biogeme 3.2.8 [2022-08-11]
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 2022-08-23 08:32:40.020658
| Report file: | ML_power_recent_I_reset_5000.html |
| Database name: | Reliability |
| Number of estimated parameters: | 13 |
| Sample size: | 936 |
| Observations: | 29952 |
| Excluded observations: | 0 |
| Init log likelihood: | -8565.919 |
| Final log likelihood: | -8370.429 |
| Likelihood ratio test for the init. model: | 390.9804 |
| Rho-square for the init. model: | 0.0228 |
| Rho-square-bar for the init. model: | 0.0213 |
| Akaike Information Criterion: | 16766.86 |
| Bayesian Information Criterion: | 16829.8 |
| Final gradient norm: | 2.1096E-02 |
| Number of draws: | 5000 |
| Draws generation time: | 0:00:35.847839 |
| Types of draws: | ['B_COST_RND: NORMAL_MLHS', 'B_DENIED_RND: NORMAL_MLHS', 'B_TIME_EARLY_RND: NORMAL_MLHS', 'B_TIME_LATE_RND: NORMAL_MLHS'] |
| Nbr of threads: | 8 |
| Algorithm: | Newton with trust region for simple bound constraints |
| Proportion analytical hessian: | 100.0% |
| Relative projected gradient: | 2.157679e-06 |
| Relative change: | 0.002610276347537668 |
| Number of iterations: | 8 |
| Number of function evaluations: | 19 |
| Number of gradient evaluations: | 6 |
| Number of hessian evaluations: | 6 |
| Cause of termination: | Relative gradient = 2.2e-06 <= 6.1e-06 |
| Optimization time: | 2 days, 0:07:12.449474 |
| Name | Value | Std err | t-test | p-value | Rob. Std err | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|
| ASC_B | -1.22 | 0.228 | -5.34 | 9.27e-08 | 0.23 | -5.3 | 1.18e-07 |
| A_denied | -1.66 | 0.126 | -13.2 | 0 | 0.159 | -10.4 | 0 |
| A_time | -1.67 | 0.118 | -14.2 | 0 | 0.191 | -8.76 | 0 |
| B_barrier_to_entry | -1.24 | 0.0817 | -15.1 | 0 | 0.0992 | -12.5 | 0 |
| B_cost | -0.625 | 0.127 | -4.9 | 9.35e-07 | 0.12 | -5.21 | 1.87e-07 |
| B_cost_S | 0.867 | 0.0516 | 16.8 | 0 | 0.0635 | 13.7 | 0 |
| B_denied | -2.78 | 0.0919 | -30.3 | 0 | 0.102 | -27.3 | 0 |
| B_denied_S | 1.5 | 0.122 | 12.3 | 0 | 0.133 | 11.3 | 0 |
| B_time_early_S | 0.289 | 0.0344 | 8.39 | 0 | 0.0481 | 6 | 1.98e-09 |
| B_time_late_S | -0.173 | 0.0122 | -14.2 | 0 | 0.0153 | -11.3 | 0 |
| B_wait_time_early | -0.277 | 0.0309 | -8.96 | 0 | 0.0352 | -7.86 | 3.77e-15 |
| B_wait_time_late | -0.189 | 0.00904 | -20.9 | 0 | 0.00876 | -21.6 | 0 |
| I_reset | 0.058 | 0.0053 | 11 | 0 | 0.00635 | 9.14 | 0 |
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|---|---|
| A_denied | ASC_B | -0.00306 | -0.107 | -1.61 | 0.107 | -0.00669 | -0.182 | -1.45 | 0.147 |
