biogeme 3.2.6 [2022-07-20]
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 2022-07-20 15:34:26.943796
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: | NoDensLOGN_COSTinter_BENCH.html |
| Database name: | example |
| Number of estimated parameters: | 9 |
| Sample size: | 2088 |
| Excluded observations: | 1 |
| Init log likelihood: | -1.854318e+08 |
| Final log likelihood: | -1.184492e+08 |
| Likelihood ratio test for the init. model: | 1.339652e+08 |
| Rho-square for the init. model: | 0.361 |
| Rho-square-bar for the init. model: | 0.361 |
| Akaike Information Criterion: | 2.368985e+08 |
| Bayesian Information Criterion: | 2.368985e+08 |
| Final gradient norm: | 9.6436E+02 |
| Number of draws: | 10000 |
| Draws generation time: | 0:00:35.901193 |
| Types of draws: | ['B_COST_INTER_RND: NORMAL'] |
| Nbr of threads: | 32 |
| Algorithm: | BFGS with trust region for simple bound constraints |
| Proportion analytical hessian: | 0.0% |
| Relative projected gradient: | 4.890864e-06 |
| Number of iterations: | 189 |
| Number of function evaluations: | 456 |
| Number of gradient evaluations: | 134 |
| Number of hessian evaluations: | 0 |
| Cause of termination: | Relative gradient = 4.9e-06 <= 6.1e-06 |
| Optimization time: | 3:53:20.283919 |
| Name | Value | Std err | t-test | p-value | Rob. Std err | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|
| ASC_RAIL | 1.04 | 0.00109 | 956 | 0 | 0.835 | 1.24 | 0.213 |
| ASC_ROAD | 2.52 | 0.00132 | 1.91e+03 | 0 | 1.14 | 2.21 | 0.0272 |
| B_ACCESS_INTER | 0.156 | 0.0001 | 1.56e+03 | 0 | 0.0737 | 2.12 | 0.0343 |
| B_ACCESS_ROAD | 0.0491 | 3.53e-05 | 1.39e+03 | 0 | 0.0295 | 1.67 | 0.0958 |
| B_COST_INTER | 2.62 | 0.000838 | 3.12e+03 | 0 | 0.586 | 4.47 | 7.94e-06 |
| B_COST_INTER_S | 0.856 | 0.000427 | 2e+03 | 0 | 0.3 | 2.86 | 0.00426 |
| B_COST_ROAD | -10.1 | 0.00626 | -1.62e+03 | 0 | 4.71 | -2.16 | 0.0311 |
| B_FREQ | 0.0271 | 1e-05 | 2.7e+03 | 0 | 0.00877 | 3.09 | 0.00203 |
| B_PORT | 1.41 | 0.000658 | 2.14e+03 | 0 | 0.456 | 3.09 | 0.00199 |
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|---|---|
| ASC_ROAD | ASC_RAIL | 1.39e-08 | 0.00973 | 869 | 0 | -0.00391 | -0.00411 | 1.04 | 0.297 |
| B_ACCESS_INTER | ASC_RAIL | 7.87e-09 | 0.0723 | -814 | 0 | -0.00577 | -0.0938 | -1.05 | 0.296 |
| B_ACCESS_INTER | ASC_ROAD | -6.6e-09 | -0.0501 | -1.78e+03 | 0 | -0.0215 | -0.256 | -2.03 | 0.042 |
| B_ACCESS_ROAD | ASC_RAIL | -1.62e-09 | -0.0421 | -909 | 0 | -0.00342 | -0.139 | -1.18 | 0.238 |
| B_ACCESS_ROAD | ASC_ROAD | -1.46e-08 | -0.314 | -1.86e+03 | 0 | -0.0198 | -0.59 | -2.13 | 0.033 |
| B_ACCESS_ROAD | B_ACCESS_INTER | 2.5e-09 | 0.708 | -1.35e+03 | 0 | 0.00158 | 0.726 | -1.91 | 0.0565 |
| B_COST_INTER | ASC_RAIL | 6.81e-07 | 0.747 | 2.18e+03 | 0 | 0.413 | 0.845 | 3.41 | 0.000657 |
| B_COST_INTER | ASC_ROAD | -1.08e-07 | -0.098 | 61.1 | 0 | -0.0485 | -0.0727 | 0.0755 | 0.94 |
