edu.kit.ifv.mobitopp.simulation.tour.TourModeChoiceParameterTimeCostByAgeSexIz Maven / Gradle / Ivy
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mobiTopp (http://mobitopp.ifv.kit.edu/) is an agent-based travel demand model developed at the Institute for transport studies at the Karlsruhe Institute of Technology (http://www.ifv.kit.edu/english/index.php). Publications about mobiTopp can be found on the project site (http://mobitopp.ifv.kit.edu/28.php).
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package edu.kit.ifv.mobitopp.simulation.tour;
public class TourModeChoiceParameterTimeCostByAgeSexIz
extends TourModeChoiceParameterTimeCostByAgeSexBase
implements TourModeChoiceParameter
{
/*
Call:
mlogit(formula = mode ~ notavailable + time + time:sex. + time:age. +
cost + cost:sex. + cost:age. | sex. + age. + purpose. + day. +
intrazonal. + num_activities + containsStrolling. + containsVisit. +
containsPrivateB. + containsService. + containsLeisure. +
containsShopping. + containsBusiness., data = trainingdata,
reflevel = "walking", method = "nr", print.level = 0)
Frequencies of alternatives:
walking cardriver carpassenger cycling publictransport
0.2858 0.3909 0.1277 0.0555 0.1401
nr method
24 iterations, 0h:9m:41s
g'(-H)^-1g = 9.42E-07
gradient close to zero
Coefficients :
Estimate Std. Error t-value Pr(>|t|)
cardriver:(intercept) 0.842304 0.052295 16.11 < 2e-16 ***
carpassenger:(intercept) -4.103833 0.071847 -57.12 < 2e-16 ***
cycling:(intercept) -1.344718 0.067861 -19.82 < 2e-16 ***
publictransport:(intercept) 0.332748 0.058195 5.72 1.1e-08 ***
notavailable -24.780925 1767.454938 -0.01 0.98881
time -0.034769 0.000855 -40.67 < 2e-16 ***
cost -0.689965 0.015148 -45.55 < 2e-16 ***
time:sex.female -0.005153 0.000769 -6.70 2.1e-11 ***
time:age.06to09 -0.008666 0.002499 -3.47 0.00052 ***
time:age.10to17 -0.003628 0.001434 -2.53 0.01142 *
time:age.18to25 0.009894 0.001451 6.82 9.1e-12 ***
time:age.26to35 -0.003055 0.001540 -1.98 0.04733 *
time:age.51to60 0.001433 0.001219 1.18 0.23981
time:age.61to70 0.000971 0.001184 0.82 0.41226
time:age.71plus -0.002193 0.001443 -1.52 0.12862
cost:sex.female 0.013670 0.014626 0.93 0.34995
cost:age.06to09 -0.113678 0.110913 -1.02 0.30540
cost:age.10to17 -0.418008 0.041122 -10.17 < 2e-16 ***
cost:age.18to25 0.136958 0.026500 5.17 2.4e-07 ***
cost:age.26to35 0.092666 0.025826 3.59 0.00033 ***
cost:age.51to60 0.021970 0.021933 1.00 0.31651
cost:age.61to70 0.090351 0.024165 3.74 0.00018 ***
cost:age.71plus 0.044818 0.030349 1.48 0.13975
cardriver:sex.female -0.674418 0.025357 -26.60 < 2e-16 ***
carpassenger:sex.female 0.600301 0.030380 19.76 < 2e-16 ***
cycling:sex.female -0.485319 0.030441 -15.94 < 2e-16 ***
publictransport:sex.female -0.034353 0.027316 -1.26 0.20853
cardriver:age.06to09 -1.097672 6413.889044 0.00 0.99986
carpassenger:age.06to09 1.529011 0.065190 23.45 < 2e-16 ***
cycling:age.06to09 -1.116310 0.085117 -13.11 < 2e-16 ***
publictransport:age.06to09 -0.988486 0.131511 -7.52 5.6e-14 ***
cardriver:age.10to17 -1.223083 0.197294 -6.20 5.7e-10 ***
carpassenger:age.10to17 1.608163 0.052304 30.75 < 2e-16 ***
