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 18:41:18.100552

Report file: 08boxcox.html
Database name: swissmetro

Estimation report

Number of estimated parameters: 5
Sample size: 6768
Excluded observations: 3960
Init log likelihood: -6964.663
Final log likelihood: -5292.095
Likelihood ratio test for the init. model: 3345.135
Rho-square for the init. model: 0.24
Rho-square-bar for the init. model: 0.239
Akaike Information Criterion: 10594.19
Bayesian Information Criterion: 10628.29
Final gradient norm: 4.0818E-02
Nbr of threads: 36
Algorithm: Newton with trust region for simple bound constraints
Proportion analytical hessian: 100.0%
Relative projected gradient: 5.46839e-06
Relative change: 0.010582002129709037
Number of iterations: 5
Number of function evaluations: 14
Number of gradient evaluations: 5
Number of hessian evaluations: 5
Cause of termination: Relative gradient = 5.5e-06 <= 6.1e-06
Optimization time: 0:00:00.061389

Estimated parameters

NameValueStd errt-testp-valueRob. Std errRob. t-testRob. p-value
ASC_CAR-0.004650.0471-0.09870.9210.048-0.09680.923
ASC_TRAIN-0.4850.0614-7.912.66e-150.0644-7.535.02e-14
B_COST-1.080.052-20.700.068-15.90
B_TIME-1.670.0744-22.500.0766-21.90
LAMBDA0.510.05199.8300.07736.64.15e-11

Correlation of coefficients

Coefficient1Coefficient2CovarianceCorrelationt-testp-valueRob. cov.Rob. corr.Rob. t-testRob. p-value
ASC_TRAINASC_CAR0.001880.651-10.200.002180.705-10.50
B_COSTASC_CAR0.0004810.197-17.100.0004360.133-13.80
B_COSTASC_TRAIN2.89e-060.000905-7.381.55e-13-0.000245-0.056-6.176.97e-10
B_TIMEASC_CAR-0.00231-0.661-150-0.00245-0.668-14.60
B_TIMEASC_TRAIN-0.00357-0.782-9.280-0.00387-0.786-8.930
B_TIMEB_COST0.0005750.149-7.081.43e-120.001310.251-6.721.81e-11
LAMBDAASC_CAR-0.000543-0.2226.652.95e-110.0004270.1155.972.32e-09
LAMBDAASC_TRAIN-0.000715-0.22511.200.001160.23311.30
LAMBDAB_COST-0.000157-0.0582210-0.000985-0.18714.20
LAMBDAB_TIME0.001420.36729.80-0.000702-0.119190

Smallest eigenvalue: 100.758

Largest eigenvalue: 1385.39

Condition number: 13.7497