| A_time | ASC_B | -0.00184 | -0.0686 | -1.71 | 0.0869 | -0.00731 | -0.167 | -1.4 | 0.161 |
| A_time | A_denied | 0.00222 | 0.15 | -0.0803 | 0.936 | 0.00475 | 0.156 | -0.0559 | 0.955 |
| B_barrier_to_entry | ASC_B | -0.00124 | -0.0664 | -0.0737 | 0.941 | -0.00315 | -0.138 | -0.0693 | 0.945 |
| B_barrier_to_entry | A_denied | 0.00274 | 0.266 | 3.22 | 0.00128 | 0.0046 | 0.291 | 2.61 | 0.00915 |
| B_barrier_to_entry | A_time | 0.00258 | 0.269 | 3.5 | 0.00047 | 0.00671 | 0.355 | 2.39 | 0.0167 |
| B_cost | ASC_B | -0.026 | -0.895 | 1.71 | 0.0873 | -0.0228 | -0.825 | 1.77 | 0.0774 |
| B_cost | A_denied | -0.00127 | -0.0788 | 5.54 | 2.96e-08 | -0.002 | -0.105 | 4.93 | 8.15e-07 |
| B_cost | A_time | -0.00152 | -0.101 | 5.74 | 9.46e-09 | -0.00279 | -0.122 | 4.4 | 1.07e-05 |
| B_cost | B_barrier_to_entry | -0.000767 | -0.0737 | 3.91 | 9.25e-05 | -0.00149 | -0.125 | 3.71 | 0.00021 |
| B_cost_S | ASC_B | -0.00117 | -0.099 | 8.73 | 0 | 2.93e-05 | 0.00201 | 8.74 | 0 |
| B_cost_S | A_denied | 0.00202 | 0.31 | 21 | 0 | 0.00354 | 0.35 | 16.9 | 0 |
| B_cost_S | A_time | 0.00133 | 0.219 | 21.5 | 0 | 0.00256 | 0.211 | 13.5 | 0 |
| B_cost_S | B_barrier_to_entry | 0.00124 | 0.293 | 25.4 | 0 | 0.00207 | 0.328 | 21.3 | 0 |
| B_cost_S | B_cost | -0.00124 | -0.188 | 10.2 | 0 | -0.00288 | -0.378 | 9.59 | 0 |
| B_denied | ASC_B | 0.00152 | 0.0727 | -6.52 | 7.07e-11 | 0.00298 | 0.128 | -6.53 | 6.63e-11 |
| B_denied | A_denied | -0.000318 | -0.0275 | -7.11 | 1.14e-12 | -0.0017 | -0.105 | -5.68 | 1.36e-08 |
| B_denied | A_time | -0.00107 | -0.0993 | -7.11 | 1.2e-12 | -0.00372 | -0.192 | -4.77 | 1.82e-06 |
| B_denied | B_barrier_to_entry | -2.84e-05 | -0.00379 | -12.5 | 0 | 2.57e-05 | 0.00255 | -10.9 | 0 |
| B_denied | B_cost | 0.000761 | 0.065 | -14.2 | 0 | 0.00167 | 0.137 | -14.7 | 0 |
| B_denied | B_cost_S | -0.00113 | -0.239 | -31.5 | 0 | -0.00222 | -0.344 | -26.6 | 0 |
| B_denied_S | ASC_B | -0.00174 | -0.0625 | 10.2 | 0 | -0.00149 | -0.0489 | 10 | 0 |
| B_denied_S | A_denied | 0.00235 | 0.153 | 19.5 | 0 | 0.00471 | 0.223 | 17.2 | 0 |
| B_denied_S | A_time | 0.000859 | 0.0598 | 19.3 | 0 | 0.000911 | 0.036 | 13.9 | 0 |
| B_denied_S | B_barrier_to_entry | 0.000998 | 0.1 | 19.5 | 0 | 0.00232 | 0.176 | 18.1 | 0 |
| B_denied_S | B_cost | -0.000766 | -0.0492 | 11.7 | 0 | -0.00174 | -0.109 | 11.3 | 0 |
| B_denied_S | B_cost_S | 0.00154 | 0.245 | 5.25 | 1.53e-07 | 0.00246 | 0.293 | 4.89 | 9.92e-07 |
| B_denied_S | B_denied | 0.000949 | 0.0846 | 29.2 | 0 | 0.000728 | 0.054 | 26.3 | 0 |
