlj2ay6d 451 6 to to TO cord-295028-vlj2ay6d 451 7 use use VB cord-295028-vlj2ay6d 451 8 the the DT cord-295028-vlj2ay6d 451 9 cancellation cancellation NN cord-295028-vlj2ay6d 451 10 probability probability NN cord-295028-vlj2ay6d 451 11 to to TO cord-295028-vlj2ay6d 451 12 optimize optimize VB cord-295028-vlj2ay6d 451 13 the the DT cord-295028-vlj2ay6d 451 14 pricing pricing NN cord-295028-vlj2ay6d 451 15 policy policy NN cord-295028-vlj2ay6d 451 16 for for IN cord-295028-vlj2ay6d 451 17 container container NN cord-295028-vlj2ay6d 451 18 liner liner NN cord-295028-vlj2ay6d 451 19 shipping shipping NN cord-295028-vlj2ay6d 451 20 company company NN cord-295028-vlj2ay6d 451 21 . . . cord-295028-vlj2ay6d 452 1 The the DT cord-295028-vlj2ay6d 452 2 authors author NNS cord-295028-vlj2ay6d 452 3 declare declare VBP cord-295028-vlj2ay6d 452 4 that that IN cord-295028-vlj2ay6d 452 5 they -PRON- PRP cord-295028-vlj2ay6d 452 6 have have VBP cord-295028-vlj2ay6d 452 7 no no DT cord-295028-vlj2ay6d 452 8 known know VBN cord-295028-vlj2ay6d 452 9 competing compete VBG cord-295028-vlj2ay6d 452 10 financial financial JJ cord-295028-vlj2ay6d 452 11 interests interest NNS cord-295028-vlj2ay6d 452 12 or or CC cord-295028-vlj2ay6d 452 13 personal personal JJ cord-295028-vlj2ay6d 452 14 relationships relationship NNS cord-295028-vlj2ay6d 452 15 that that WDT cord-295028-vlj2ay6d 452 16 could could MD cord-295028-vlj2ay6d 452 17 have have VB cord-295028-vlj2ay6d 452 18 appeared appear VBN cord-295028-vlj2ay6d 452 19 to to TO cord-295028-vlj2ay6d 452 20 influence influence VB cord-295028-vlj2ay6d 452 21 the the DT cord-295028-vlj2ay6d 452 22 work work NN cord-295028-vlj2ay6d 452 23 reported report VBN cord-295028-vlj2ay6d 452 24 in in IN cord-295028-vlj2ay6d 452 25 this this DT cord-295028-vlj2ay6d 452 26 paper paper NN cord-295028-vlj2ay6d 452 27 . . . cord-295028-vlj2ay6d 453 1 According accord VBG cord-295028-vlj2ay6d 453 2 to to IN cord-295028-vlj2ay6d 453 3 Eq Eq NNP cord-295028-vlj2ay6d 453 4 . . . cord-295028-vlj2ay6d 454 1 ( ( -LRB- cord-295028-vlj2ay6d 454 2 A2 A2 NNP cord-295028-vlj2ay6d 454 3 ) ) -RRB- cord-295028-vlj2ay6d 454 4 , , , cord-295028-vlj2ay6d 454 5 there there EX cord-295028-vlj2ay6d 454 6 is be VBZ cord-295028-vlj2ay6d 454 7 a a DT cord-295028-vlj2ay6d 454 8 natural natural JJ cord-295028-vlj2ay6d 454 9 relationship relationship NN cord-295028-vlj2ay6d 454 10 between between IN cord-295028-vlj2ay6d 454 11 λ(t λ(t NNP cord-295028-vlj2ay6d 454 12 ) ) -RRB- cord-295028-vlj2ay6d 454 13 and and CC cord-295028-vlj2ay6d 454 14 S(t S(t NNP cord-295028-vlj2ay6d 454 15 ) ) -RRB- cord-295028-vlj2ay6d 454 16 as as IN cord-295028-vlj2ay6d 454 17 follows follow VBZ cord-295028-vlj2ay6d 454 18 : : : cord-295028-vlj2ay6d 454 19 where where WRB cord-295028-vlj2ay6d 454 20 Λ(t Λ(t NNP cord-295028-vlj2ay6d 454 21 ) ) -RRB- cord-295028-vlj2ay6d 455 1 = = NFP cord-295028-vlj2ay6d 456 1 ∫ ∫ NNP cord-295028-vlj2ay6d 456 2 t t NNP cord-295028-vlj2ay6d 456 3 0 0 CD cord-295028-vlj2ay6d 456 4 λ(x)dx λ(x)dx NNP cord-295028-vlj2ay6d 456 5 is be VBZ cord-295028-vlj2ay6d 456 6 called call VBN cord-295028-vlj2ay6d 456 7 cumulative cumulative JJ cord-295028-vlj2ay6d 456 8 hazard hazard NN cord-295028-vlj2ay6d 456 9 function function NN cord-295028-vlj2ay6d 456 10 . . . cord-295028-vlj2ay6d 457 1 Thus thus RB cord-295028-vlj2ay6d 457 2 , , , cord-295028-vlj2ay6d 457 3 the the DT cord-295028-vlj2ay6d 457 4 survival survival NN cord-295028-vlj2ay6d 457 5 function function NN cord-295028-vlj2ay6d 457 6 can can MD cord-295028-vlj2ay6d 457 7 be be VB cord-295028-vlj2ay6d 457 8 obtained obtain VBN cord-295028-vlj2ay6d 457 9 if if IN cord-295028-vlj2ay6d 457 10 we -PRON- PRP cord-295028-vlj2ay6d 457 11 know know VBP cord-295028-vlj2ay6d 457 12 the the DT cord-295028-vlj2ay6d 457 13 formulation formulation NN cord-295028-vlj2ay6d 457 14 of of IN cord-295028-vlj2ay6d 457 15 the the DT cord-295028-vlj2ay6d 457 16 hazard hazard NN cord-295028-vlj2ay6d 457 17 function function NN cord-295028-vlj2ay6d 457 18 λ(t λ(t NNP cord-295028-vlj2ay6d 457 19 ) ) -RRB- cord-295028-vlj2ay6d 457 20 . . . cord-295028-vlj2ay6d 458 1 In in IN cord-295028-vlj2ay6d 458 2 this this DT cord-295028-vlj2ay6d 458 3 study study NN cord-295028-vlj2ay6d 458 4 , , , cord-295028-vlj2ay6d 458 5 according accord VBG cord-295028-vlj2ay6d 458 6 to to IN cord-295028-vlj2ay6d 458 7 the the DT cord-295028-vlj2ay6d 458 8 above above JJ cord-295028-vlj2ay6d 458 9 definition definition NN cord-295028-vlj2ay6d 458 10 , , , cord-295028-vlj2ay6d 458 11 the the DT cord-295028-vlj2ay6d 458 12 cancellation cancellation NN cord-295028-vlj2ay6d 458 13 hazard hazard NN cord-295028-vlj2ay6d 458 14 function function NN cord-295028-vlj2ay6d 458 15 implies imply VBZ cord-295028-vlj2ay6d 458 16 the the DT cord-295028-vlj2ay6d 458 17 instantaneous instantaneous JJ cord-295028-vlj2ay6d 458 18 rate rate NN cord-295028-vlj2ay6d 458 19 of of IN cord-295028-vlj2ay6d 458 20 occurrence occurrence NN cord-295028-vlj2ay6d 458 21 of of IN cord-295028-vlj2ay6d 458 22 the the DT cord-295028-vlj2ay6d 458 23 cancellation cancellation NN cord-295028-vlj2ay6d 458 24 conditioning conditioning NN cord-295028-vlj2ay6d 458 25 that that WDT cord-295028-vlj2ay6d 458 26 the the DT cord-295028-vlj2ay6d 458 27 booking booking NN cord-295028-vlj2ay6d 458 28 has have VBZ cord-295028-vlj2ay6d 458 29 not not RB cord-295028-vlj2ay6d 458 30 been be VBN cord-295028-vlj2ay6d 458 31 cancelled cancel VBN cord-295028-vlj2ay6d 458 32 before before IN cord-295028-vlj2ay6d 458 33 time time NN cord-295028-vlj2ay6d 458 34 t. t. NNP cord-295028-vlj2ay6d 459 1 In in IN cord-295028-vlj2ay6d 459 2 time time NN cord-295028-vlj2ay6d 459 3 - - HYPH cord-295028-vlj2ay6d 459 4 to to IN cord-295028-vlj2ay6d 459 5 - - HYPH cord-295028-vlj2ay6d 459 6 event event NN cord-295028-vlj2ay6d 459 7 analysis analysis NN cord-295028-vlj2ay6d 459 8 , , , cord-295028-vlj2ay6d 459 9 hazard hazard NN cord-295028-vlj2ay6d 459 10 function function NN cord-295028-vlj2ay6d 459 11 λ(t λ(t NNP cord-295028-vlj2ay6d 459 12 ) ) -RRB- cord-295028-vlj2ay6d 459 13 can can MD cord-295028-vlj2ay6d 459 14 be be VB cord-295028-vlj2ay6d 459 15 formulated formulate VBN cord-295028-vlj2ay6d 459 16 to to IN cord-295028-vlj2ay6d 459 17 several several JJ cord-295028-vlj2ay6d 459 18 forms form NNS cord-295028-vlj2ay6d 459 19 , , , cord-295028-vlj2ay6d 459 20 and and CC cord-295028-vlj2ay6d 459 21 the the DT cord-295028-vlj2ay6d 459 22 characteristics characteristic NNS cord-295028-vlj2ay6d 459 23 of of IN cord-295028-vlj2ay6d 459 24 the the DT cord-295028-vlj2ay6d 459 25 slot slot NN cord-295028-vlj2ay6d 459 26 bookings booking NNS cord-295028-vlj2ay6d 459 27 , , , cord-295028-vlj2ay6d 459 28 as as RB cord-295028-vlj2ay6d 