| B_COST_INTER | B_ACCESS_INTER | 1.19e-08 | 0.142 | 2.96e+03 | 0 | 0.0036 | 0.0833 | 4.21 | 2.54e-05 |
| B_COST_INTER | B_ACCESS_ROAD | 5.5e-10 | 0.0186 | 3.06e+03 | 0 | 0.00184 | 0.107 | 4.4 | 1.08e-05 |
| B_COST_INTER_S | ASC_RAIL | -1.81e-07 | -0.39 | -140 | 0 | -0.125 | -0.5 | -0.18 | 0.857 |
| B_COST_INTER_S | ASC_ROAD | 3.3e-07 | 0.585 | -1.48e+03 | 0 | 0.215 | 0.628 | -1.7 | 0.09 |
| B_COST_INTER_S | B_ACCESS_INTER | 1.92e-09 | 0.0449 | 1.61e+03 | 0 | -0.00379 | -0.172 | 2.18 | 0.0289 |
| B_COST_INTER_S | B_ACCESS_ROAD | 2.65e-09 | 0.176 | 1.91e+03 | 0 | -0.000883 | -0.1 | 2.66 | 0.00791 |
| B_COST_INTER_S | B_COST_INTER | -9.91e-08 | -0.277 | -1.69e+03 | 0 | -0.0644 | -0.367 | -2.35 | 0.0188 |
| B_COST_ROAD | ASC_RAIL | -3.46e-06 | -0.508 | -1.63e+03 | 0 | -2.3 | -0.584 | -2.14 | 0.0327 |
| B_COST_ROAD | ASC_ROAD | -3.16e-06 | -0.383 | -1.84e+03 | 0 | -2.03 | -0.379 | -2.41 | 0.0157 |
| B_COST_ROAD | B_ACCESS_INTER | -8.32e-08 | -0.133 | -1.64e+03 | 0 | 0.00156 | 0.00451 | -2.19 | 0.0286 |
| B_COST_ROAD | B_ACCESS_ROAD | -2.25e-08 | -0.102 | -1.63e+03 | 0 | -0.00663 | -0.0478 | -2.17 | 0.0303 |
| B_COST_ROAD | B_COST_INTER | -4.09e-06 | -0.779 | -1.84e+03 | 0 | -2.21 | -0.803 | -2.46 | 0.0139 |
| B_COST_ROAD | B_COST_INTER_S | -6.39e-07 | -0.238 | -1.73e+03 | 0 | -0.289 | -0.205 | -2.3 | 0.0212 |
| B_FREQ | ASC_RAIL | 1e-09 | 0.0921 | -931 | 0 | 0.00132 | 0.18 | -1.21 | 0.224 |
| B_FREQ | ASC_ROAD | 4.08e-09 | 0.308 | -1.89e+03 | 0 | 0.000224 | 0.0224 | -2.19 | 0.0289 |
| B_FREQ | B_ACCESS_INTER | -2.5e-11 | -0.025 | -1.28e+03 | 0 | -0.000126 | -0.195 | -1.7 | 0.0893 |
| B_FREQ | B_ACCESS_ROAD | 4.8e-11 | 0.136 | -622 | 0 | 3.52e-06 | 0.0136 | -0.718 | 0.472 |
| B_FREQ | B_COST_INTER | 2.59e-09 | 0.308 | -3.1e+03 | 0 | 0.00146 | 0.285 | -4.44 | 9.03e-06 |
| B_FREQ | B_COST_INTER_S | 2.01e-09 | 0.469 | -1.96e+03 | 0 | -0.000121 | -0.0461 | -2.76 | 0.00573 |
| B_FREQ | B_COST_ROAD | -3.58e-08 | -0.569 | 1.62e+03 | 0 | -0.0131 | -0.317 | 2.16 | 0.0307 |
| B_PORT | ASC_RAIL | 6.57e-08 | 0.0918 | 304 | 0 | -0.0633 | -0.166 | 0.364 | 0.716 |
| B_PORT | ASC_ROAD | 4.76e-07 | 0.549 | -1e+03 | 0 | 0.359 | 0.69 | -1.25 | 0.213 |
| B_PORT | B_ACCESS_INTER | -1.83e-09 | -0.0278 | 1.88e+03 | 0 | -0.00802 | -0.239 | 2.62 | 0.00885 |
| B_PORT | B_ACCESS_ROAD | 4.43e-10 | 0.0191 | 2.07e+03 | 0 | -0.00555 | -0.413 | 2.9 | 0.00371 |
| B_PORT | B_COST_INTER | -1.76e-07 | -0.319 | -990 | 0 | -0.107 | -0.401 | -1.38 | 0.168 |
| B_PORT | B_COST_INTER_S | 1.14e-07 | 0.404 | 889 | 0 | 0.0679 | 0.497 | 1.38 | 0.169 |
| B_PORT | B_COST_ROAD | 3.68e-07 | 0.0893 | 1.85e+03 | 0 | 0.17 | 0.0793 | 2.46 | 0.0138 |
| B_PORT | B_FREQ | -3.44e-10 | -0.0521 | 2.1e+03 | 0 | -0.000936 | -0.234 | 3.02 | 0.00254 |
Smallest eigenvalue: 24848
Largest eigenvalue: 3.45956e+10
Condition number: 1.39229e+06