biogeme 3.1.0 [October 1, 2018]

Python package

Home page: http://biogeme.epfl.ch

Submit questions to https://groups.google.com/d/forum/biogeme

Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)

This file has automatically been generated on 2018-12-26 18:06:30.835301

If you drag this HTML file into the Calc application of OpenOffice, or the spreadsheet of LibreOffice, you will be able to perform additional calculations.

Report file: 04latentChoiceSeq.html
Database name: optima

Estimation report

Number of estimated parameters: 11
Sample size: 1906
Excluded observations: 359
Init log likelihood: -2093.955
Final log likelihood: -1092.592
Likelihood ratio test for the init. model: 2002.726
Rho-square for the init. model: 0.478
Rho-square-bar for the init. model: 0.473
Akaike Information Criterion: 2207.184
Bayesian Information Criterion: 2268.265
Final gradient norm: 3.1811E-02
Diagnostic: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'
Database readings: 268
Iterations: 219
Data processing time: 0:00:00.000006
Optimization time: 0:06:12.153826
Nbr of threads: 8

Estimated parameters

Click on the headers of the columns to sort the table [Credits]

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR0.7730.1276.111.02e-090.1276.071.31e-09
ASC_SM1.880.2427.787.55e-150.2417.825.33e-15
BETA_COST_HWH-1.780.305-5.845.15e-090.492-3.620.000293
BETA_COST_OTHER-0.8180.172-4.761.98e-060.268-3.050.0023
BETA_DIST-5.80.704-8.242.22e-160.704-8.242.22e-16
BETA_TIME_CAR_CL-1.680.0737-22.800.0626-26.90
BETA_TIME_CAR_REF-17.72.31-7.652e-142.53-72.64e-12
BETA_TIME_PT_CL-1.240.0643-19.300.047-26.40
BETA_TIME_PT_REF-6.270.935-6.711.95e-110.94-6.672.48e-11
BETA_WAITING_TIME-0.02950.0104-2.840.004510.0151-1.950.0511
sigma_s0.8620.036623.500.024734.90

Correlation of coefficients

Click on the headers of the columns to sort the table [Credits]