459 29 well well RB cord-295028-vlj2ay6d 459 30 as as IN cord-295028-vlj2ay6d 459 31 the the DT cord-295028-vlj2ay6d 459 32 internal internal JJ cord-295028-vlj2ay6d 459 33 and and CC cord-295028-vlj2ay6d 459 34 external external JJ cord-295028-vlj2ay6d 459 35 influential influential JJ cord-295028-vlj2ay6d 459 36 factors factor NNS cord-295028-vlj2ay6d 459 37 , , , cord-295028-vlj2ay6d 459 38 can can MD cord-295028-vlj2ay6d 459 39 be be VB cord-295028-vlj2ay6d 459 40 considered consider VBN cord-295028-vlj2ay6d 459 41 when when WRB cord-295028-vlj2ay6d 459 42 modeling model VBG cord-295028-vlj2ay6d 459 43 the the DT cord-295028-vlj2ay6d 459 44 hazard hazard NN cord-295028-vlj2ay6d 459 45 function function NN cord-295028-vlj2ay6d 459 46 . . . cord-295028-vlj2ay6d 460 1 The the DT cord-295028-vlj2ay6d 460 2 two two CD cord-295028-vlj2ay6d 460 3 forms form NNS cord-295028-vlj2ay6d 460 4 of of IN cord-295028-vlj2ay6d 460 5 baseline baseline JJ cord-295028-vlj2ay6d 460 6 hazard hazard NN cord-295028-vlj2ay6d 460 7 funcitons funciton NNS cord-295028-vlj2ay6d 460 8 are be VBP cord-295028-vlj2ay6d 460 9 elaborated elaborate VBN cord-295028-vlj2ay6d 460 10 as as IN cord-295028-vlj2ay6d 460 11 follows follow VBZ cord-295028-vlj2ay6d 460 12 : : : cord-295028-vlj2ay6d 461 1 ( ( -LRB- cord-295028-vlj2ay6d 461 2 i i NN cord-295028-vlj2ay6d 461 3 ) ) -RRB- cord-295028-vlj2ay6d 461 4 Weibull Weibull NNP cord-295028-vlj2ay6d 461 5 baseline baseline JJ cord-295028-vlj2ay6d 461 6 hazard hazard NN cord-295028-vlj2ay6d 461 7 function function NN cord-295028-vlj2ay6d 461 8 . . . cord-295028-vlj2ay6d 462 1 For for IN cord-295028-vlj2ay6d 462 2 the the DT cord-295028-vlj2ay6d 462 3 parametric parametric JJ cord-295028-vlj2ay6d 462 4 form form NN cord-295028-vlj2ay6d 462 5 , , , cord-295028-vlj2ay6d 462 6 it -PRON- PRP cord-295028-vlj2ay6d 462 7 is be VBZ cord-295028-vlj2ay6d 462 8 conventional conventional JJ cord-295028-vlj2ay6d 462 9 to to TO cord-295028-vlj2ay6d 462 10 assume assume VB cord-295028-vlj2ay6d 462 11 that that IN cord-295028-vlj2ay6d 462 12 the the DT cord-295028-vlj2ay6d 462 13 TTC TTC NNP cord-295028-vlj2ay6d 462 14 T T NNP cord-295028-vlj2ay6d 462 15 follows follow VBZ cord-295028-vlj2ay6d 462 16 a a DT cord-295028-vlj2ay6d 462 17 Weibull Weibull NNP cord-295028-vlj2ay6d 462 18 distribution distribution NN cord-295028-vlj2ay6d 462 19 of of IN cord-295028-vlj2ay6d 462 20 two two CD cord-295028-vlj2ay6d 462 21 parameters parameter NNS cord-295028-vlj2ay6d 462 22 with with IN cord-295028-vlj2ay6d 462 23 the the DT cord-295028-vlj2ay6d 462 24 PDF pdf NN cord-295028-vlj2ay6d 462 25 f f NN cord-295028-vlj2ay6d 462 26 ( ( -LRB- cord-295028-vlj2ay6d 462 27 t|μ t|μ NNP cord-295028-vlj2ay6d 462 28 1 1 CD cord-295028-vlj2ay6d 462 29 , , , cord-295028-vlj2ay6d 462 30 μ μ NN cord-295028-vlj2ay6d 462 31 2 2 CD cord-295028-vlj2ay6d 462 32 ) ) -RRB- cord-295028-vlj2ay6d 462 33 = = NFP cord-295028-vlj2ay6d 463 1 μ μ NN cord-295028-vlj2ay6d 463 2 1 1 CD cord-295028-vlj2ay6d 463 3 μ μ NN cord-295028-vlj2ay6d 463 4 2 2 CD cord-295028-vlj2ay6d 463 5 t t NN cord-295028-vlj2ay6d 463 6 μ μ NN cord-295028-vlj2ay6d 463 7 1 1 CD cord-295028-vlj2ay6d 463 8 − − NNP cord-295028-vlj2ay6d 463 9 1 1 CD cord-295028-vlj2ay6d 463 10 exp exp NN cord-295028-vlj2ay6d 463 11 ( ( -LRB- cord-295028-vlj2ay6d 463 12 − − NN cord-295028-vlj2ay6d 463 13 μ μ NN cord-295028-vlj2ay6d 464 1 2 2 CD cord-295028-vlj2ay6d 464 2 t t NN cord-295028-vlj2ay6d 464 3 μ μ NN cord-295028-vlj2ay6d 464 4 1 1 CD cord-295028-vlj2ay6d 464 5 ) ) -RRB- cord-295028-vlj2ay6d 464 6 ( ( -LRB- cord-295028-vlj2ay6d 464 7 B1 b1 NN cord-295028-vlj2ay6d 464 8 ) ) -RRB- cord-295028-vlj2ay6d 464 9 where where WRB cord-295028-vlj2ay6d 464 10 μ μ NN cord-295028-vlj2ay6d 464 11 = = SYM cord-295028-vlj2ay6d 464 12 { { -LRB- cord-295028-vlj2ay6d 464 13 μ μ NN cord-295028-vlj2ay6d 464 14 1 1 CD cord-295028-vlj2ay6d 464 15 , , , cord-295028-vlj2ay6d 464 16 μ μ NN cord-295028-vlj2ay6d 464 17 2 2 CD cord-295028-vlj2ay6d 464 18 } } -RRB- cord-295028-vlj2ay6d 464 19 is be VBZ cord-295028-vlj2ay6d 464 20 the the DT cord-295028-vlj2ay6d 464 21 parameters parameter NNS cord-295028-vlj2ay6d 464 22 of of IN cord-295028-vlj2ay6d 464 23 the the DT cord-295028-vlj2ay6d 464 24 Weibull Weibull NNP cord-295028-vlj2ay6d 464 25 distribution distribution NN cord-295028-vlj2ay6d 464 26 . . . cord-295028-vlj2ay6d 465 1 According accord VBG cord-295028-vlj2ay6d 465 2 to to IN cord-295028-vlj2ay6d 465 3 the the DT cord-295028-vlj2ay6d 465 4 relationship relationship NN cord-295028-vlj2ay6d 465 5 between between IN cord-295028-vlj2ay6d 465 6 hazard hazard NN cord-295028-vlj2ay6d 465 7 function function NN cord-295028-vlj2ay6d 465 8 and and CC cord-295028-vlj2ay6d 465 9 PDF PDF NNP cord-295028-vlj2ay6d 465 10 presented present VBN cord-295028-vlj2ay6d 465 11 by by IN cord-295028-vlj2ay6d 465 12 Eq Eq NNP cord-295028-vlj2ay6d 465 13 . . . cord-295028-vlj2ay6d 466 1 ( ( -LRB- cord-295028-vlj2ay6d 466 2 A2 A2 NNP cord-295028-vlj2ay6d 466 3 ) ) -RRB- cord-295028-vlj2ay6d 466 4 , , , cord-295028-vlj2ay6d 466 5 the the DT cord-295028-vlj2ay6d 466 6 Weibull Weibull NNP cord-295028-vlj2ay6d 466 7 baseline baseline JJ cord-295028-vlj2ay6d 466 8 hazard hazard NN cord-295028-vlj2ay6d 466 9 function function NN cord-295028-vlj2ay6d 466 10 is be VBZ cord-295028-vlj2ay6d 466 11 where where WRB cord-295028-vlj2ay6d 466 12 μ μ NN cord-295028-vlj2ay6d 466 13 = = SYM cord-295028-vlj2ay6d 466 14 { { -LRB- cord-295028-vlj2ay6d 466 15 μ μ NN cord-295028-vlj2ay6d 466 16 1 1 CD cord-295028-vlj2ay6d 466 17 , , , cord-295028-vlj2ay6d 466 18 μ μ NN cord-295028-vlj2ay6d 466 19 2 2 CD cord-295028-vlj2ay6d 466 20 } } -RRB- cord-295028-vlj2ay6d 466 21 is be VBZ cord-295028-vlj2ay6d 466 22 to to TO cord-295028-vlj2ay6d 466 23 be be VB cord-295028-vlj2ay6d 466 24 estimated estimate VBN cord-295028-vlj2ay6d 466 25 using use VBG cord-295028-vlj2ay6d 466 26 the the DT cord-295028-vlj2ay6d 466 27 slot slot NN cord-295028-vlj2ay6d 466 28 booking booking NN cord-295028-vlj2ay6d 466 29 data datum NNS cord-295028-vlj2ay6d 466 30 . . . cord-295028-vlj2ay6d 467 1 The the DT cord-295028-vlj2ay6d 467 2 Weibull Weibull NNP cord-295028-vlj2ay6d 467 3 distribution distribution NN cord-295028-vlj2ay6d 467 4 assumption assumption NN cord-295028-vlj2ay6d 467 5 is be VBZ cord-295028-vlj2ay6d 467 6 widely widely RB cord-295028-vlj2ay6d 467 7 assumed assume VBN cord-295028-vlj2ay6d 467 8 in in IN cord-295028-vlj2ay6d 467 9 the the DT cord-295028-vlj2ay6d 467 10 studies study NNS cord-295028-vlj2ay6d 467 11 on on IN cord-295028-vlj2ay6d 467 12 time time NN cord-295028-vlj2ay6d 467 13 - - HYPH cord-295028-vlj2ay6d 467 14 to to IN cord-295028-vlj2ay6d 467 15 - - HYPH cord-295028-vlj2ay6d 467 16 event event NN