cycling:age.10to17 0.642268 0.051848 12.39 < 2e-16 ***
publictransport:age.10to17 0.775829 0.053392 14.53 < 2e-16 ***
cardriver:age.18to25 0.514697 0.061844 8.32 < 2e-16 ***
carpassenger:age.18to25 1.385675 0.071291 19.44 < 2e-16 ***
cycling:age.18to25 0.186971 0.076496 2.44 0.01452 *
publictransport:age.18to25 0.655475 0.060252 10.88 < 2e-16 ***
cardriver:age.26to35 -0.463442 0.050169 -9.24 < 2e-16 ***
carpassenger:age.26to35 -0.188398 0.069835 -2.70 0.00698 **
cycling:age.26to35 -0.471240 0.068996 -6.83 8.5e-12 ***
publictransport:age.26to35 0.053015 0.055729 0.95 0.34145
cardriver:age.51to60 0.129077 0.038092 3.39 0.00070 ***
carpassenger:age.51to60 0.385370 0.053181 7.25 4.3e-13 ***
cycling:age.51to60 -0.175560 0.050421 -3.48 0.00050 ***
publictransport:age.51to60 0.142965 0.047749 2.99 0.00275 **
cardriver:age.61to70 -0.291003 0.037279 -7.81 6.0e-15 ***
carpassenger:age.61to70 0.454215 0.049174 9.24 < 2e-16 ***
cycling:age.61to70 -0.460459 0.054654 -8.42 < 2e-16 ***
publictransport:age.61to70 0.165172 0.049021 3.37 0.00075 ***
cardriver:age.71plus -0.277279 0.043827 -6.33 2.5e-10 ***
carpassenger:age.71plus 0.418874 0.056091 7.47 8.1e-14 ***
cycling:age.71plus -0.345454 0.067949 -5.08 3.7e-07 ***
publictransport:age.71plus 0.445775 0.056172 7.94 2.0e-15 ***
cardriver:purpose.business 0.515757 0.104118 4.95 7.3e-07 ***
carpassenger:purpose.business 0.717387 0.156866 4.57 4.8e-06 ***
cycling:purpose.business -0.292859 0.159974 -1.83 0.06715 .
publictransport:purpose.business -0.094963 0.132746 -0.72 0.47438
cardriver:purpose.education -1.068552 0.073664 -14.51 < 2e-16 ***
carpassenger:purpose.education 0.017150 0.068265 0.25 0.80164
cycling:purpose.education -0.553171 0.066402 -8.33 < 2e-16 ***
publictransport:purpose.education -0.241253 0.059908 -4.03 5.6e-05 ***
cardriver:purpose.service 0.551173 0.043898 12.56 < 2e-16 ***
carpassenger:purpose.service 0.984752 0.070469 13.97 < 2e-16 ***
cycling:purpose.service -0.872532 0.073935 -11.80 < 2e-16 ***
publictransport:purpose.service -1.706718 0.078182 -21.83 < 2e-16 ***
cardriver:purpose.private_business -0.197657 0.043229 -4.57 4.8e-06 ***
carpassenger:purpose.private_business 1.278303 0.062977 20.30 < 2e-16 ***
cycling:purpose.private_business -0.688058 0.066750 -10.31 < 2e-16 ***
publictransport:purpose.private_business -1.018404 0.056301 -18.09 < 2e-16 ***
cardriver:purpose.visit -0.320451 0.049943 -6.42 1.4e-10 ***
carpassenger:purpose.visit 1.112013 0.066592 16.70 < 2e-16 ***
cycling:purpose.visit -0.882239 0.077060 -11.45 < 2e-16 ***
publictransport:purpose.visit -1.266630 0.067032 -18.90 < 2e-16 ***
cardriver:purpose.shopping_grocery -0.203514 0.040928 -4.97 6.6e-07 ***
carpassenger:purpose.shopping_grocery 1.239450 0.062161 19.94 < 2e-16 ***
cycling:purpose.shopping_grocery -0.370226 0.060067 -6.16 7.1e-10 ***
publictransport:purpose.shopping_grocery -1.701175 0.060130 -28.29 < 2e-16 ***
cardriver:purpose.shopping_other -0.036598 0.057118 -0.64 0.52169
carpassenger:purpose.shopping_other 1.597416 0.074223 21.52 < 2e-16 ***
