biogeme 3.2.6 [2020-06-04]
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 2020-06-05 00:24:20.669077
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: | 04latentChoiceSeq_mc.html |
| Database name: | optima |
| Number of estimated parameters: | 11 |
| Sample size: | 1906 |
| Excluded observations: | 359 |
| Init log likelihood: | -1103.867 |
| Final log likelihood: | -1103.12 |
| Likelihood ratio test for the init. model: | 1.49281 |
| Rho-square for the init. model: | 0.000676 |
| Rho-square-bar for the init. model: | -0.00929 |
| Akaike Information Criterion: | 2228.241 |
| Bayesian Information Criterion: | 2289.321 |
| Final gradient norm: | 4.6883E-03 |
| Number of draws: | 10000 |
| Draws generation time: | 0:00:39.626037 |
| Types of draws: | ['EC: NORMAL_MLHS'] |
| Nbr of threads: | 36 |
| Algorithm: | BFGS with trust region for simple bound constraints |
| Proportion analytical hessian: | 0.0% |
| Relative projected gradient: | 9.971161e-06 |
| Number of iterations: | 1000 |
| Number of function evaluations: | 2993 |
| Number of gradient evaluations: | 997 |
| Number of hessian evaluations: | 0 |
| Cause of termination: | Maximum number of iterations reached: 1000 |
| Optimization time: | 10:34:55.981954 |
| Name | Value | Std err | t-test | p-value | Rob. Std err | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|
| ASC_CAR | 0.884 | 0.125 | 7.08 | 1.43e-12 | 0.124 | 7.11 | 1.18e-12 |
| ASC_SM | 2.16 | 0.272 | 7.94 | 2e-15 | 0.266 | 8.12 | 4.44e-16 |
| BETA_COST_HWH | -1.82 | 0.314 | -5.79 | 6.97e-09 | 0.515 | -3.53 | 0.000417 |
| BETA_COST_OTHER | -0.918 | 0.171 | -5.37 | 8.08e-08 | 0.263 | -3.49 | 0.00049 |
| BETA_DIST | -6.74 | 0.924 | -7.29 | 3.09e-13 | 0.924 | -7.3 | 2.96e-13 |
| BETA_TIME_CAR_CL | -2.24 | 0.147 | -15.3 | 0 | 0.118 | -19.1 | 0 |
| BETA_TIME_CAR_REF | -14.5 | 2.32 | -6.26 | 3.94e-10 | 2.29 | -6.34 | 2.33e-10 |
| BETA_TIME_PT_CL | -1.78 | 0.114 | -15.6 | 0 | 0.0867 | -20.5 | 0 |
| BETA_TIME_PT_REF | -4.74 | 0.932 | -5.08 | 3.76e-07 | 0.886 | -5.35 | 8.97e-08 |
| BETA_WAITING_TIME | -0.0329 | 0.0102 | -3.24 | 0.00119 | 0.0145 | -2.27 | 0.0232 |
| sigma_s | 0.827 | 0.0555 | 14.9 | 0 | 0.0361 | 22.9 | 0 |
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | Rob. p-value |
|---|---|---|---|---|---|---|---|---|---|
| ASC_SM | ASC_CAR | 0.0102 | 0.301 | 4.85 | 1.26e-06 | 0.00755 | 0.229 | 4.78 | 1.79e-06 |
| BETA_COST_HWH | ASC_CAR | 0.00378 | 0.0963 | -8.28 | 2.22e-16 | 0.00552 | 0.0862 | -5.2 | 1.97e-07 |
| BETA_COST_HWH | ASC_SM | 0.00269 | 0.0316 | -9.73 | 0 | 0.00379 | 0.0277 | -6.94 | 4.05e-12 |
| BETA_COST_OTHER | ASC_CAR | 0.00396 | 0.185 | -9.37 | 0 | 0.0117 | 0.357 | -7.27 | 3.61e-13 |