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_SMASC_CAR0.009960.3254.752.05e-060.008760.2854.663.11e-06
BETA_COST_HWHASC_CAR0.004240.11-8.068.88e-160.006420.102-5.162.52e-07
BETA_COST_HWHASC_SM0.002150.0291-9.550-0.000223-0.00188-6.692.28e-11
BETA_COST_OTHERASC_CAR0.004450.204-8.300.01280.376-6.361.96e-10
BETA_COST_OTHERASC_SM0.008290.199-10.100.01760.273-8.780
BETA_COST_OTHERBETA_COST_HWH0.002290.04372.810.005010.008530.06471.770.0768
BETA_DISTASC_CAR0.01050.118-9.3800.007270.0811-9.320
BETA_DISTASC_SM-0.104-0.607-8.80-0.103-0.606-8.820
BETA_DISTBETA_COST_HWH0.01250.0581-5.358.68e-080.0460.133-55.63e-07
BETA_DISTBETA_COST_OTHER-0.0165-0.136-6.672.58e-11-0.0277-0.147-6.312.71e-10
BETA_TIME_CAR_CLASC_CAR0.002390.256-1900.002560.321-200
BETA_TIME_CAR_CLASC_SM-0.00259-0.145-13.50-0.000612-0.0406-14.20
BETA_TIME_CAR_CLBETA_COST_HWH0.000580.02580.3170.751-0.00229-0.07430.1970.843
BETA_TIME_CAR_CLBETA_COST_OTHER-0.000356-0.0281-4.584.68e-06-0.00202-0.12-3.060.0022
BETA_TIME_CAR_CLBETA_DIST0.009010.1735.923.15e-090.0008710.01985.845.28e-09
BETA_TIME_CAR_REFASC_CAR-0.0454-0.155-7.912.66e-15-0.0591-0.184-7.234.98e-13
BETA_TIME_CAR_REFASC_SM-0.273-0.487-8.021.11e-15-0.315-0.517-7.361.9e-13
BETA_TIME_CAR_REFBETA_COST_HWH0.02020.0286-6.857.62e-120.1850.149-6.352.09e-10
BETA_TIME_CAR_REFBETA_COST_OTHER-0.0479-0.121-7.215.51e-13-0.0366-0.0541-6.64.18e-11
BETA_TIME_CAR_REFBETA_DIST1.260.774-6.526.97e-111.460.82-5.962.45e-09
BETA_TIME_CAR_REFBETA_TIME_CAR_CL-0.0618-0.363-6.847.93e-12-0.0843-0.533-6.254.22e-10
BETA_TIME_PT_CLASC_CAR-0.00125-0.153-13.40-0.000528-0.0882-14.40
BETA_TIME_PT_CLASC_SM-0.00294-0.188-11.90-0.000661-0.0583-12.60
BETA_TIME_PT_CLBETA_COST_HWH7.21e-050.003671.730.0838-0.00117-0.05041.080.278
BETA_TIME_PT_CLBETA_COST_OTHER0.0005350.0484-2.360.01850.001280.102-1.590.112
BETA_TIME_PT_CLBETA_DIST-0.00153-0.03386.431.31e-10-0.00652-0.1976.381.79e-10
BETA_TIME_PT_CLBETA_TIME_CAR_CL0.003630.7669.1500.001840.6238.860
BETA_TIME_PT_CLBETA_TIME_CAR_REF-0.0486-0.3277.051.85e-12-0.0469-0.3956.461.08e-10
BETA_TIME_PT_REFASC_CAR0.02330.197-7.671.69e-140.01320.11-7.544.71e-14
BETA_TIME_PT_REFASC_SM-0.0914-0.404-7.721.13e-14-0.111-0.489-7.563.93e-14
BETA_TIME_PT_REFBETA_COST_HWH0.01140.0399-4.623.81e-060.05290.114-4.458.68e-06
BETA_TIME_PT_REFBETA_COST_OTHER-0.0255-0.158-5.582.35e-08-0.0438-0.174-5.349.21e-08
BETA_TIME_PT_REFBETA_DIST0.5660.859-0.9630.3360.6120.926-1.20.231
BETA_TIME_PT_REFBETA_TIME_CAR_CL-0.01-0.146-4.841.3e-06-0.0105-0.179-4.821.47e-06
BETA_TIME_PT_REFBETA_TIME_CAR_REF1.830.857.158.56e-131.960.8286.244.29e-10
BETA_TIME_PT_REFBETA_TIME_PT_CL-0.0276-0.459-5.211.93e-07-0.0237-0.535-5.211.91e-07
BETA_WAITING_TIMEASC_CAR-0.000139-0.106-6.263.74e-10-0.000217-0.113-6.176.72e-10
BETA_WAITING_TIMEASC_SM0.0001520.0605-7.912.44e-156.13e-050.0168-7.932.22e-15
BETA_WAITING_TIMEBETA_COST_HWH-7.98e-06-0.002525.749.37e-090.0006410.08623.570.000357
BETA_WAITING_TIMEBETA_COST_OTHER0.0001570.08824.64.22e-060.0007060.1742.960.00304
BETA_WAITING_TIMEBETA_DIST-0.00126-0.1738.172.22e-16-0.00125-0.1188.182.22e-16
BETA_WAITING_TIMEBETA_TIME_CAR_CL-0.000145-0.1921.60-0.000369-0.3923.60
BETA_WAITING_TIMEBETA_TIME_CAR_REF0.0009360.0397.642.2e-140.00720.1886.992.71e-12
BETA_WAITING_TIMEBETA_TIME_PT_CL0.000120.1819.200.0001570.22126.30
BETA_WAITING_TIMEBETA_TIME_PT_REF-0.00279-0.2876.662.8e-11-0.00362-0.2556.623.71e-11
sigma_sASC_CAR-0.000526-0.1140.660.509-0.000245-0.0780.680.496
sigma_sASC_SM-0.00145-0.163-4.074.62e-05-0.000604-0.102-4.182.97e-05
sigma_sBETA_COST_HWH3.19e-050.002868.610-0.000574-0.04735.358.56e-08
sigma_sBETA_COST_OTHER9.23e-050.01479.5800.0005270.07976.283.31e-10
sigma_sBETA_DIST-0.000721-0.02799.430-0.00225-0.1299.420
sigma_sBETA_TIME_CAR_CL0.002020.74848.700.001010.65150.70
sigma_sBETA_TIME_CAR_REF-0.0196-0.2327.991.33e-15-0.0218-0.3497.312.64e-13
sigma_sBETA_TIME_PT_CL0.002180.92763.100.001140.98190.30
sigma_sBETA_TIME_PT_REF-0.0117-0.3417.535.2e-14-0.0105-0.4527.56.35e-14
sigma_sBETA_WAITING_TIME4.41e-050.11624.204.87e-050.13132.80

Smallest eigenvalue: 0.157832

Smallest singular value: 0.157832