cycling:purpose.shopping_other -0.555777 0.090496 -6.14 8.2e-10 ***
publictransport:purpose.shopping_other -0.643948 0.070298 -9.16 < 2e-16 ***
cardriver:purpose.leisure_indoors -0.962799 0.054762 -17.58 < 2e-16 ***
carpassenger:purpose.leisure_indoors 1.376719 0.069430 19.83 < 2e-16 ***
cycling:purpose.leisure_indoors -1.512268 0.103364 -14.63 < 2e-16 ***
publictransport:purpose.leisure_indoors -0.689011 0.063342 -10.88 < 2e-16 ***
cardriver:purpose.leisure_outdoors 0.267916 0.049826 5.38 7.6e-08 ***
carpassenger:purpose.leisure_outdoors 1.873813 0.065336 28.68 < 2e-16 ***
cycling:purpose.leisure_outdoors -0.295889 0.069731 -4.24 2.2e-05 ***
publictransport:purpose.leisure_outdoors -0.968115 0.066416 -14.58 < 2e-16 ***
cardriver:purpose.leisure_other -0.469247 0.048019 -9.77 < 2e-16 ***
carpassenger:purpose.leisure_other 1.230945 0.064636 19.04 < 2e-16 ***
cycling:purpose.leisure_other -0.797559 0.070294 -11.35 < 2e-16 ***
publictransport:purpose.leisure_other -0.706146 0.058335 -12.10 < 2e-16 ***
cardriver:purpose.leisure_walk -2.425378 0.053963 -44.95 < 2e-16 ***
carpassenger:purpose.leisure_walk -0.520068 0.077483 -6.71 1.9e-11 ***
cycling:purpose.leisure_walk -1.326126 0.065659 -20.20 < 2e-16 ***
publictransport:purpose.leisure_walk -2.165435 0.085939 -25.20 < 2e-16 ***
cardriver:purpose.other 0.131372 0.301157 0.44 0.66267
carpassenger:purpose.other 1.848446 0.278116 6.65 3.0e-11 ***
cycling:purpose.other -2.302529 1.020220 -2.26 0.02401 *
publictransport:purpose.other -0.040508 0.371814 -0.11 0.91324
cardriver:day.Saturday 0.017073 0.030052 0.57 0.56996
carpassenger:day.Saturday 0.489639 0.034978 14.00 < 2e-16 ***
cycling:day.Saturday -0.148034 0.048639 -3.04 0.00234 **
publictransport:day.Saturday -0.061341 0.043114 -1.42 0.15481
cardriver:day.Sunday -0.418969 0.036747 -11.40 < 2e-16 ***
carpassenger:day.Sunday 0.203583 0.041094 4.95 7.3e-07 ***
cycling:day.Sunday -0.440659 0.058498 -7.53 5.0e-14 ***
publictransport:day.Sunday -0.687115 0.054161 -12.69 < 2e-16 ***
cardriver:intrazonal.TRUE -1.058577 0.024023 -44.06 < 2e-16 ***
carpassenger:intrazonal.TRUE -0.739842 0.031351 -23.60 < 2e-16 ***
cycling:intrazonal.TRUE 0.195679 0.031695 6.17 6.7e-10 ***
publictransport:intrazonal.TRUE -3.246929 0.067897 -47.82 < 2e-16 ***
cardriver:num_activities 0.270391 0.030512 8.86 < 2e-16 ***
carpassenger:num_activities 0.257202 0.035203 7.31 2.7e-13 ***
cycling:num_activities 0.157524 0.046726 3.37 0.00075 ***
publictransport:num_activities 0.243145 0.037183 6.54 6.2e-11 ***
cardriver:containsStrolling.TRUE -1.447244 0.128442 -11.27 < 2e-16 ***
carpassenger:containsStrolling.TRUE -1.217362 0.159322 -7.64 2.2e-14 ***
cycling:containsStrolling.TRUE -0.772697 0.198211 -3.90 9.7e-05 ***
publictransport:containsStrolling.TRUE -0.863026 0.151803 -5.69 1.3e-08 ***
cardriver:containsVisit.TRUE 0.336435 0.091102 3.69 0.00022 ***
carpassenger:containsVisit.TRUE 0.033099 0.099763 0.33 0.74006
cycling:containsVisit.TRUE -0.121845 0.127865 -0.95 0.34063
publictransport:containsVisit.TRUE -0.257201 0.108381 -2.37 0.01764 *
cardriver:containsPrivateB.TRUE 0.141330 0.072818 1.94 0.05228 .