cord-295028-vlj2ay6d 467 17 analysis analysis NN cord-295028-vlj2ay6d 467 18 and and CC cord-295028-vlj2ay6d 467 19 shows show VBZ cord-295028-vlj2ay6d 467 20 effective effective JJ cord-295028-vlj2ay6d 467 21 performance performance NN cord-295028-vlj2ay6d 467 22 for for IN cord-295028-vlj2ay6d 467 23 some some DT cord-295028-vlj2ay6d 467 24 data datum NNS cord-295028-vlj2ay6d 467 25 ( ( -LRB- cord-295028-vlj2ay6d 467 26 e.g. e.g. RB cord-295028-vlj2ay6d 467 27 , , , cord-295028-vlj2ay6d 467 28 Haque Haque NNP cord-295028-vlj2ay6d 467 29 and and CC cord-295028-vlj2ay6d 467 30 Washington Washington NNP cord-295028-vlj2ay6d 467 31 , , , cord-295028-vlj2ay6d 467 32 2015 2015 CD cord-295028-vlj2ay6d 467 33 ; ; : cord-295028-vlj2ay6d 467 34 Li Li NNP cord-295028-vlj2ay6d 467 35 et et NNP cord-295028-vlj2ay6d 467 36 al al NNP cord-295028-vlj2ay6d 467 37 . . NNP cord-295028-vlj2ay6d 467 38 , , , cord-295028-vlj2ay6d 467 39 2015 2015 CD cord-295028-vlj2ay6d 467 40 ) ) -RRB- cord-295028-vlj2ay6d 467 41 . . . cord-295028-vlj2ay6d 468 1 ( ( -LRB- cord-295028-vlj2ay6d 468 2 ii ii LS cord-295028-vlj2ay6d 468 3 ) ) -RRB- cord-295028-vlj2ay6d 468 4 Spline Spline NNP cord-295028-vlj2ay6d 468 5 baseline baseline JJ cord-295028-vlj2ay6d 468 6 hazard hazard NN cord-295028-vlj2ay6d 468 7 function function NN cord-295028-vlj2ay6d 468 8 . . . cord-295028-vlj2ay6d 469 1 We -PRON- PRP cord-295028-vlj2ay6d 469 2 use use VBP cord-295028-vlj2ay6d 469 3 both both DT cord-295028-vlj2ay6d 469 4 B b NN cord-295028-vlj2ay6d 469 5 - - HYPH cord-295028-vlj2ay6d 469 6 spline spline NN cord-295028-vlj2ay6d 469 7 and and CC cord-295028-vlj2ay6d 469 8 M M NNP cord-295028-vlj2ay6d 469 9 - - HYPH cord-295028-vlj2ay6d 469 10 spline spline NN cord-295028-vlj2ay6d 469 11 functions function NNS cord-295028-vlj2ay6d 469 12 in in IN cord-295028-vlj2ay6d 469 13 this this DT cord-295028-vlj2ay6d 469 14 study study NN cord-295028-vlj2ay6d 469 15 to to TO cord-295028-vlj2ay6d 469 16 estimate estimate VB cord-295028-vlj2ay6d 469 17 the the DT cord-295028-vlj2ay6d 469 18 baseline baseline JJ cord-295028-vlj2ay6d 469 19 hazard hazard NN cord-295028-vlj2ay6d 469 20 functions function NNS cord-295028-vlj2ay6d 469 21 . . . cord-295028-vlj2ay6d 470 1 Given give VBN cord-295028-vlj2ay6d 470 2 the the DT cord-295028-vlj2ay6d 470 3 degree degree NN cord-295028-vlj2ay6d 470 4 and and CC cord-295028-vlj2ay6d 470 5 knots knot NNS cord-295028-vlj2ay6d 470 6 , , , cord-295028-vlj2ay6d 470 7 a a DT cord-295028-vlj2ay6d 470 8 set set NN cord-295028-vlj2ay6d 470 9 of of IN cord-295028-vlj2ay6d 470 10 basis basis NN cord-295028-vlj2ay6d 470 11 functions function NNS cord-295028-vlj2ay6d 470 12 can can MD cord-295028-vlj2ay6d 470 13 be be VB cord-295028-vlj2ay6d 470 14 determined determine VBN cord-295028-vlj2ay6d 470 15 . . . cord-295028-vlj2ay6d 471 1 The the DT cord-295028-vlj2ay6d 471 2 detailed detailed JJ cord-295028-vlj2ay6d 471 3 formulation formulation NN cord-295028-vlj2ay6d 471 4 of of IN cord-295028-vlj2ay6d 471 5 the the DT cord-295028-vlj2ay6d 471 6 two two CD cord-295028-vlj2ay6d 471 7 splines spline NNS cord-295028-vlj2ay6d 471 8 and and CC cord-295028-vlj2ay6d 471 9 the the DT cord-295028-vlj2ay6d 471 10 concepts concept NNS cord-295028-vlj2ay6d 471 11 of of IN cord-295028-vlj2ay6d 471 12 degree degree NN cord-295028-vlj2ay6d 471 13 and and CC cord-295028-vlj2ay6d 471 14 knots knot NNS cord-295028-vlj2ay6d 471 15 can can MD cord-295028-vlj2ay6d 471 16 be be VB cord-295028-vlj2ay6d 471 17 found find VBN cord-295028-vlj2ay6d 471 18 in in IN cord-295028-vlj2ay6d 471 19 the the DT cord-295028-vlj2ay6d 471 20 study study NN cord-295028-vlj2ay6d 471 21 by by IN cord-295028-vlj2ay6d 471 22 Ramsay Ramsay NNP cord-295028-vlj2ay6d 471 23 ( ( -LRB- cord-295028-vlj2ay6d 471 24 1988 1988 CD cord-295028-vlj2ay6d 471 25 ) ) -RRB- cord-295028-vlj2ay6d 471 26 . . . cord-295028-vlj2ay6d 472 1 Assume assume VB cord-295028-vlj2ay6d 472 2 there there EX cord-295028-vlj2ay6d 472 3 are be VBP cord-295028-vlj2ay6d 472 4 Q Q NNP cord-295028-vlj2ay6d 472 5 basis basis NN cord-295028-vlj2ay6d 472 6 functions function NNS cord-295028-vlj2ay6d 472 7 denoted denote VBN cord-295028-vlj2ay6d 472 8 by by IN cord-295028-vlj2ay6d 472 9 SP SP NNP cord-295028-vlj2ay6d 472 10 q q NNP cord-295028-vlj2ay6d 472 11 ( ( -LRB- cord-295028-vlj2ay6d 472 12 t t NNP cord-295028-vlj2ay6d 472 13 ) ) -RRB- cord-295028-vlj2ay6d 472 14 , , , cord-295028-vlj2ay6d 472 15 q q NNP cord-295028-vlj2ay6d 472 16 = = SYM cord-295028-vlj2ay6d 472 17 1 1 CD cord-295028-vlj2ay6d 472 18 , , , cord-295028-vlj2ay6d 472 19 2 2 CD cord-295028-vlj2ay6d 472 20 , , , cord-295028-vlj2ay6d 472 21 ... ... NFP cord-295028-vlj2ay6d 472 22 , , , cord-295028-vlj2ay6d 472 23 Q Q NNP cord-295028-vlj2ay6d 472 24 , , , cord-295028-vlj2ay6d 472 25 the the DT cord-295028-vlj2ay6d 472 26 spline spline NN cord-295028-vlj2ay6d 472 27 baseline baseline JJ cord-295028-vlj2ay6d 472 28 hazard hazard NN cord-295028-vlj2ay6d 472 29 function function NN cord-295028-vlj2ay6d 472 30 can can MD cord-295028-vlj2ay6d 472 31 be be VB cord-295028-vlj2ay6d 472 32 formulated formulate VBN cord-295028-vlj2ay6d 472 33 as as IN cord-295028-vlj2ay6d 472 34 λ λ NN cord-295028-vlj2ay6d 472 35 0 0 CD cord-295028-vlj2ay6d 472 36 ( ( -LRB- cord-295028-vlj2ay6d 472 37 t|μ t|μ NN cord-295028-vlj2ay6d 472 38 ) ) -RRB- cord-295028-vlj2ay6d 472 39 = = NFP cord-295028-vlj2ay6d 473 1 ∑ ∑ NNP cord-295028-vlj2ay6d 474 1 Q Q NNP cord-295028-vlj2ay6d 474 2 q q NNP cord-295028-vlj2ay6d 475 1 μ μ NN cord-295028-vlj2ay6d 476 1 q q NNP cord-295028-vlj2ay6d 476 2 SP SP NNP cord-295028-vlj2ay6d 476 3 q q NNP cord-295028-vlj2ay6d 476 4 ( ( -LRB- cord-295028-vlj2ay6d 476 5 t t NN cord-295028-vlj2ay6d 476 6 ) ) -RRB- cord-295028-vlj2ay6d 476 7 ( ( -LRB- cord-295028-vlj2ay6d 476 8 B3 b3 NN cord-295028-vlj2ay6d 476 9 ) ) -RRB- cord-295028-vlj2ay6d 476 10 where where WRB cord-295028-vlj2ay6d 476 11 μ μ NN cord-295028-vlj2ay6d 476 12 = = SYM cord-295028-vlj2ay6d 476 13 { { -LRB- cord-295028-vlj2ay6d 476 14 μ μ NN cord-295028-vlj2ay6d 476 15 1 1 CD cord-295028-vlj2ay6d 476 16 , , , cord-295028-vlj2ay6d 476 17 μ μ NN cord-295028-vlj2ay6d 476 18 2 2 CD cord-295028-vlj2ay6d 476 19 , , , cord-295028-vlj2ay6d 476 20 ... ... NFP cord-295028-vlj2ay6d 476 21 , , , cord-295028-vlj2ay6d 476 22 μ μ NN cord-295028-vlj2ay6d 476 23 Q Q NNP cord-295028-vlj2ay6d 476 24 } } -RRB- cord-295028-vlj2ay6d 476 25 are be VBP cord-295028-vlj2ay6d 476 26 the the DT cord-295028-vlj2ay6d 476 27 parameters parameter NNS cord-295028-vlj2ay6d 476 28 for for IN cord-295028-vlj2ay6d 476 29 the the DT cord-295028-vlj2ay6d 476 30 linear linear JJ cord-295028-vlj2ay6d 476 31 combination combination NN cord-295028-vlj2ay6d 476 32 of of IN cord-295028-vlj2ay6d 476 