| B_time_early_S | ASC_B | 0.000157 | 0.02 | 6.55 | 5.68e-11 | 0.00168 | 0.152 | 6.62 | 3.62e-11 |
| B_time_early_S | A_denied | 0.000135 | 0.0312 | 15 | 0 | 0.000318 | 0.0415 | 11.8 | 0 |
| B_time_early_S | A_time | -0.000277 | -0.0684 | 15.7 | 0 | -0.000516 | -0.0562 | 9.83 | 0 |
| B_time_early_S | B_barrier_to_entry | 0.000141 | 0.0501 | 17.5 | 0 | 0.000409 | 0.0856 | 14.3 | 0 |
| B_time_early_S | B_cost | -0.000151 | -0.0343 | 6.86 | 6.71e-12 | -0.000696 | -0.121 | 6.79 | 1.09e-11 |
| B_time_early_S | B_cost_S | 8.2e-05 | 0.0461 | -9.51 | 0 | 0.000375 | 0.123 | -7.72 | 1.13e-14 |
| B_time_early_S | B_denied | -0.000246 | -0.0779 | 30.5 | 0 | -0.000116 | -0.0237 | 27 | 0 |
| B_time_early_S | B_denied_S | 0.000248 | 0.059 | -9.68 | 0 | 0.000598 | 0.0937 | -8.85 | 0 |
| B_time_late_S | ASC_B | 0.000224 | 0.0805 | 4.59 | 4.33e-06 | 0.000552 | 0.157 | 4.58 | 4.59e-06 |
| B_time_late_S | A_denied | -9.22e-05 | -0.0601 | 11.7 | 0 | -0.00013 | -0.0531 | 9.22 | 0 |
| B_time_late_S | A_time | -0.00019 | -0.132 | 12.5 | 0 | -0.000573 | -0.196 | 7.7 | 1.33e-14 |
| B_time_late_S | B_barrier_to_entry | -2.73e-05 | -0.0274 | 12.8 | 0 | 5.79e-05 | 0.0381 | 10.7 | 0 |
| B_time_late_S | B_cost | 1.21e-05 | 0.00777 | 3.53 | 0.00041 | 1.35e-05 | 0.00734 | 3.74 | 0.000183 |
| B_time_late_S | B_cost_S | -2.16e-05 | -0.0344 | -19.4 | 0 | -2.26e-05 | -0.0232 | -15.8 | 0 |
| B_time_late_S | B_denied | 0.000194 | 0.173 | 28.8 | 0 | 0.000501 | 0.322 | 26.7 | 0 |
| B_time_late_S | B_denied_S | -0.00016 | -0.107 | -13.5 | 0 | -0.000277 | -0.136 | -12.3 | 0 |
| B_time_late_S | B_time_early_S | 2.04e-05 | 0.0486 | -12.8 | 0 | 3.15e-05 | 0.0426 | -9.26 | 0 |
| B_wait_time_early | ASC_B | -0.000423 | -0.06 | 4.06 | 4.96e-05 | -0.0015 | -0.186 | 3.94 | 8.19e-05 |
| B_wait_time_early | A_denied | -0.000151 | -0.0387 | 10.5 | 0 | -0.000461 | -0.0821 | 8.31 | 0 |
| B_wait_time_early | A_time | 0.000342 | 0.0939 | 11.7 | 0 | 0.000524 | 0.0781 | 7.29 | 3.21e-13 |
| B_wait_time_early | B_barrier_to_entry | -0.000265 | -0.105 | 10.6 | 0 | -0.000456 | -0.131 | 8.77 | 0 |
| B_wait_time_early | B_cost | 2.91e-05 | 0.00739 | 2.66 | 0.00779 | 0.000454 | 0.108 | 2.87 | 0.00408 |
| B_wait_time_early | B_cost_S | 4.62e-05 | 0.029 | -19.2 | 0 | -0.000152 | -0.0682 | -15.3 | 0 |
| B_wait_time_early | B_denied | 0.000238 | 0.084 | 26.5 | 0 | 2.09e-05 | 0.00585 | 23.3 | 0 |
| B_wait_time_early | B_denied_S | -0.000292 | -0.0772 | -13.8 | 0 | -0.000465 | -0.0995 | -12.6 | 0 |