carpassenger:containsPrivateB.TRUE 0.062649 0.086620 0.72 0.46952
cycling:containsPrivateB.TRUE 0.024562 0.110479 0.22 0.82407
publictransport:containsPrivateB.TRUE -0.046419 0.089351 -0.52 0.60340
cardriver:containsService.TRUE -0.012399 0.127239 -0.10 0.92237
carpassenger:containsService.TRUE -0.328759 0.171368 -1.92 0.05506 .
cycling:containsService.TRUE -0.778625 0.183003 -4.25 2.1e-05 ***
publictransport:containsService.TRUE -1.706409 0.167932 -10.16 < 2e-16 ***
cardriver:containsLeisure.TRUE 0.445470 0.073240 6.08 1.2e-09 ***
carpassenger:containsLeisure.TRUE 0.943762 0.079125 11.93 < 2e-16 ***
cycling:containsLeisure.TRUE 0.116251 0.109146 1.07 0.28683
publictransport:containsLeisure.TRUE 0.602243 0.084680 7.11 1.1e-12 ***
cardriver:containsShopping.TRUE 0.220839 0.060747 3.64 0.00028 ***
carpassenger:containsShopping.TRUE 0.045155 0.074378 0.61 0.54378
cycling:containsShopping.TRUE 0.082577 0.094840 0.87 0.38392
publictransport:containsShopping.TRUE 0.130030 0.074252 1.75 0.07991 .
cardriver:containsBusiness.TRUE 0.280038 0.136773 2.05 0.04061 *
carpassenger:containsBusiness.TRUE -0.313192 0.215007 -1.46 0.14521
cycling:containsBusiness.TRUE -0.025020 0.186472 -0.13 0.89326
publictransport:containsBusiness.TRUE 0.001813 0.158809 0.01 0.99089
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Log-Likelihood: -100000
McFadden R^2: 0.391
Likelihood ratio test : chisq = 129000 (p.value = <2e-16)
*/
public TourModeChoiceParameterTimeCostByAgeSexIz() {
cardriver = 0.842304; //se=0.052295
carpassenger = -4.103833; //se=0.071847
cycling = -1.344718; //se=0.067861
publictransport = 0.332748; //se=0.058195
notavailable = -24.780925; //se=1767.454938
time = -0.034769; //se=0.000855
cost = -0.689965; //se=0.015148
time_sex_female = -0.005153; //se=0.000769
cost_sex_female = 0.013670; //se=0.014626
time_age_06to09 = -0.008666; //se=0.002499
time_age_10to17 = -0.003628; //se=0.001434
time_age_18to25 = 0.009894; //se=0.001451
time_age_26to35 = -0.003055; //se=0.001540
time_age_51to60 = 0.001433; //se=0.001219
time_age_61to70 = 0.000971; //se=0.001184
time_age_71plus = -0.002193; //se=0.001443
cost_age_06to09 = -0.113678; //se=0.110913
cost_age_10to17 = -0.418008; //se=0.041122
cost_age_18to25 = 0.136958; //se=0.026500
cost_age_26to35 = 0.092666; //se=0.025826
cost_age_51to60 = 0.021970; //se=0.021933
cost_age_61to70 = 0.090351; //se=0.024165
cost_age_71plus = 0.044818; //se=0.030349
cardriver_sex_female = -0.674418; //se=0.025357
carpassenger_sex_female = 0.600301; //se=0.030380
cycling_sex_female = -0.485319; //se=0.030441
publictransport_sex_female = -0.034353; //se=0.027316
cardriver_age_06to09 = -1.097672; //se=6413.889044
cardriver_age_10to17 = -1.223083; //se=0.197294
cardriver_age_18to25 = 0.514697; //se=0.061844
cardriver_age_26to35 = -0.463442; //se=0.050169
cardriver_age_51to60 = 0.129077; //se=0.038092
cardriver_age_61to70 = -0.291003; //se=0.037279
cardriver_age_71plus = -0.277279; //se=0.043827
carpassenger_age_06to09 = 1.529011; //se=0.065190
carpassenger_age_10to17 = 1.608163; //se=0.052304
carpassenger_age_18to25 = 1.385675; //se=0.071291