33 the the DT cord-295028-vlj2ay6d 476 34 basis basis NN cord-295028-vlj2ay6d 476 35 functions function NNS cord-295028-vlj2ay6d 476 36 , , , cord-295028-vlj2ay6d 476 37 and and CC cord-295028-vlj2ay6d 476 38 μ μ NN cord-295028-vlj2ay6d 476 39 is be VBZ cord-295028-vlj2ay6d 476 40 to to TO cord-295028-vlj2ay6d 476 41 be be VB cord-295028-vlj2ay6d 476 42 estimated estimate VBN cord-295028-vlj2ay6d 476 43 using use VBG cord-295028-vlj2ay6d 476 44 the the DT cord-295028-vlj2ay6d 476 45 slot slot NN cord-295028-vlj2ay6d 476 46 booking booking NN cord-295028-vlj2ay6d 476 47 data datum NNS cord-295028-vlj2ay6d 476 48 . . . cord-295028-vlj2ay6d 477 1 Suppose suppose VB cord-295028-vlj2ay6d 477 2 that that IN cord-295028-vlj2ay6d 477 3 the the DT cord-295028-vlj2ay6d 477 4 data data NN cord-295028-vlj2ay6d 477 5 set set VBD cord-295028-vlj2ay6d 477 6 that that WDT cord-295028-vlj2ay6d 477 7 characterizes characterize VBZ cord-295028-vlj2ay6d 477 8 an an DT cord-295028-vlj2ay6d 477 9 individual individual JJ cord-295028-vlj2ay6d 477 10 booking booking NN cord-295028-vlj2ay6d 477 11 is be VBZ cord-295028-vlj2ay6d 477 12 { { -LRB- cord-295028-vlj2ay6d 477 13 ( ( -LRB- cord-295028-vlj2ay6d 477 14 : : : cord-295028-vlj2ay6d 477 15 i i NN cord-295028-vlj2ay6d 477 16 = = SYM cord-295028-vlj2ay6d 477 17 1 1 CD cord-295028-vlj2ay6d 477 18 , , , cord-295028-vlj2ay6d 477 19 2 2 CD cord-295028-vlj2ay6d 477 20 , , , cord-295028-vlj2ay6d 477 21 ... ... NFP cord-295028-vlj2ay6d 477 22 , , , cord-295028-vlj2ay6d 477 23 n n NN cord-295028-vlj2ay6d 477 24 ; ; : cord-295028-vlj2ay6d 477 25 j j NNP cord-295028-vlj2ay6d 477 26 = = SYM cord-295028-vlj2ay6d 477 27 1 1 CD cord-295028-vlj2ay6d 477 28 , , , cord-295028-vlj2ay6d 477 29 2 2 CD cord-295028-vlj2ay6d 477 30 , , , cord-295028-vlj2ay6d 477 31 ... ... NFP cord-295028-vlj2ay6d 477 32 , , , cord-295028-vlj2ay6d 477 33 J J NNP cord-295028-vlj2ay6d 477 34 i i NNP cord-295028-vlj2ay6d 477 35 } } -RRB- cord-295028-vlj2ay6d 477 36 , , , cord-295028-vlj2ay6d 477 37 where where WRB cord-295028-vlj2ay6d 477 38 Z Z NNP cord-295028-vlj2ay6d 477 39 ij ij NNP cord-295028-vlj2ay6d 477 40 is be VBZ cord-295028-vlj2ay6d 477 41 the the DT cord-295028-vlj2ay6d 477 42 vector vector NN cord-295028-vlj2ay6d 477 43 of of IN cord-295028-vlj2ay6d 477 44 attributes attribute NNS cord-295028-vlj2ay6d 477 45 , , , cord-295028-vlj2ay6d 477 46 t t NNP cord-295028-vlj2ay6d 477 47 ij ij NNP cord-295028-vlj2ay6d 477 48 is be VBZ cord-295028-vlj2ay6d 477 49 the the DT cord-295028-vlj2ay6d 477 50 TTC TTC NNP cord-295028-vlj2ay6d 477 51 ( ( -LRB- cord-295028-vlj2ay6d 477 52 or or CC cord-295028-vlj2ay6d 477 53 TTL TTL NNP cord-295028-vlj2ay6d 477 54 ) ) -RRB- cord-295028-vlj2ay6d 477 55 , , , cord-295028-vlj2ay6d 477 56 and and CC cord-295028-vlj2ay6d 477 57 α α NNP cord-295028-vlj2ay6d 477 58 ij ij NN cord-295028-vlj2ay6d 477 59 is be VBZ cord-295028-vlj2ay6d 477 60 the the DT cord-295028-vlj2ay6d 477 61 cancellation cancellation NN cord-295028-vlj2ay6d 477 62 indicator indicator NN cord-295028-vlj2ay6d 477 63 of of IN cord-295028-vlj2ay6d 477 64 individual individual JJ cord-295028-vlj2ay6d 477 65 j j NNP cord-295028-vlj2ay6d 477 66 in in IN cord-295028-vlj2ay6d 477 67 the the DT cord-295028-vlj2ay6d 477 68 origin origin NN cord-295028-vlj2ay6d 477 69 country country NN cord-295028-vlj2ay6d 478 1 i. i. NNP cord-295028-vlj2ay6d 479 1 The the DT cord-295028-vlj2ay6d 479 2 cumulative cumulative JJ cord-295028-vlj2ay6d 479 3 hazard hazard NN cord-295028-vlj2ay6d 479 4 function function NN cord-295028-vlj2ay6d 479 5 of of IN cord-295028-vlj2ay6d 479 6 slot slot NN cord-295028-vlj2ay6d 479 7 booking booking NN cord-295028-vlj2ay6d 479 8 j j NNP cord-295028-vlj2ay6d 479 9 from from IN cord-295028-vlj2ay6d 479 10 an an DT cord-295028-vlj2ay6d 479 11 origin origin NN cord-295028-vlj2ay6d 479 12 country country NN cord-295028-vlj2ay6d 480 1 i i PRP cord-295028-vlj2ay6d 480 2 can can MD cord-295028-vlj2ay6d 480 3 be be VB cord-295028-vlj2ay6d 480 4 formulated formulate VBN cord-295028-vlj2ay6d 480 5 as as IN cord-295028-vlj2ay6d 480 6 where where WRB cord-295028-vlj2ay6d 480 7 Λ λ NN cord-295028-vlj2ay6d 480 8 0 0 NFP cord-295028-vlj2ay6d 480 9 ( ( -LRB- cord-295028-vlj2ay6d 480 10 t t NN cord-295028-vlj2ay6d 480 11 ) ) -RRB- cord-295028-vlj2ay6d 480 12 = = NFP cord-295028-vlj2ay6d 481 1 ∫ ∫ NNP cord-295028-vlj2ay6d 481 2 t t NN cord-295028-vlj2ay6d 481 3 0 0 CD cord-295028-vlj2ay6d 481 4 λ λ NN cord-295028-vlj2ay6d 481 5 0 0 NFP cord-295028-vlj2ay6d 481 6 ( ( -LRB- cord-295028-vlj2ay6d 481 7 x)dx x)dx NNP cord-295028-vlj2ay6d 481 8 is be VBZ cord-295028-vlj2ay6d 481 9 the the DT cord-295028-vlj2ay6d 481 10 baseline baseline JJ cord-295028-vlj2ay6d 481 11 cumulative cumulative JJ cord-295028-vlj2ay6d 481 12 hazards hazard NNS cord-295028-vlj2ay6d 481 13 . . . cord-295028-vlj2ay6d 482 1 Accordingly accordingly RB cord-295028-vlj2ay6d 482 2 , , , cord-295028-vlj2ay6d 482 3 the the DT cord-295028-vlj2ay6d 482 4 survival survival NN cord-295028-vlj2ay6d 482 5 function function NN cord-295028-vlj2ay6d 482 6 , , , cord-295028-vlj2ay6d 482 7 defined define VBN cord-295028-vlj2ay6d 482 8 by by IN cord-295028-vlj2ay6d 482 9 Eq Eq NNP cord-295028-vlj2ay6d 482 10 . . . cord-295028-vlj2ay6d 483 1 ( ( -LRB- cord-295028-vlj2ay6d 483 2 A3 A3 NNP cord-295028-vlj2ay6d 483 3 ) ) -RRB- cord-295028-vlj2ay6d 483 4 , , , cord-295028-vlj2ay6d 483 5 with with IN cord-295028-vlj2ay6d 483 6 frailty frailty NN cord-295028-vlj2ay6d 483 7 term term NN cord-295028-vlj2ay6d 483 8 can can MD cord-295028-vlj2ay6d 483 9 be be VB cord-295028-vlj2ay6d 483 10 obtained obtain VBN cord-295028-vlj2ay6d 483 11 as as IN cord-295028-vlj2ay6d 483 12 follows follow VBZ cord-295028-vlj2ay6d 483 13 Substitute Substitute NNP cord-295028-vlj2ay6d 483 14 the the DT cord-295028-vlj2ay6d 483 15 hazard hazard NN cord-295028-vlj2ay6d 483 16 function function NN cord-295028-vlj2ay6d 483 17 λ λ NNP cord-295028-vlj2ay6d 483 18 ij ij NN cord-295028-vlj2ay6d 483 19 ( ( -LRB- cord-295028-vlj2ay6d 483 20 t|w t|w IN cord-295028-vlj2ay6d 483 21 i i PRP cord-295028-vlj2ay6d 483 22 ) ) -RRB- cord-295028-vlj2ay6d 483 23 , , , cord-295028-vlj2ay6d 483 24 to to IN cord-295028-vlj2ay6d 483 25 Eq Eq NNP cord-295028-vlj2ay6d 483 26 . . . cord-295028-vlj2ay6d 484 1 ( ( -LRB- cord-295028-vlj2ay6d 484 2 7 7 CD cord-295028-vlj2ay6d 484 3 ) ) -RRB- cord-295028-vlj2ay6d 484 4 , , , cord-295028-vlj2ay6d 484 5 we -PRON- PRP cord-295028-vlj2ay6d 484 6 get get VBP cord-295028-vlj2ay6d 484 7 the the DT cord-295028-vlj2ay6d 484 8 partial partial JJ cord-295028-vlj2ay6d 484 9 likelihood likelihood NN cord-295028-vlj2ay6d 484 10 function function NN cord-295028-vlj2ay6d 484 11 Note note VB cord-295028-vlj2ay6d 484 12 that that IN cord-295028-vlj2ay6d 