| BETA_COST_OTHER | ASC_SM | 0.00733 | 0.158 | -10.3 | 0 | 0.0158 | 0.225 | -9.34 | 0 |
| BETA_COST_OTHER | BETA_COST_HWH | 0.00248 | 0.0461 | 2.57 | 0.0103 | 0.0104 | 0.0769 | 1.61 | 0.108 |
| BETA_DIST | ASC_CAR | 0.0108 | 0.0939 | -8.28 | 2.22e-16 | 0.0137 | 0.119 | -8.31 | 0 |
| BETA_DIST | ASC_SM | -0.163 | -0.651 | -7.94 | 2e-15 | -0.149 | -0.605 | -8.05 | 8.88e-16 |
| BETA_DIST | BETA_COST_HWH | 0.0119 | 0.0411 | -5.11 | 3.3e-07 | 0.0353 | 0.0742 | -4.81 | 1.53e-06 |
| BETA_DIST | BETA_COST_OTHER | -0.0153 | -0.0969 | -6.09 | 1.15e-09 | -0.0272 | -0.112 | -5.89 | 3.89e-09 |
| BETA_TIME_CAR_CL | ASC_CAR | 0.00335 | 0.183 | -17.9 | 0 | 0.000263 | 0.018 | -18.4 | 0 |
| BETA_TIME_CAR_CL | ASC_SM | -0.00396 | -0.0993 | -13.7 | 0 | -0.00507 | -0.162 | -14.3 | 0 |
| BETA_TIME_CAR_CL | BETA_COST_HWH | -0.00226 | -0.049 | -1.2 | 0.229 | -0.0116 | -0.192 | -0.771 | 0.44 |
| BETA_TIME_CAR_CL | BETA_COST_OTHER | -0.00338 | -0.134 | -5.51 | 3.5e-08 | -0.00878 | -0.284 | -4.17 | 3.05e-05 |
| BETA_TIME_CAR_CL | BETA_DIST | 0.0195 | 0.144 | 4.92 | 8.87e-07 | 0.00953 | 0.0878 | 4.88 | 1.04e-06 |
| BETA_TIME_CAR_REF | ASC_CAR | -0.0451 | -0.156 | -6.57 | 4.9e-11 | -0.0405 | -0.142 | -6.66 | 2.67e-11 |
| BETA_TIME_CAR_REF | ASC_SM | -0.25 | -0.398 | -6.83 | 8.42e-12 | -0.257 | -0.423 | -6.91 | 5e-12 |
| BETA_TIME_CAR_REF | BETA_COST_HWH | 0.0131 | 0.018 | -5.43 | 5.49e-08 | 0.133 | 0.113 | -5.54 | 2.97e-08 |
| BETA_TIME_CAR_REF | BETA_COST_OTHER | -0.03 | -0.0757 | -5.81 | 6.19e-09 | 0.00894 | 0.0149 | -5.91 | 3.49e-09 |
| BETA_TIME_CAR_REF | BETA_DIST | 1.39 | 0.651 | -4.18 | 2.86e-05 | 1.54 | 0.73 | -4.48 | 7.6e-06 |
| BETA_TIME_CAR_REF | BETA_TIME_CAR_CL | -0.0103 | -0.0304 | -5.27 | 1.38e-07 | -0.0855 | -0.318 | -5.26 | 1.41e-07 |
| BETA_TIME_PT_CL | ASC_CAR | -0.00194 | -0.136 | -14.8 | 0 | -0.00273 | -0.253 | -15.8 | 0 |
| BETA_TIME_PT_CL | ASC_SM | -0.0034 | -0.11 | -12.9 | 0 | -0.0022 | -0.0954 | -13.7 | 0 |
| BETA_TIME_PT_CL | BETA_COST_HWH | -0.0025 | -0.0698 | 0.121 | 0.903 | -0.00841 | -0.188 | 0.077 | 0.939 |
| BETA_TIME_PT_CL | BETA_COST_OTHER | -0.000884 | -0.0453 | -4.09 | 4.39e-05 | -0.0016 | -0.0699 | -3.03 | 0.00244 |
| BETA_TIME_PT_CL | BETA_DIST | -0.00906 | -0.0858 | 5.27 | 1.34e-07 | -0.0178 | -0.222 | 5.24 | 1.59e-07 |
| BETA_TIME_PT_CL | BETA_TIME_CAR_CL | 0.0132 | 0.79 | 5.17 | 2.29e-07 | 0.00715 | 0.702 | 5.56 | 2.76e-08 |
| BETA_TIME_PT_CL | BETA_TIME_CAR_REF | -0.044 | -0.167 | 5.44 | 5.38e-08 | -0.0713 | -0.36 | 5.48 | 4.2e-08 |
| BETA_TIME_PT_REF | ASC_CAR | 0.0211 | 0.181 | -6.12 | 9.13e-10 | 0.0153 | 0.139 | -6.41 | 1.49e-10 |
| BETA_TIME_PT_REF | ASC_SM | -0.0884 | -0.349 | -6.51 | 7.3e-11 | -0.102 | -0.432 | -6.7 | 2.09e-11 |