| B_wait_time_early | B_time_early_S | -0.000662 | -0.622 | -9.61 | 0 | -0.00124 | -0.73 | -7.28 | 3.24e-13 |
| B_wait_time_early | B_time_late_S | -1.53e-05 | -0.0407 | -3.08 | 0.00208 | -6.79e-05 | -0.126 | -2.58 | 0.00975 |
| B_wait_time_late | ASC_B | 0.000171 | 0.0827 | 4.52 | 6.08e-06 | 0.000109 | 0.0543 | 4.48 | 7.41e-06 |
| B_wait_time_late | A_denied | -2e-05 | -0.0175 | 11.6 | 0 | -0.000195 | -0.139 | 9.13 | 0 |
| B_wait_time_late | A_time | 3.47e-05 | 0.0326 | 12.6 | 0 | 0.000125 | 0.0747 | 7.78 | 7.11e-15 |
| B_wait_time_late | B_barrier_to_entry | 5.28e-05 | 0.0715 | 12.8 | 0 | 2.97e-05 | 0.0342 | 10.6 | 0 |
| B_wait_time_late | B_cost | 7.26e-05 | 0.063 | 3.43 | 0.000606 | 0.000125 | 0.119 | 3.66 | 0.000254 |
| B_wait_time_late | B_cost_S | -0.000125 | -0.268 | -19.3 | 0 | -0.00017 | -0.306 | -15.8 | 0 |
| B_wait_time_late | B_denied | 7.19e-05 | 0.0865 | 28.3 | 0 | 0.000195 | 0.219 | 25.9 | 0 |
| B_wait_time_late | B_denied_S | -0.000155 | -0.14 | -13.6 | 0 | -0.000263 | -0.226 | -12.5 | 0 |
| B_wait_time_late | B_time_early_S | -1.84e-05 | -0.0591 | -13.2 | 0 | 1.45e-06 | 0.00344 | -9.77 | 0 |
| B_wait_time_late | B_time_late_S | -8.24e-06 | -0.0748 | -1.01 | 0.312 | 1.17e-05 | 0.0872 | -0.936 | 0.35 |
| B_wait_time_late | B_wait_time_early | -2.61e-05 | -0.0933 | 2.66 | 0.00779 | -1.82e-05 | -0.0592 | 2.39 | 0.0169 |
| I_reset | ASC_B | 4.93e-05 | 0.0408 | 5.6 | 2.16e-08 | 0.000114 | 0.0783 | 5.56 | 2.7e-08 |
| I_reset | A_denied | -5.45e-05 | -0.0817 | 13.6 | 0 | -8.71e-05 | -0.086 | 10.7 | 0 |
| I_reset | A_time | -8.33e-05 | -0.134 | 14.6 | 0 | -0.00016 | -0.132 | 9.02 | 0 |
| I_reset | B_barrier_to_entry | 9.56e-05 | 0.221 | 16 | 0 | 0.000101 | 0.16 | 13.2 | 0 |
| I_reset | B_cost | 6.27e-05 | 0.0928 | 5.38 | 7.6e-08 | 0.000126 | 0.165 | 5.74 | 9.59e-09 |
| I_reset | B_cost_S | -9.24e-05 | -0.338 | -15.1 | 0 | -0.00016 | -0.397 | -12.2 | 0 |
| I_reset | B_denied | 7.47e-05 | 0.154 | 31.1 | 0 | 0.000237 | 0.367 | 28.5 | 0 |
| I_reset | B_denied_S | -0.000166 | -0.256 | -11.7 | 0 | -0.000182 | -0.217 | -10.7 | 0 |
| I_reset | B_time_early_S | -3.23e-05 | -0.177 | -6.45 | 1.08e-10 | -3.88e-05 | -0.127 | -4.68 | 2.92e-06 |
| I_reset | B_time_late_S | 1.88e-05 | 0.292 | 19.6 | 0 | 3.43e-05 | 0.353 | 16.1 | 0 |
| I_reset | B_wait_time_early | 2.84e-05 | 0.173 | 11 | 0 | 2.21e-05 | 0.0987 | 9.53 | 0 |
| I_reset | B_wait_time_late | 3.82e-06 | 0.0797 | 24.4 | 0 | 1.13e-05 | 0.203 | 25.4 | 0 |
Smallest eigenvalue: 15.1729
Largest eigenvalue: 62219.3
Condition number: 4100.69