484 13 the the DT cord-295028-vlj2ay6d 484 14 w w NN cord-295028-vlj2ay6d 485 1 i i PRP cord-295028-vlj2ay6d 485 2 is be VBZ cord-295028-vlj2ay6d 485 3 a a DT cord-295028-vlj2ay6d 485 4 random random JJ cord-295028-vlj2ay6d 485 5 variable variable NN cord-295028-vlj2ay6d 485 6 with with IN cord-295028-vlj2ay6d 485 7 gamma gamma NN cord-295028-vlj2ay6d 485 8 distribution distribution NN cord-295028-vlj2ay6d 485 9 . . . cord-295028-vlj2ay6d 486 1 Therefore therefore RB cord-295028-vlj2ay6d 486 2 , , , cord-295028-vlj2ay6d 486 3 we -PRON- PRP cord-295028-vlj2ay6d 486 4 obtain obtain VBP cord-295028-vlj2ay6d 486 5 the the DT cord-295028-vlj2ay6d 486 6 expectation expectation NN cord-295028-vlj2ay6d 486 7 over over IN cord-295028-vlj2ay6d 486 8 w w NNP cord-295028-vlj2ay6d 486 9 i i PRP cord-295028-vlj2ay6d 486 10 . . . cord-295028-vlj2ay6d 487 1 According accord VBG cord-295028-vlj2ay6d 487 2 to to IN cord-295028-vlj2ay6d 487 3 Eq Eq NNP cord-295028-vlj2ay6d 487 4 . . . cord-295028-vlj2ay6d 488 1 ( ( -LRB- cord-295028-vlj2ay6d 488 2 7 7 CD cord-295028-vlj2ay6d 488 3 ) ) -RRB- cord-295028-vlj2ay6d 488 4 , , , cord-295028-vlj2ay6d 488 5 for for IN cord-295028-vlj2ay6d 488 6 both both CC cord-295028-vlj2ay6d 488 7 cancelled cancel VBN cord-295028-vlj2ay6d 488 8 and and CC cord-295028-vlj2ay6d 488 9 non non JJ cord-295028-vlj2ay6d 488 10 - - JJ cord-295028-vlj2ay6d 488 11 cancelled cancel VBN cord-295028-vlj2ay6d 488 12 bookings booking NNS cord-295028-vlj2ay6d 488 13 in in IN cord-295028-vlj2ay6d 488 14 origin origin NN cord-295028-vlj2ay6d 488 15 country country NN cord-295028-vlj2ay6d 488 16 i i PRP cord-295028-vlj2ay6d 488 17 , , , cord-295028-vlj2ay6d 488 18 the the DT cord-295028-vlj2ay6d 488 19 likelihood likelihood NN cord-295028-vlj2ay6d 488 20 function function NN cord-295028-vlj2ay6d 488 21 can can MD cord-295028-vlj2ay6d 488 22 be be VB cord-295028-vlj2ay6d 488 23 presented present VBN cord-295028-vlj2ay6d 488 24 as as IN cord-295028-vlj2ay6d 488 25 follows follow VBZ cord-295028-vlj2ay6d 488 26 Bayesian bayesian JJ cord-295028-vlj2ay6d 488 27 estimation estimation NN cord-295028-vlj2ay6d 488 28 of of IN cord-295028-vlj2ay6d 488 29 hazard hazard NN cord-295028-vlj2ay6d 488 30 models model NNS cord-295028-vlj2ay6d 488 31 of of IN cord-295028-vlj2ay6d 488 32 airline airline NN cord-295028-vlj2ay6d 488 33 passengers passenger NNS cord-295028-vlj2ay6d 488 34 ' ' POS cord-295028-vlj2ay6d 488 35 cancellation cancellation NN cord-295028-vlj2ay6d 488 36 behavior behavior NN cord-295028-vlj2ay6d 488 37 Choice choice NN cord-295028-vlj2ay6d 488 38 between between IN cord-295028-vlj2ay6d 488 39 semi semi JJ cord-295028-vlj2ay6d 488 40 - - JJ cord-295028-vlj2ay6d 488 41 parametric parametric JJ cord-295028-vlj2ay6d 488 42 estimators estimator NNS cord-295028-vlj2ay6d 488 43 of of IN cord-295028-vlj2ay6d 488 44 Markov Markov NNP cord-295028-vlj2ay6d 488 45 and and CC cord-295028-vlj2ay6d 488 46 non non JJ cord-295028-vlj2ay6d 488 47 - - JJ cord-295028-vlj2ay6d 488 48 Markov markov JJ cord-295028-vlj2ay6d 488 49 multi multi JJ cord-295028-vlj2ay6d 488 50 - - JJ cord-295028-vlj2ay6d 488 51 state state JJ cord-295028-vlj2ay6d 488 52 models model NNS cord-295028-vlj2ay6d 488 53 from from IN cord-295028-vlj2ay6d 488 54 coarsened coarsen VBN cord-295028-vlj2ay6d 488 55 observations observation NNS cord-295028-vlj2ay6d 488 56 . . . cord-295028-vlj2ay6d 489 1 Scand Scand NNP cord-295028-vlj2ay6d 490 1 Predicting predict VBG cord-295028-vlj2ay6d 490 2 air air NN cord-295028-vlj2ay6d 490 3 travelers traveler NNS cord-295028-vlj2ay6d 490 4 ' ' POS cord-295028-vlj2ay6d 490 5 no no DT cord-295028-vlj2ay6d 490 6 - - HYPH cord-295028-vlj2ay6d 490 7 show show NN cord-295028-vlj2ay6d 490 8 and and CC cord-295028-vlj2ay6d 490 9 standby standby JJ cord-295028-vlj2ay6d 490 10 behavior behavior NN cord-295028-vlj2ay6d 490 11 using use VBG cord-295028-vlj2ay6d 490 12 passenger passenger NN cord-295028-vlj2ay6d 490 13 and and CC cord-295028-vlj2ay6d 490 14 directional directional JJ cord-295028-vlj2ay6d 490 15 itinerary itinerary NN cord-295028-vlj2ay6d 490 16 information information NN cord-295028-vlj2ay6d 490 17 Business Business NNP cord-295028-vlj2ay6d 490 18 travelers traveler NNS cord-295028-vlj2ay6d 490 19 ' ' POS cord-295028-vlj2ay6d 490 20 ticketing ticketing NN cord-295028-vlj2ay6d 490 21 , , , cord-295028-vlj2ay6d 490 22 refund refund NN cord-295028-vlj2ay6d 490 23 , , , cord-295028-vlj2ay6d 490 24 and and CC cord-295028-vlj2ay6d 490 25 exchange exchange NN cord-295028-vlj2ay6d 490 26 behavior behavior NN cord-295028-vlj2ay6d 491 1 The the DT cord-295028-vlj2ay6d 491 2 impact impact NN cord-295028-vlj2ay6d 491 3 of of IN cord-295028-vlj2ay6d 491 4 mobile mobile JJ cord-295028-vlj2ay6d 491 5 phone phone NN cord-295028-vlj2ay6d 491 6 distraction distraction NN cord-295028-vlj2ay6d 491 7 on on IN cord-295028-vlj2ay6d 491 8 the the DT cord-295028-vlj2ay6d 491 9 braking brake VBG cord-295028-vlj2ay6d 491 10 behaviour behaviour NN cord-295028-vlj2ay6d 491 11 of of IN cord-295028-vlj2ay6d 491 12 young young JJ cord-295028-vlj2ay6d 491 13 drivers driver NNS cord-295028-vlj2ay6d 491 14 : : : cord-295028-vlj2ay6d 491 15 A a DT cord-295028-vlj2ay6d 491 16 hazard hazard NN cord-295028-vlj2ay6d 491 17 - - HYPH cord-295028-vlj2ay6d 491 18 based base VBN cord-295028-vlj2ay6d 491 19 duration duration NN cord-295028-vlj2ay6d 491 20 model model NN cord-295028-vlj2ay6d 491 21 Applied Applied NNP cord-295028-vlj2ay6d 491 22 Statistics Statistics NNP cord-295028-vlj2ay6d 491 23 for for IN cord-295028-vlj2ay6d 491 24 the the DT cord-295028-vlj2ay6d 491 25 Behavioral Behavioral NNP cord-295028-vlj2ay6d 491 26 Sciences Sciences NNPS cord-295028-vlj2ay6d 491 27 Applied Applied NNP cord-295028-vlj2ay6d 491 28 Survival Survival NNP cord-295028-vlj2ay6d 491 29 Analysis Analysis NNP cord-295028-vlj2ay6d 491 30 : : : cord-295028-vlj2ay6d 491 31 Regression regression NN cord-295028-vlj2ay6d 491 32 Modeling modeling NN cord-295028-vlj2ay6d 491 33 of of IN cord-295028-vlj2ay6d 491 34 Time Time NNP cord-295028-vlj2ay6d 491 35 to to IN cord-295028-vlj2ay6d 491 36 Event Event NNP cord-295028-vlj2ay6d 491 37 Data Data NNP cord-295028-vlj2ay6d 491 38 : : : cord-295028-vlj2ay6d 491 39 Second Second NNP cord-295028-vlj2ay6d 491 40 Edition Edition NNP cord-295028-vlj2ay6d 491 41 , , , cord-295028-vlj2ay6d 491 42 Applied Applied NNP cord-295028-vlj2ay6d 491 43 Survival Survival NNP cord-295028-vlj2ay6d 491 44 Analysis Analysis NNP cord-295028-vlj2ay6d 491 45 : : : cord-295028-vlj2ay6d 491 46 Regression regression NN cord-295028-vlj2ay6d 491 47 Modeling modeling NN cord-295028-vlj2ay6d 491 48 of of IN cord-295028-vlj2ay6d 491 49 Time Time NNP cord-295028-vlj2ay6d 491 50 to to IN cord-295028-vlj2ay6d 