| BETA_TIME_PT_REF | BETA_COST_HWH | 0.00845 | 0.0289 | -2.99 | 0.00277 | 0.0304 | 0.0667 | -2.93 | 0.00335 |
| BETA_TIME_PT_REF | BETA_COST_OTHER | -0.021 | -0.131 | -3.94 | 8.25e-05 | -0.0333 | -0.143 | -3.98 | 6.94e-05 |
| BETA_TIME_PT_REF | BETA_DIST | 0.655 | 0.76 | 3.12 | 0.00183 | 0.717 | 0.876 | 4.44 | 9.08e-06 |
| BETA_TIME_PT_REF | BETA_TIME_CAR_CL | 0.0166 | 0.122 | -2.69 | 0.00708 | -0.00595 | -0.0572 | -2.77 | 0.00561 |
| BETA_TIME_PT_REF | BETA_TIME_CAR_REF | 1.83 | 0.848 | 6.08 | 1.2e-09 | 1.64 | 0.808 | 5.89 | 3.78e-09 |
| BETA_TIME_PT_REF | BETA_TIME_PT_CL | -0.0323 | -0.303 | -3.04 | 0.00235 | -0.0392 | -0.51 | -3.17 | 0.00152 |
| BETA_WAITING_TIME | ASC_CAR | -5.5e-05 | -0.0433 | -7.29 | 3e-13 | -5.12e-05 | -0.0284 | -7.3 | 2.91e-13 |
| BETA_WAITING_TIME | ASC_SM | 0.000281 | 0.102 | -8.09 | 6.66e-16 | 0.000328 | 0.0851 | -8.27 | 2.22e-16 |
| BETA_WAITING_TIME | BETA_COST_HWH | 3.53e-05 | 0.0111 | 5.69 | 1.3e-08 | 0.000854 | 0.114 | 3.47 | 0.000511 |
| BETA_WAITING_TIME | BETA_COST_OTHER | 0.000212 | 0.122 | 5.2 | 1.98e-07 | 0.000904 | 0.237 | 3.4 | 0.000672 |
| BETA_WAITING_TIME | BETA_DIST | -0.00179 | -0.191 | 7.24 | 4.52e-13 | -0.00245 | -0.183 | 7.24 | 4.53e-13 |
| BETA_WAITING_TIME | BETA_TIME_CAR_CL | -0.000303 | -0.203 | 14.8 | 0 | -0.000626 | -0.367 | 17.9 | 0 |
| BETA_WAITING_TIME | BETA_TIME_CAR_REF | 0.000624 | 0.0265 | 6.24 | 4.29e-10 | 0.00523 | 0.158 | 6.33 | 2.46e-10 |
| BETA_WAITING_TIME | BETA_TIME_PT_CL | 0.000132 | 0.114 | 15.4 | 0 | 0.000175 | 0.139 | 20.3 | 0 |
| BETA_WAITING_TIME | BETA_TIME_PT_REF | -0.00269 | -0.284 | 5.03 | 4.92e-07 | -0.00381 | -0.297 | 5.28 | 1.27e-07 |
| sigma_s | ASC_CAR | -0.00052 | -0.075 | -0.407 | 0.684 | -0.00123 | -0.274 | -0.412 | 0.681 |
| sigma_s | ASC_SM | -0.000823 | -0.0546 | -4.74 | 2.09e-06 | -0.0011 | -0.115 | -4.88 | 1.04e-06 |
| sigma_s | BETA_COST_HWH | -0.00129 | -0.0743 | 8.19 | 2.22e-16 | -0.00414 | -0.223 | 5.04 | 4.56e-07 |
| sigma_s | BETA_COST_OTHER | -0.00086 | -0.0905 | 9.45 | 0 | -0.00138 | -0.145 | 6.44 | 1.19e-10 |
| sigma_s | BETA_DIST | -0.00281 | -0.0548 | 8.14 | 4.44e-16 | -0.00497 | -0.149 | 8.14 | 4.44e-16 |
| sigma_s | BETA_TIME_CAR_CL | 0.00702 | 0.861 | 29.8 | 0 | 0.00327 | 0.771 | 33.2 | 0 |
| sigma_s | BETA_TIME_CAR_REF | 0.00901 | 0.0702 | 6.62 | 3.52e-11 | -0.0166 | -0.201 | 6.68 | 2.43e-11 |
| sigma_s | BETA_TIME_PT_CL | 0.00583 | 0.92 | 39 | 0 | 0.00295 | 0.941 | 48.1 | 0 |
| sigma_s | BETA_TIME_PT_REF | -0.00154 | -0.0299 | 5.95 | 2.73e-09 | -0.0101 | -0.314 | 6.2 | 5.78e-10 |
| sigma_s | BETA_WAITING_TIME | 1.56e-05 | 0.0277 | 15.3 | 0 | 1.45e-05 | 0.0277 | 22.3 | 0 |
Smallest eigenvalue: 0.15512
Largest eigenvalue: 73611.7
Condition number: 474546