biogeme 3.2.8 [2021-07-26]

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 2021-07-26 18:43:20.506332

Report file: 14nestedEndogenousSampling.html
Database name: swissmetro

Estimation report

Number of estimated parameters: 5
Sample size: 6768
Excluded observations: 3960
Init log likelihood: -14995.62
Final log likelihood: -5202.916
Likelihood ratio test for the init. model: 19585.42
Rho-square for the init. model: 0.653
Rho-square-bar for the init. model: 0.653
Akaike Information Criterion: 10415.83
Bayesian Information Criterion: 10449.93
Final gradient norm: 3.5640E-02
Nbr of threads: 36
Algorithm: Newton with trust region for simple bound constraints
Proportion analytical hessian: 100.0%
Relative projected gradient: 3.214903e-06
Relative change: 0.00020670426416624643
Number of iterations: 9
Number of function evaluations: 26
Number of gradient evaluations: 9
Number of hessian evaluations: 9
Cause of termination: Relative gradient = 3.2e-06 <= 6.1e-06
Optimization time: 0:00:00.204031

Estimated parameters

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR-1.130.0423-26.700.0606-18.60
ASC_TRAIN-2.770.0539-51.400.0805-34.40
B_COST-0.9990.0472-21.200.0641-15.60
B_TIME-0.9750.055-17.700.111-8.80
MU1.630.054130.200.0627260

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_TRAINASC_CAR0.0009260.406-30.800.003260.667-27.20
B_COSTASC_CAR0.0002920.1462.190.0289-0.000206-0.05291.410.157
B_COSTASC_TRAIN0.0004460.17527.20-0.000502-0.097116.40
B_TIMEASC_CAR-0.00146-0.6261.740.0823-0.00559-0.8320.9270.354
B_TIMEASC_TRAIN-0.00109-0.36919.90-0.00645-0.72310.10
B_TIMEB_COST0.000580.2230.3860.6990.002450.3450.2310.818
MUASC_CAR-0.00078-0.34134.80-0.00138-0.36227.10
MUASC_TRAIN0.001460.50281.700.001530.30351.30
MUB_COST0.000410.1614000.0003080.076730.50
MUB_TIME0.001170.39243.300.002120.30523.80

Smallest eigenvalue: 195.396

Largest eigenvalue: 3071.05

Condition number: 15.7171