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 2018-12-27 16:16:30.981206

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: 26triangularPanelMixture.html
Database name: swissmetro

Estimation report

Number of estimated parameters: 7
Sample size: 752
Observations: 6768
Excluded observations: 3960
Init log likelihood: -6964.663
Final log likelihood: -3872.108
Likelihood ratio test for the init. model: 6185.109
Rho-square for the init. model: 0.444
Rho-square-bar for the init. model: 0.443
Akaike Information Criterion: 7758.217
Bayesian Information Criterion: 7790.576
Final gradient norm: 4.1026E-02
Diagnostic: b'CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL'
Database readings: 36
Iterations: 29
Data processing time: 0:00:00.000007
Number of draws: 500
Draws generation time: 0:00:00.810735
Optimization time: 0:03:42.884515
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_CAR-0.9570.207-4.633.69e-061.13-0.8440.399
ASC_TRAIN-2.350.257-9.1400.702-3.350.000817
B_COST-2.510.158-15.900.504-4.996.02e-07
B_TIME-2.710.137-19.700.749-3.610.000301
SIGMA_CAR-7.980.678-11.803.13-2.550.0107
SIGMA_SM-5.010.525-9.5602.15-2.330.0197
SIGMA_TRAIN-7.290.563-12.900.816-8.940

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_TRAINASC_CAR0.0130.245-4.841.32e-060.6820.857-2.170.0303
B_COSTASC_CAR0.01420.435-7.864e-150.3760.659-1.760.0789
B_COSTASC_TRAIN0.002550.0627-0.5640.5730.1990.563-0.280.779
B_TIMEASC_CAR0.0001810.00638-7.071.49e-12-0.639-0.752-0.990.322
B_TIMEASC_TRAIN-0.00876-0.249-1.120.263-0.471-0.895-0.2530.8
B_TIMEB_COST0.007860.362-1.150.251-0.152-0.402-0.1820.855
SIGMA_CARASC_CAR0.07480.534-11.803.410.963-3.410.000645
SIGMA_CARASC_TRAIN-0.000654-0.00375-7.768.22e-151.630.743-2.130.0334
SIGMA_CARB_COST0.05990.559-9.0600.9450.6-1.920.0553
SIGMA_CARB_TIME0.03950.425-8.350-1.41-0.604-1.450.146
SIGMA_SMASC_CAR0.02980.275-7.981.55e-152.340.962-3.680.000236
SIGMA_SMASC_TRAIN0.005210.0386-4.633.67e-061.210.803-1.620.104
SIGMA_SMB_COST0.03280.396-5.162.51e-070.7820.722-1.370.17
SIGMA_SMB_TIME0.02120.295-4.64.32e-06-1.06-0.66-0.8520.394
SIGMA_SMSIGMA_CAR0.150.4224.516.46e-066.460.962.440.0148
SIGMA_TRAINASC_CAR0.001350.0116-10.60-0.658-0.712-3.50.000457
SIGMA_TRAINASC_TRAIN0.09790.675-11.40-0.29-0.507-3.750.000178
SIGMA_TRAINB_COST-0.000988-0.0111-8.144.44e-16-0.222-0.54-4.094.29e-05
SIGMA_TRAINB_TIME0.001350.0175-7.942e-150.3810.624-6.731.71e-11
SIGMA_TRAINSIGMA_CAR-0.0211-0.05530.7650.444-1.73-0.6770.1860.853
SIGMA_TRAINSIGMA_SM-0.0554-0.187-2.720.00655-1.23-0.699-0.820.412

Smallest eigenvalue: 1.73496

Smallest singular value: 1.73496