carpassenger_age_26to35 = -0.188398; //se=0.069835
carpassenger_age_51to60 = 0.385370; //se=0.053181
carpassenger_age_61to70 = 0.454215; //se=0.049174
carpassenger_age_71plus = 0.418874; //se=0.056091
cycling_age_06to09 = -1.116310; //se=0.085117
cycling_age_10to17 = 0.642268; //se=0.051848
cycling_age_18to25 = 0.186971; //se=0.076496
cycling_age_26to35 = -0.471240; //se=0.068996
cycling_age_51to60 = -0.175560; //se=0.050421
cycling_age_61to70 = -0.460459; //se=0.054654
cycling_age_71plus = -0.345454; //se=0.067949
publictransport_age_06to09 = -0.988486; //se=0.131511
publictransport_age_10to17 = 0.775829; //se=0.053392
publictransport_age_18to25 = 0.655475; //se=0.060252
publictransport_age_26to35 = 0.053015; //se=0.055729
publictransport_age_51to60 = 0.142965; //se=0.047749
publictransport_age_61to70 = 0.165172; //se=0.049021
publictransport_age_71plus = 0.445775; //se=0.056172
cardriver_purpose_business = 0.515757; //se=0.104118
cardriver_purpose_education = -1.068552; //se=0.073664
cardriver_purpose_leisure_indoors = -0.962799; //se=0.054762
cardriver_purpose_leisure_other = -0.469247; //se=0.048019
cardriver_purpose_leisure_outdoors = 0.267916; //se=0.049826
cardriver_purpose_leisure_walk = -2.425378; //se=0.053963
cardriver_purpose_other = 0.131372; //se=0.301157
cardriver_purpose_private_business = -0.197657; //se=0.043229
cardriver_purpose_service = 0.551173; //se=0.043898
cardriver_purpose_shopping_grocery = -0.203514; //se=0.040928
cardriver_purpose_shopping_other = -0.036598; //se=0.057118
cardriver_purpose_visit = -0.320451; //se=0.049943
carpassenger_purpose_business = 0.717387; //se=0.156866
carpassenger_purpose_education = 0.017150; //se=0.068265
carpassenger_purpose_leisure_indoors = 1.376719; //se=0.069430
carpassenger_purpose_leisure_other = 1.230945; //se=0.064636
carpassenger_purpose_leisure_outdoors = 1.873813; //se=0.065336
carpassenger_purpose_leisure_walk = -0.520068; //se=0.077483
carpassenger_purpose_other = 1.848446; //se=0.278116
carpassenger_purpose_private_business = 1.278303; //se=0.062977
carpassenger_purpose_service = 0.984752; //se=0.070469
carpassenger_purpose_shopping_grocery = 1.239450; //se=0.062161
carpassenger_purpose_shopping_other = 1.597416; //se=0.074223
carpassenger_purpose_visit = 1.112013; //se=0.066592
cycling_purpose_business = -0.292859; //se=0.159974
cycling_purpose_education = -0.553171; //se=0.066402
cycling_purpose_leisure_indoors = -1.512268; //se=0.103364
cycling_purpose_leisure_other = -0.797559; //se=0.070294
cycling_purpose_leisure_outdoors = -0.295889; //se=0.069731
cycling_purpose_leisure_walk = -1.326126; //se=0.065659
cycling_purpose_other = -2.302529; //se=1.020220
cycling_purpose_private_business = -0.688058; //se=0.066750
cycling_purpose_service = -0.872532; //se=0.073935
cycling_purpose_shopping_grocery = -0.370226; //se=0.060067
cycling_purpose_shopping_other = -0.555777; //se=0.090496
cycling_purpose_visit = -0.882239; //se=0.077060
publictransport_purpose_business = -0.094963; //se=0.132746
publictransport_purpose_education = -0.241253; //se=0.059908