491 51 Event Event NNP cord-295028-vlj2ay6d 491 52 Data Data NNP cord-295028-vlj2ay6d 491 53 : : : cord-295028-vlj2ay6d 492 1 Second Second NNP cord-295028-vlj2ay6d 492 2 Edition Edition NNP cord-295028-vlj2ay6d 492 3 Frailty Frailty NNP cord-295028-vlj2ay6d 492 4 models model NNS cord-295028-vlj2ay6d 492 5 for for IN cord-295028-vlj2ay6d 492 6 survival survival NN cord-295028-vlj2ay6d 492 7 data data NNP cord-295028-vlj2ay6d 492 8 Data Data NNP cord-295028-vlj2ay6d 492 9 mining mining NN cord-295028-vlj2ay6d 492 10 techniques technique NNS cord-295028-vlj2ay6d 492 11 to to TO cord-295028-vlj2ay6d 492 12 improve improve VB cord-295028-vlj2ay6d 492 13 forecast forecast NN cord-295028-vlj2ay6d 492 14 accuracy accuracy NN cord-295028-vlj2ay6d 492 15 in in IN cord-295028-vlj2ay6d 492 16 airline airline NN cord-295028-vlj2ay6d 492 17 business business NN cord-295028-vlj2ay6d 493 1 A a DT cord-295028-vlj2ay6d 493 2 hazard hazard NN cord-295028-vlj2ay6d 493 3 model model NN cord-295028-vlj2ay6d 493 4 of of IN cord-295028-vlj2ay6d 493 5 US US NNP cord-295028-vlj2ay6d 493 6 airline airline NN cord-295028-vlj2ay6d 493 7 passengers passenger NNS cord-295028-vlj2ay6d 493 8 ' ' POS cord-295028-vlj2ay6d 493 9 refund refund NN cord-295028-vlj2ay6d 493 10 and and CC cord-295028-vlj2ay6d 493 11 exchange exchange NN cord-295028-vlj2ay6d 493 12 behavior behavior NN cord-295028-vlj2ay6d 494 1 Proportional proportional JJ cord-295028-vlj2ay6d 494 2 hazard hazard NN cord-295028-vlj2ay6d 494 3 regression regression NN cord-295028-vlj2ay6d 494 4 models model NNS cord-295028-vlj2ay6d 494 5 and and CC cord-295028-vlj2ay6d 494 6 the the DT cord-295028-vlj2ay6d 494 7 analysis analysis NN cord-295028-vlj2ay6d 494 8 of of IN cord-295028-vlj2ay6d 494 9 censored censor VBN cord-295028-vlj2ay6d 494 10 survival survival NN cord-295028-vlj2ay6d 494 11 data datum NNS cord-295028-vlj2ay6d 494 12 Fractional fractional JJ cord-295028-vlj2ay6d 494 13 price price NN cord-295028-vlj2ay6d 494 14 matching matching NN cord-295028-vlj2ay6d 494 15 policies policy NNS cord-295028-vlj2ay6d 494 16 arising arise VBG cord-295028-vlj2ay6d 494 17 from from IN cord-295028-vlj2ay6d 494 18 the the DT cord-295028-vlj2ay6d 494 19 ocean ocean NNP cord-295028-vlj2ay6d 494 20 freight freight NN cord-295028-vlj2ay6d 494 21 service service NN cord-295028-vlj2ay6d 494 22 industry industry NN cord-295028-vlj2ay6d 494 23 Variable Variable NNP cord-295028-vlj2ay6d 494 24 Selection Selection NNP cord-295028-vlj2ay6d 494 25 for for IN cord-295028-vlj2ay6d 494 26 Cox Cox NNP cord-295028-vlj2ay6d 494 27 's 's POS cord-295028-vlj2ay6d 494 28 proportional proportional JJ cord-295028-vlj2ay6d 494 29 hazards hazard NNS cord-295028-vlj2ay6d 494 30 model model NN cord-295028-vlj2ay6d 494 31 and and CC cord-295028-vlj2ay6d 494 32 frailty frailty NN cord-295028-vlj2ay6d 494 33 model model NN cord-295028-vlj2ay6d 494 34 Competing compete VBG cord-295028-vlj2ay6d 494 35 risk risk NN cord-295028-vlj2ay6d 494 36 mixture mixture NN cord-295028-vlj2ay6d 494 37 model model NN cord-295028-vlj2ay6d 494 38 and and CC cord-295028-vlj2ay6d 494 39 text text NN cord-295028-vlj2ay6d 494 40 analysis analysis NN cord-295028-vlj2ay6d 494 41 for for IN cord-295028-vlj2ay6d 494 42 sequential sequential JJ cord-295028-vlj2ay6d 494 43 incident incident NN cord-295028-vlj2ay6d 494 44 duration duration NN cord-295028-vlj2ay6d 494 45 prediction prediction NN cord-295028-vlj2ay6d 494 46 Revenue Revenue NNP cord-295028-vlj2ay6d 494 47 management management NN cord-295028-vlj2ay6d 494 48 for for IN cord-295028-vlj2ay6d 494 49 container container NN cord-295028-vlj2ay6d 494 50 liner liner NN cord-295028-vlj2ay6d 494 51 shipping shipping NN cord-295028-vlj2ay6d 494 52 services service NNS cord-295028-vlj2ay6d 494 53 : : : cord-295028-vlj2ay6d 494 54 Critical critical JJ cord-295028-vlj2ay6d 494 55 review review NN cord-295028-vlj2ay6d 494 56 and and CC cord-295028-vlj2ay6d 494 57 future future JJ cord-295028-vlj2ay6d 494 58 research research NN cord-295028-vlj2ay6d 494 59 directions direction NNS cord-295028-vlj2ay6d 495 1 Forecasting forecasting NN cord-295028-vlj2ay6d 495 2 cancellation cancellation NN cord-295028-vlj2ay6d 495 3 rates rate NNS cord-295028-vlj2ay6d 495 4 for for IN cord-295028-vlj2ay6d 495 5 services service NNS cord-295028-vlj2ay6d 495 6 booking book VBG cord-295028-vlj2ay6d 495 7 revenue revenue NN cord-295028-vlj2ay6d 495 8 management management NN cord-295028-vlj2ay6d 495 9 using use VBG cord-295028-vlj2ay6d 495 10 data datum NNS cord-295028-vlj2ay6d 495 11 mining mining NN cord-295028-vlj2ay6d 495 12 Monotone Monotone NNP cord-295028-vlj2ay6d 495 13 Regression Regression NNP cord-295028-vlj2ay6d 495 14 splines spline NNS cord-295028-vlj2ay6d 495 15 in in IN cord-295028-vlj2ay6d 495 16 action action NN cord-295028-vlj2ay6d 495 17 Investigating investigate VBG cord-295028-vlj2ay6d 495 18 hospital hospital NN cord-295028-vlj2ay6d 495 19 heterogeneity heterogeneity NN cord-295028-vlj2ay6d 495 20 with with IN cord-295028-vlj2ay6d 495 21 a a DT cord-295028-vlj2ay6d 495 22 competing compete VBG cord-295028-vlj2ay6d 495 23 risks risk NNS cord-295028-vlj2ay6d 495 24 frailty frailty NN cord-295028-vlj2ay6d 495 25 model model NN cord-295028-vlj2ay6d 495 26 New new JJ cord-295028-vlj2ay6d 495 27 frontiers frontier NNS cord-295028-vlj2ay6d 495 28 through through IN cord-295028-vlj2ay6d 495 29 short short JJ cord-295028-vlj2ay6d 495 30 sea sea NN cord-295028-vlj2ay6d 495 31 shipping ship VBG cord-295028-vlj2ay6d 495 32 A a DT cord-295028-vlj2ay6d 495 33 fuzzy fuzzy JJ cord-295028-vlj2ay6d 495 34 approach approach NN cord-295028-vlj2ay6d 495 35 for for IN cord-295028-vlj2ay6d 495 36 container container NN cord-295028-vlj2ay6d 495 37 positioning positioning NN cord-295028-vlj2ay6d 495 38 considering consider VBG cord-295028-vlj2ay6d 495 39 sustainable sustainable JJ cord-295028-vlj2ay6d 495 40 profit profit NN cord-295028-vlj2ay6d 495 41 optimization optimization NN cord-295028-vlj2ay6d 495 42 Global Global NNP cord-295028-vlj2ay6d 495 43 Optimization Optimization NNP cord-295028-vlj2ay6d 495 44 by by IN cord-295028-vlj2ay6d 495 45 Basin Basin NNP cord-295028-vlj2ay6d 495 46 - - HYPH cord-295028-vlj2ay6d 495 47 Hopping Hopping NNP cord-295028-vlj2ay6d 495 48 and and CC cord-295028-vlj2ay6d 495 49 the the DT cord-295028-vlj2ay6d 495 50 Lowest low JJS cord-295028-vlj2ay6d 495 51 Energy Energy NNP cord-295028-vlj2ay6d 495 52 Structures Structures NNPS cord-295028-vlj2ay6d 495 53 of of IN cord-295028-vlj2ay6d 495 54 Lennard Lennard NNP cord-295028-vlj2ay6d 495 55 - - HYPH cord-295028-vlj2ay6d 495 56 Jones Jones NNP cord-295028-vlj2ay6d 495 57 Clusters Clusters NNP cord-295028-vlj2ay6d 495 58 Containing contain VBG cord-295028-vlj2ay6d 495 59 