biogeme 3.2.10 [2022-09-26]
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 2022-09-26 13:07:00.707927
| Report file: | MNL_model~01.html |
| Database name: | Survey_data_Formatted |
| Number of estimated parameters: | 6 |
| Sample size: | 1262 |
| Excluded observations: | 0 |
| Init log likelihood: | -823.6214 |
| Final log likelihood: | -823.6214 |
| Likelihood ratio test for the init. model: | 1.071157e-09 |
| Rho-square for the init. model: | 6.5e-13 |
| Rho-square-bar for the init. model: | -0.00728 |
| Akaike Information Criterion: | 1659.243 |
| Bayesian Information Criterion: | 1690.085 |
| Final gradient norm: | 7.4583E-03 |
| Nbr of threads: | 4 |
| Algorithm: | Newton with trust region for simple bound constraints |
| Proportion analytical hessian: | 100.0% |
| Relative projected gradient: | 1.492182e-05 |
| Relative change: | 6.735721869155498e-08 |
| Number of iterations: | 1 |
| Number of function evaluations: | 4 |
| Number of gradient evaluations: | 2 |
| Number of hessian evaluations: | 2 |
| Cause of termination: | Relative change = 6.74e-08 <= 1e-05 |
| Optimization time: | 0:00:00.022938 |
| Name | Value | Rob. Std err | Rob. t-test | Rob. p-value |
|---|---|---|---|---|
| ASC_PLANE | 10.1 | 0.892 | 11.4 | 0 |
| ASC_TRAIN | 6.16 | 0.354 | 17.4 | 0 |
| B_CO2 | -0.00958 | 0.00189 | -5.06 | 4.19e-07 |
| B_COST | -0.00238 | 0.000698 | -3.42 | 0.000632 |
| B_TIME_PLANE | -1.24 | 0.172 | -7.21 | 5.74e-13 |
| B_TIME_TRAIN | -0.259 | 0.0386 | -6.71 | 1.94e-11 |
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|---|---|
| ASC_TRAIN | ASC_PLANE | 0.0949 | 0.273 | -4.65 | 3.33e-06 | 0.1 | 0.318 | -4.69 | 2.71e-06 |
| B_CO2 | ASC_PLANE | -0.000921 | -0.556 | -11.6 | 0 | -0.000967 | -0.573 | -11.4 | 0 |
| B_CO2 | ASC_TRAIN | -5.19e-05 | -0.0689 | -15.5 | 0 | -9.88e-05 | -0.147 | -17.4 | 0 |
| B_COST | ASC_PLANE | -3.55e-05 | -0.0579 | -11.6 | 0 | -8.32e-06 | -0.0134 | -11.4 | 0 |
| B_COST | ASC_TRAIN | -9.98e-05 | -0.358 | -15.5 | 0 | -5.42e-05 | -0.219 | -17.4 | 0 |
| B_COST | B_CO2 | -8.5e-08 | -0.064 | 3.49 | 0.000487 | -2.18e-07 | -0.165 | 3.39 | 0.000703 |
| B_TIME_PLANE | ASC_PLANE | -0.137 | -0.914 | -11 | 0 | -0.141 | -0.92 | -10.8 | 0 |
| B_TIME_PLANE | ASC_TRAIN | -0.00199 | -0.0291 | -16.9 | 0 | -0.00535 | -0.0876 | -18.2 | 0 |
| B_TIME_PLANE | B_CO2 | 0.000115 | 0.353 | -7.21 | 5.8e-13 | 0.000126 | 0.387 | -7.18 | 6.92e-13 |
| B_TIME_PLANE | B_COST | -4.92e-06 | -0.0409 | -7.22 | 5.27e-13 | -7.13e-06 | -0.0593 | -7.19 | 6.44e-13 |
| B_TIME_TRAIN | ASC_PLANE | -0.00151 | -0.0435 | -11.9 | 0 | -0.0013 | -0.0376 | -11.6 | 0 |
| B_TIME_TRAIN | ASC_TRAIN | -0.0113 | -0.715 | -15 | 0 | -0.00871 | -0.636 | -16.9 | 0 |
| B_TIME_TRAIN | B_CO2 | 1.82e-06 | 0.0242 | -6.29 | 3.19e-10 | 9.02e-06 | 0.123 | -6.49 | 8.34e-11 |
| B_TIME_TRAIN | B_COST | 5e-06 | 0.18 | -6.49 | 8.59e-11 | -7.98e-07 | -0.0296 | -6.64 | 3.05e-11 |
| B_TIME_TRAIN | B_TIME_PLANE | 0.000152 | 0.0222 | 5.6 | 2.09e-08 | 0.000371 | 0.0557 | 5.63 | 1.78e-08 |
Smallest eigenvalue: 1.24606
Largest eigenvalue: 3.57187e+06
Condition number: 2.86653e+06