publictransport_purpose_leisure_indoors = -0.689011; //se=0.063342
publictransport_purpose_leisure_other = -0.706146; //se=0.058335
publictransport_purpose_leisure_outdoors = -0.968115; //se=0.066416
publictransport_purpose_leisure_walk = -2.165435; //se=0.085939
publictransport_purpose_other = -0.040508; //se=0.371814
publictransport_purpose_private_business = -1.018404; //se=0.056301
publictransport_purpose_service = -1.706718; //se=0.078182
publictransport_purpose_shopping_grocery = -1.701175; //se=0.060130
publictransport_purpose_shopping_other = -0.643948; //se=0.070298
publictransport_purpose_visit = -1.266630; //se=0.067032
cardriver_day_Saturday = 0.017073; //se=0.030052
cardriver_day_Sunday = -0.418969; //se=0.036747
carpassenger_day_Saturday = 0.489639; //se=0.034978
carpassenger_day_Sunday = 0.203583; //se=0.041094
cycling_day_Saturday = -0.148034; //se=0.048639
cycling_day_Sunday = -0.440659; //se=0.058498
publictransport_day_Saturday = -0.061341; //se=0.043114
publictransport_day_Sunday = -0.687115; //se=0.054161
cardriver_intrazonal = -1.058577; //se=0.024023
carpassenger_intrazonal = -0.739842; //se=0.031351
cycling_intrazonal = 0.195679; //se=0.031695
publictransport_intrazonal = -3.246929; //se=0.067897
cardriver_num_activities = 0.270391; //se=0.030512
carpassenger_num_activities = 0.257202; //se=0.035203
cycling_num_activities = 0.157524; //se=0.046726
publictransport_num_activities = 0.243145; //se=0.037183
cardriver_containsBusiness = 0.280038; //se=0.136773
cardriver_containsLeisure = 0.445470; //se=0.073240
cardriver_containsPrivateB = 0.141330; //se=0.072818
cardriver_containsService = -0.012399; //se=0.127239
cardriver_containsShopping = 0.220839; //se=0.060747
cardriver_containsStrolling = -1.447244; //se=0.128442
cardriver_containsVisit = 0.336435; //se=0.091102
carpassenger_containsBusiness = -0.313192; //se=0.215007
carpassenger_containsLeisure = 0.943762; //se=0.079125
carpassenger_containsPrivateB = 0.062649; //se=0.086620
carpassenger_containsService = -0.328759; //se=0.171368
carpassenger_containsShopping = 0.045155; //se=0.074378
carpassenger_containsStrolling = -1.217362; //se=0.159322
carpassenger_containsVisit = 0.033099; //se=0.099763
cycling_containsBusiness = -0.025020; //se=0.186472
cycling_containsLeisure = 0.116251; //se=0.109146
cycling_containsPrivateB = 0.024562; //se=0.110479
cycling_containsService = -0.778625; //se=0.183003
cycling_containsShopping = 0.082577; //se=0.094840
cycling_containsStrolling = -0.772697; //se=0.198211
cycling_containsVisit = -0.121845; //se=0.127865
publictransport_containsBusiness = 0.001813; //se=0.158809
publictransport_containsLeisure = 0.602243; //se=0.084680
publictransport_containsPrivateB = -0.046419; //se=0.089351
publictransport_containsService = -1.706409; //se=0.167932
publictransport_containsShopping = 0.130030; //se=0.074252
publictransport_containsStrolling = -0.863026; //se=0.151803
publictransport_containsVisit = -0.257201; //se=0.108381
// Referenzklasse für Altersgruppe:
time_age_36to50 = 0.0;
cost_age_36to50 = 0.0;
// System.out.println("test");
init();
}
}