up up IN cord-295028-vlj2ay6d 495 60 to to TO cord-295028-vlj2ay6d 495 61 110 110 CD cord-295028-vlj2ay6d 495 62 Atoms Atoms NNP cord-295028-vlj2ay6d 495 63 Liner Liner NNP cord-295028-vlj2ay6d 495 64 ship ship NN cord-295028-vlj2ay6d 495 65 route route NN cord-295028-vlj2ay6d 495 66 schedule schedule NN cord-295028-vlj2ay6d 495 67 design design NN cord-295028-vlj2ay6d 495 68 with with IN cord-295028-vlj2ay6d 495 69 port port JJ cord-295028-vlj2ay6d 495 70 time time NN cord-295028-vlj2ay6d 495 71 windows windows NNP cord-295028-vlj2ay6d 495 72 Integrated Integrated NNP cord-295028-vlj2ay6d 495 73 method method NN cord-295028-vlj2ay6d 495 74 for for IN cord-295028-vlj2ay6d 495 75 forecasting forecast VBG cord-295028-vlj2ay6d 495 76 container container NN cord-295028-vlj2ay6d 495 77 slot slot NN cord-295028-vlj2ay6d 495 78 booking booking NN cord-295028-vlj2ay6d 495 79 in in IN cord-295028-vlj2ay6d 495 80 intercontinental intercontinental JJ cord-295028-vlj2ay6d 495 81 liner liner NN cord-295028-vlj2ay6d 495 82 shipping shipping NN cord-295028-vlj2ay6d 495 83 service service NN cord-295028-vlj2ay6d 496 1 Optimal optimal JJ cord-295028-vlj2ay6d 496 2 port port NN cord-295028-vlj2ay6d 496 3 call call NN cord-295028-vlj2ay6d 496 4 adjustment adjustment NN cord-295028-vlj2ay6d 496 5 for for IN cord-295028-vlj2ay6d 496 6 liner liner NN cord-295028-vlj2ay6d 496 7 container container NN cord-295028-vlj2ay6d 496 8 shipping shipping NN cord-295028-vlj2ay6d 496 9 routes route NNS cord-295028-vlj2ay6d 497 1 Intercontinental intercontinental JJ cord-295028-vlj2ay6d 497 2 liner liner NN cord-295028-vlj2ay6d 497 3 shipping shipping NN cord-295028-vlj2ay6d 497 4 service service NN cord-295028-vlj2ay6d 497 5 design design NN cord-295028-vlj2ay6d 497 6 On on IN cord-295028-vlj2ay6d 497 7 service service NN cord-295028-vlj2ay6d 497 8 network network NN cord-295028-vlj2ay6d 497 9 improvement improvement NN cord-295028-vlj2ay6d 497 10 for for IN cord-295028-vlj2ay6d 497 11 shipping shipping NN cord-295028-vlj2ay6d 497 12 lines line NNS cord-295028-vlj2ay6d 497 13 under under IN cord-295028-vlj2ay6d 497 14 the the DT cord-295028-vlj2ay6d 497 15 one one CD cord-295028-vlj2ay6d 497 16 belt belt NN cord-295028-vlj2ay6d 497 17 one one CD cord-295028-vlj2ay6d 497 18 road road NN cord-295028-vlj2ay6d 497 19 initiative initiative NN cord-295028-vlj2ay6d 497 20 of of IN cord-295028-vlj2ay6d 497 21 China China NNP cord-295028-vlj2ay6d 498 1 Using use VBG cord-295028-vlj2ay6d 498 2 survival survival NN cord-295028-vlj2ay6d 498 3 models model NNS cord-295028-vlj2ay6d 498 4 to to TO cord-295028-vlj2ay6d 498 5 estimate estimate VB cord-295028-vlj2ay6d 498 6 bus bus NN cord-295028-vlj2ay6d 498 7 travel travel NN cord-295028-vlj2ay6d 498 8 times time NNS cord-295028-vlj2ay6d 498 9 and and CC cord-295028-vlj2ay6d 498 10 associated associate VBD cord-295028-vlj2ay6d 498 11 uncertainties uncertainty NNS cord-295028-vlj2ay6d 498 12 Exploratory exploratory JJ cord-295028-vlj2ay6d 498 13 data data NN cord-295028-vlj2ay6d 498 14 analysis analysis NN cord-295028-vlj2ay6d 498 15 for for IN cord-295028-vlj2ay6d 498 16 the the DT cord-295028-vlj2ay6d 498 17 cancellation cancellation NN cord-295028-vlj2ay6d 498 18 of of IN cord-295028-vlj2ay6d 498 19 slot slot NN cord-295028-vlj2ay6d 498 20 booking booking NN cord-295028-vlj2ay6d 498 21 in in IN cord-295028-vlj2ay6d 498 22 intercontinental intercontinental JJ cord-295028-vlj2ay6d 498 23 container container NN cord-295028-vlj2ay6d 498 24 liner liner NN cord-295028-vlj2ay6d 498 25 shipping shipping NN cord-295028-vlj2ay6d 498 26 : : : cord-295028-vlj2ay6d 498 27 A a DT cord-295028-vlj2ay6d 498 28 case case NN cord-295028-vlj2ay6d 498 29 study study NN cord-295028-vlj2ay6d 498 30 of of IN cord-295028-vlj2ay6d 498 31 Asia Asia NNP cord-295028-vlj2ay6d 498 32 to to IN cord-295028-vlj2ay6d 498 33 A a DT cord-295028-vlj2ay6d 498 34 revenue revenue NN cord-295028-vlj2ay6d 498 35 management management NN cord-295028-vlj2ay6d 498 36 slot slot NN cord-295028-vlj2ay6d 498 37 allocation allocation NN cord-295028-vlj2ay6d 498 38 model model NN cord-295028-vlj2ay6d 498 39 for for IN cord-295028-vlj2ay6d 498 40 liner liner NN cord-295028-vlj2ay6d 498 41 shipping shipping NN cord-295028-vlj2ay6d 498 42 networks network NNS cord-295028-vlj2ay6d 499 1 This this DT cord-295028-vlj2ay6d 499 2 study study NN cord-295028-vlj2ay6d 499 3 is be VBZ cord-295028-vlj2ay6d 499 4 supported support VBN cord-295028-vlj2ay6d 499 5 by by IN cord-295028-vlj2ay6d 499 6 the the DT cord-295028-vlj2ay6d 499 7 research research NN cord-295028-vlj2ay6d 499 8 projects project NNS cord-295028-vlj2ay6d 499 9 " " `` cord-295028-vlj2ay6d 499 10 Liner Liner NNP cord-295028-vlj2ay6d 499 11 Shipping Shipping NNP cord-295028-vlj2ay6d 499 12 Container Container NNP cord-295028-vlj2ay6d 499 13 Slot Slot NNP cord-295028-vlj2ay6d 499 14 Booking Booking NNP cord-295028-vlj2ay6d 499 15 Patterns Patterns NNPS cord-295028-vlj2ay6d 499 16 and and CC cord-295028-vlj2ay6d 499 17 Their -PRON- PRP$ cord-295028-vlj2ay6d 499 18 Applications application NNS cord-295028-vlj2ay6d 499 19 to to IN cord-295028-vlj2ay6d 499 20 the the DT cord-295028-vlj2ay6d 499 21 Shipping Shipping NNP cord-295028-vlj2ay6d 499 22 Revenue Revenue NNP cord-295028-vlj2ay6d 499 23 Management Management NNP cord-295028-vlj2ay6d 499 24 " " '' cord-295028-vlj2ay6d 499 25 ( ( -LRB- cord-295028-vlj2ay6d 499 26 R-302 r-302 NN cord-295028-vlj2ay6d 499 27 - - HYPH cord-295028-vlj2ay6d 499 28 000 000 CD cord-295028-vlj2ay6d 499 29 - - HYPH cord-295028-vlj2ay6d 499 30 177 177 CD cord-295028-vlj2ay6d 499 31 - - SYM cord-295028-vlj2ay6d 499 32 720 720 CD cord-295028-vlj2ay6d 499 33 ) ) -RRB- cord-295028-vlj2ay6d 499 34 and and CC cord-295028-vlj2ay6d 499 35 " " `` cord-295028-vlj2ay6d 499 36 Container Container NNP cord-295028-vlj2ay6d 499 37 Haulage Haulage NNP cord-295028-vlj2ay6d 499 38 Problems problem NNS cord-295028-vlj2ay6d 499 39 : : : cord-295028-vlj2ay6d 499 40 Model Model NNP cord-295028-vlj2ay6d 499 41 Development Development NNP cord-295028-vlj2ay6d 499 42 , , , cord-295028-vlj2ay6d 499 43 Effective Effective NNP cord-295028-vlj2ay6d 499 44 Algorithm Algorithm NNP cord-295028-vlj2ay6d 499 45 Design Design NNP cord-295028-vlj2ay6d 499 46 and and CC cord-295028-vlj2ay6d 499 47 Applications Applications NNPS cord-295028-vlj2ay6d 499 48 " " '' cord-295028-vlj2ay6d 499 49 ( ( -LRB- cord-295028-vlj2ay6d 499 50 R-302 r-302 NN cord-295028-vlj2ay6d 499 51 - - HYPH cord-295028-vlj2ay6d 499 52 000 000 CD cord-295028-vlj2ay6d 499 53 - - HYPH cord-295028-vlj2ay6d 499 54 226 226 CD cord-295028-vlj2ay6d 499 55 - - HYPH cord-295028-vlj2ay6d 499 56 720 720 CD cord-295028-vlj2ay6d 499 57 ) ) -RRB- cord-295028-vlj2ay6d 499 58 funded fund VBN