biogeme 3.2.6 [2024-07-03]
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 2024-07-03 12:22:19.593086
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: | BENCHMARK.html |
| Database name: | example |
| Number of estimated parameters: | 8 |
| Sample size: | 2088 |
| Excluded observations: | 1 |
| Init log likelihood: | -2.050373e+08 |
| Final log likelihood: | -1.191052e+08 |
| Likelihood ratio test for the init. model: | 1.718643e+08 |
| Rho-square for the init. model: | 0.419 |
| Rho-square-bar for the init. model: | 0.419 |
| Akaike Information Criterion: | 2.382104e+08 |
| Bayesian Information Criterion: | 2.382105e+08 |
| Final gradient norm: | 5.1643E+01 |
| Nbr of threads: | 8 |
| Algorithm: | BFGS with trust region for simple bound constraints |
| Proportion analytical hessian: | 0.0% |
| Relative projected gradient: | 1.989807e-07 |
| Number of iterations: | 140 |
| Number of function evaluations: | 329 |
| Number of gradient evaluations: | 95 |
| Number of hessian evaluations: | 0 |
| Cause of termination: | Relative gradient = 2e-07 <= 6.1e-06 |
| Optimization time: | 0:00:01.087003 |
| Name | Value | Std err | t-test | p-value | Rob. Std err | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|
| ASC_RAIL | 0.693 | 0.000859 | 806 | 0 | 0.655 | 1.06 | 0.29 |
| ASC_ROAD | 1.96 | 0.000975 | 2.01e+03 | 0 | 0.78 | 2.51 | 0.012 |
| B_ACCESS_INTER | 0.138 | 7.62e-05 | 1.81e+03 | 0 | 0.0578 | 2.38 | 0.0171 |
| B_ACCESS_ROAD | 0.0442 | 2.78e-05 | 1.59e+03 | 0 | 0.0237 | 1.87 | 0.0622 |
| B_COST_INTER | -7.32 | 0.00481 | -1.52e+03 | 0 | 3.21 | -2.28 | 0.0226 |
| B_COST_ROAD | -4.79 | 0.00129 | -3.7e+03 | 0 | 0.744 | -6.44 | 1.22e-10 |
| B_FREQ | 0.0219 | 6.02e-06 | 3.63e+03 | 0 | 0.00729 | 3 | 0.00273 |
| B_PORT | 1.28 | 0.000554 | 2.32e+03 | 0 | 0.353 | 3.64 | 0.000277 |
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|---|---|
| ASC_ROAD | ASC_RAIL | -1.51e-07 | -0.181 | 897 | 0 | -0.133 | -0.26 | 1.11 | 0.267 |
| B_ACCESS_INTER | ASC_RAIL | -5.91e-09 | -0.0902 | -638 | 0 | -0.0101 | -0.265 | -0.825 | 0.409 |
| B_ACCESS_INTER | ASC_ROAD | -4.51e-09 | -0.0607 | -1.85e+03 | 0 | -0.00811 | -0.18 | -2.3 | 0.0215 |
| B_ACCESS_ROAD | ASC_RAIL | -3.59e-09 | -0.15 | -751 | 0 | -0.00393 | -0.253 | -0.98 | 0.327 |
| B_ACCESS_ROAD | ASC_ROAD | -1.05e-08 | -0.389 | -1.94e+03 | 0 | -0.0114 | -0.619 | -2.41 | 0.016 |
| B_ACCESS_ROAD | B_ACCESS_INTER | 1.55e-09 | 0.731 | -1.59e+03 | 0 | 0.00103 | 0.752 | -2.18 | 0.0293 |
| B_COST_INTER | ASC_RAIL | -2.98e-06 | -0.72 | -1.47e+03 | 0 | -1.81 | -0.858 | -2.12 | 0.0343 |
| B_COST_INTER | ASC_ROAD | 2.78e-06 | 0.593 | -2.16e+03 | 0 | 1.43 | 0.571 | -3.27 | 0.00108 |
| B_COST_INTER | B_ACCESS_INTER | 2.28e-08 | 0.0622 | -1.55e+03 | 0 | 0.0108 | 0.0582 | -2.33 | 0.02 |
| B_COST_INTER | B_ACCESS_ROAD | 1.82e-08 | 0.136 | -1.53e+03 | 0 | -0.000664 | -0.00873 | -2.29 | 0.0218 |
| B_COST_ROAD | ASC_RAIL | -5.83e-07 | -0.525 | -2.9e+03 | 0 | -0.35 | -0.718 | -4.23 | 2.38e-05 |
| B_COST_ROAD | ASC_ROAD | 1.49e-07 | 0.118 | -4.43e+03 | 0 | 0.117 | 0.203 | -7.01 | 2.39e-12 |
| B_COST_ROAD | B_ACCESS_INTER | 7.83e-09 | 0.0795 | -3.82e+03 | 0 | 0.00222 | 0.0517 | -6.63 | 3.38e-11 |
| B_COST_ROAD | B_ACCESS_ROAD | 5.17e-09 | 0.144 | -3.75e+03 | 0 | 0.000933 | 0.0529 | -6.5 | 7.8e-11 |
| B_COST_ROAD | B_COST_INTER | 4.09e-06 | 0.658 | 622 | 0 | 1.85 | 0.773 | 0.946 | 0.344 |
| B_FREQ | ASC_RAIL | -1e-09 | -0.194 | -780 | 0 | -0.000453 | -0.0948 | -1.02 | 0.306 |
| B_FREQ | ASC_ROAD | 4.81e-10 | 0.0819 | -1.99e+03 | 0 | -0.000645 | -0.113 | -2.48 | 0.0131 |
| B_FREQ | B_ACCESS_INTER | -6.3e-11 | -0.137 | -1.5e+03 | 0 | -5.24e-05 | -0.124 | -1.96 | 0.05 |
| B_FREQ | B_ACCESS_ROAD | 1.29e-11 | 0.0768 | -797 | 0 | 1.78e-05 | 0.103 | -0.929 | 0.353 |
| B_FREQ | B_COST_INTER | 6.71e-09 | 0.232 | 1.53e+03 | 0 | 0.000393 | 0.0168 | 2.29 | 0.0222 |
| B_FREQ | B_COST_ROAD | 2.97e-10 | 0.0382 | 3.72e+03 | 0 | -0.00017 | -0.0314 | 6.46 | 1.02e-10 |
| B_PORT | ASC_RAIL | 2e-08 | 0.0421 | 588 | 0 | -0.043 | -0.186 | 0.737 | 0.461 |
| B_PORT | ASC_ROAD | 3.69e-07 | 0.683 | -939 | 0 | 0.207 | 0.754 | -1.2 | 0.23 |
| B_PORT | B_ACCESS_INTER | 1.73e-09 | 0.0411 | 2.06e+03 | 0 | -0.00243 | -0.119 | 3.14 | 0.00167 |
| B_PORT | B_ACCESS_ROAD | 5.1e-10 | 0.0331 | 2.24e+03 | 0 | -0.00283 | -0.339 | 3.43 | 0.000613 |
| B_PORT | B_COST_INTER | 1.34e-06 | 0.502 | 1.89e+03 | 0 | 0.588 | 0.519 | 2.83 | 0.00468 |
| B_PORT | B_COST_ROAD | 1.91e-07 | 0.267 | 4.81e+03 | 0 | 0.0733 | 0.279 | 8.33 | 0 |
| B_PORT | B_FREQ | -2.38e-10 | -0.0715 | 2.27e+03 | 0 | -0.000512 | -0.199 | 3.56 | 0.000373 |
Smallest eigenvalue: 40534
Largest eigenvalue: 6.22777e+10
Condition number: 1.53643e+06