cord-295028-vlj2ay6d 499 59 by by IN cord-295028-vlj2ay6d 499 60 the the DT cord-295028-vlj2ay6d 499 61 NOL NOL NNP cord-295028-vlj2ay6d 499 62 Fellowship Fellowship NNP cord-295028-vlj2ay6d 499 63 Programme Programme NNP cord-295028-vlj2ay6d 499 64 of of IN cord-295028-vlj2ay6d 499 65 Singapore Singapore NNP cord-295028-vlj2ay6d 499 66 . . . cord-295028-vlj2ay6d 500 1 is be VBZ cord-295028-vlj2ay6d 500 2 defined define VBN cord-295028-vlj2ay6d 500 3 as as IN cord-295028-vlj2ay6d 500 4 the the DT cord-295028-vlj2ay6d 500 5 survival survival NN cord-295028-vlj2ay6d 500 6 function function NN cord-295028-vlj2ay6d 500 7 indicating indicate VBG cord-295028-vlj2ay6d 500 8 the the DT cord-295028-vlj2ay6d 500 9 probability probability NN cord-295028-vlj2ay6d 500 10 that that IN cord-295028-vlj2ay6d 500 11 the the DT cord-295028-vlj2ay6d 500 12 TTC TTC NNP cord-295028-vlj2ay6d 500 13 of of IN cord-295028-vlj2ay6d 500 14 a a DT cord-295028-vlj2ay6d 500 15 booking booking NN cord-295028-vlj2ay6d 500 16 is be VBZ cord-295028-vlj2ay6d 500 17 no no DT cord-295028-vlj2ay6d 500 18 less less JJR cord-295028-vlj2ay6d 500 19 than than IN cord-295028-vlj2ay6d 500 20 t. t. NNP cord-295028-vlj2ay6d 501 1 The the DT cord-295028-vlj2ay6d 501 2 relationship relationship NN cord-295028-vlj2ay6d 501 3 between between IN cord-295028-vlj2ay6d 501 4 survival survival NN cord-295028-vlj2ay6d 501 5 function function NN cord-295028-vlj2ay6d 501 6 and and CC cord-295028-vlj2ay6d 501 7 the the DT cord-295028-vlj2ay6d 501 8 PDF PDF NNP cord-295028-vlj2ay6d 501 9 of of IN cord-295028-vlj2ay6d 501 10 T T NNP cord-295028-vlj2ay6d 501 11 can can MD cord-295028-vlj2ay6d 501 12 be be VB cord-295028-vlj2ay6d 501 13 formulated formulate VBN cord-295028-vlj2ay6d 501 14 byBased byBased NNP cord-295028-vlj2ay6d 501 15 on on IN cord-295028-vlj2ay6d 501 16 the the DT cord-295028-vlj2ay6d 501 17 assumptions assumption NNS cord-295028-vlj2ay6d 501 18 in in IN cord-295028-vlj2ay6d 501 19 Section section NN cord-295028-vlj2ay6d 501 20 3 3 CD cord-295028-vlj2ay6d 501 21 and and CC cord-295028-vlj2ay6d 501 22 the the DT cord-295028-vlj2ay6d 501 23 survival survival NN cord-295028-vlj2ay6d 501 24 function function NN cord-295028-vlj2ay6d 501 25 , , , cord-295028-vlj2ay6d 501 26 the the DT cord-295028-vlj2ay6d 501 27 probability probability NN cord-295028-vlj2ay6d 501 28 that that IN cord-295028-vlj2ay6d 501 29 a a DT cord-295028-vlj2ay6d 501 30 slot slot NN cord-295028-vlj2ay6d 501 31 booking booking NN cord-295028-vlj2ay6d 501 32 is be VBZ cord-295028-vlj2ay6d 501 33 cancelled cancel VBN cord-295028-vlj2ay6d 501 34 during during IN cord-295028-vlj2ay6d 501 35 the the DT cord-295028-vlj2ay6d 501 36 booking booking NN cord-295028-vlj2ay6d 501 37 time time NN cord-295028-vlj2ay6d 501 38 period period NN cord-295028-vlj2ay6d 501 39 can can MD cord-295028-vlj2ay6d 501 40 be be VB cord-295028-vlj2ay6d 501 41 expressed express VBN cord-295028-vlj2ay6d 501 42 by by IN cord-295028-vlj2ay6d 501 43 Prob Prob NNP cord-295028-vlj2ay6d 501 44 clc(B clc(B NNP cord-295028-vlj2ay6d 501 45 ) ) -RRB- cord-295028-vlj2ay6d 501 46 = = NFP cord-295028-vlj2ay6d 502 1 P[T p[t NN cord-295028-vlj2ay6d 503 1 < < XX cord-295028-vlj2ay6d 503 2 t t NNP cord-295028-vlj2ay6d 503 3 b b NNP cord-295028-vlj2ay6d 503 4 ] ] -RRB- cord-295028-vlj2ay6d 503 5 = = SYM cord-295028-vlj2ay6d 503 6 1 1 CD cord-295028-vlj2ay6d 503 7 − − NNP cord-295028-vlj2ay6d 503 8 S(t S(t NNP cord-295028-vlj2ay6d 503 9 b b NN cord-295028-vlj2ay6d 503 10 ) ) -RRB- cord-295028-vlj2ay6d 504 1 where where WRB cord-295028-vlj2ay6d 504 2 t t NNP cord-295028-vlj2ay6d 504 3 b b NNP cord-295028-vlj2ay6d 504 4 is be VBZ cord-295028-vlj2ay6d 504 5 the the DT cord-295028-vlj2ay6d 504 6 booking booking NN cord-295028-vlj2ay6d 504 7 time time NN cord-295028-vlj2ay6d 504 8 of of IN cord-295028-vlj2ay6d 504 9 slot slot NN cord-295028-vlj2ay6d 504 10 booking booking NN cord-295028-vlj2ay6d 504 11 B b NN cord-295028-vlj2ay6d 504 12 measured measure VBN cord-295028-vlj2ay6d 504 13 by by IN cord-295028-vlj2ay6d 504 14 days day NNS cord-295028-vlj2ay6d 504 15 before before IN cord-295028-vlj2ay6d 504 16 departure departure NN cord-295028-vlj2ay6d 504 17 . . . cord-295028-vlj2ay6d 505 1 Accordingly accordingly RB cord-295028-vlj2ay6d 505 2 , , , cord-295028-vlj2ay6d 505 3 the the DT cord-295028-vlj2ay6d 505 4 probability probability NN cord-295028-vlj2ay6d 505 5 that that IN cord-295028-vlj2ay6d 505 6 the the DT cord-295028-vlj2ay6d 505 7 slot slot NN cord-295028-vlj2ay6d 505 8 booking booking NN cord-295028-vlj2ay6d 505 9 B B NNP cord-295028-vlj2ay6d 505 10 will will MD cord-295028-vlj2ay6d 505 11 not not RB cord-295028-vlj2ay6d 505 12 be be VB cord-295028-vlj2ay6d 505 13 cancelled cancel VBN cord-295028-vlj2ay6d 505 14 can can MD cord-295028-vlj2ay6d 505 15 be be VB cord-295028-vlj2ay6d 505 16 formulated formulate VBN cord-295028-vlj2ay6d 505 17 as as IN cord-295028-vlj2ay6d 505 18 Prob Prob NNP cord-295028-vlj2ay6d 505 19 noclc(B noclc(B NNS cord-295028-vlj2ay6d 505 20 ) ) -RRB- cord-295028-vlj2ay6d 506 1 = = NFP cord-295028-vlj2ay6d 507 1 1 1 LS cord-295028-vlj2ay6d 507 2 − − NN cord-295028-vlj2ay6d 507 3 Prob prob NN cord-295028-vlj2ay6d 507 4 clc(B clc(b NN cord-295028-vlj2ay6d 507 5 ) ) -RRB- cord-295028-vlj2ay6d 507 6 = = NFP cord-295028-vlj2ay6d 508 1 S(t S(t NNP cord-295028-vlj2ay6d 508 2 b b NNP cord-295028-vlj2ay6d 508 3 ) ) -RRB- cord-295028-vlj2ay6d 508 4 .Hazard .Hazard . cord-295028-vlj2ay6d 508 5 Function function NN cord-295028-vlj2ay6d 508 6 . . . cord-295028-vlj2ay6d 509 1 Hazard hazard NN cord-295028-vlj2ay6d 509 2 function function NN cord-295028-vlj2ay6d 509 3 indicates indicate VBZ cord-295028-vlj2ay6d 509 4 the the DT cord-295028-vlj2ay6d 509 5 rate rate NN cord-295028-vlj2ay6d 509 6 of of IN cord-295028-vlj2ay6d 509 7 an an DT cord-295028-vlj2ay6d 509 8 interested interested JJ cord-295028-vlj2ay6d 509 9 event event NN cord-295028-vlj2ay6d 509 10 happening happen VBG cord-295028-vlj2ay6d 509 11 at at IN cord-295028-vlj2ay6d 509 12 a a DT cord-295028-vlj2ay6d 509 13 particular particular JJ cord-295028-vlj2ay6d 509 14 time time NN cord-295028-vlj2ay6d 509 15 ( ( -LRB- cord-295028-vlj2ay6d 509 16 Hosmer Hosmer NNP cord-295028-vlj2ay6d 509 17 et et NNP cord-295028-vlj2ay6d 509 18 al al NNP cord-295028-vlj2ay6d 509 19 . . NNP cord-295028-vlj2ay6d 509 20 , , , cord-295028-vlj2ay6d 509 21 2011 2011 CD cord-295028-vlj2ay6d 509 22 ) ) -RRB- cord-295028-vlj2ay6d 509 23 . . . cord-295028-vlj2ay6d 510 1 Hazard hazard NN cord-295028-vlj2ay6d 510 2 function function NN cord-295028-vlj2ay6d 510 3 can can MD cord-295028-vlj2ay6d 510 4 be be VB cord-295028-vlj2ay6d 510 5 presented present VBN cord-295028-vlj2ay6d 510 6 as as IN cord-295028-vlj2ay6d 510 7 follows follow VBZ