biogeme 2.6a [Mon Apr 17 15:33:55 CEST 2017]
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Michel Bierlaire, Transport and Mobility Laboratory, Ecole Polytechnique Fédérale de Lausanne (EPFL)
This file has automatically been generated on Mon Apr 17 15:45:55 2017
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| Report file: | 04latentChoiceSeq.html |
| Sample file: | __bin_optima.dat |
| Number of estimated parameters: | 10 |
| Sample size: | 1906 |
| Excluded observations: | 359 |
| Init log likelihood: | -2093.955 |
| Final log likelihood: | -1174.054 |
| Likelihood ratio test for the init. model: | 1839.802 |
| Rho-square for the init. model: | 0.439 |
| Rho-square-bar for the init. model: | 0.435 |
| Akaike Information Criterion: | 2368.108 |
| Bayesian Information Criterion: | 2423.636 |
| Final gradient norm: | +1.242e-04 |
| Diagnostic: | CFSQP: Normal termination. Obj: 6.05545e-06 Const: 6.05545e-06 |
| Iterations: | 51 |
| Data processing time: | 00:00 |
| Run time: | 00:24 |
| Nbr of threads: | 12 |
Click on the headers of the columns to sort the table [Credits]
| Name | Value | Std err | t-test | p-value | Robust Std err | Robust t-test | p-value | ||
|---|---|---|---|---|---|---|---|---|---|
| ASC_CAR | 0.617 | 0.152 | 4.06 | 0.00 | 0.149 | 4.14 | 0.00 | ||
| ASC_SM | 0.0304 | 0.209 | 0.15 | 0.88 | * | 0.296 | 0.10 | 0.92 | * |
| BETA_COST_HWH | -1.79 | 0.311 | -5.74 | 0.00 | 0.534 | -3.35 | 0.00 | ||
| BETA_COST_OTHER | -1.20 | 0.337 | -3.56 | 0.00 | 0.849 | -1.41 | 0.16 | * | |
| BETA_DIST | -1.42 | 0.124 | -11.42 | 0.00 | 0.360 | -3.93 | 0.00 | ||
| BETA_TIME_CAR_CL | -0.401 | 0.150 | -2.68 | 0.01 | 0.291 | -1.38 | 0.17 | * | |
| BETA_TIME_CAR_REF | -13.5 | 2.18 | -6.18 | 0.00 | 4.25 | -3.17 | 0.00 | ||
| BETA_TIME_PT_CL | 0.662 | 0.348 | 1.90 | 0.06 | * | 1.05 | 0.63 | 0.53 | * |
| BETA_TIME_PT_REF | -3.15 | 0.968 | -3.25 | 0.00 | 2.02 | -1.56 | 0.12 | * | |
| BETA_WAITING_TIME | -0.0519 | 0.0149 | -3.49 | 0.00 | 0.0307 | -1.69 | 0.09 | * |
Click on the headers of the columns to sort the table [Credits]
| Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | p-value | Rob. cov. | Rob. corr. | Rob. t-test | p-value | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
| ASC_CAR | BETA_TIME_PT_CL | -0.00263 | -0.0498 | -0.11 | 0.91 | * | -0.0200 | -0.127 | -0.04 | 0.97 | * |
| BETA_COST_OTHER | BETA_DIST | 0.00844 | 0.202 | 0.65 | 0.51 | * | 0.0920 | 0.301 | 0.27 | 0.79 | * |
| ASC_SM | BETA_WAITING_TIME | -0.000228 | -0.0732 | 0.39 | 0.70 | * | 0.00137 | 0.151 | 0.28 | 0.78 | * |
| ASC_SM | BETA_TIME_PT_CL | -0.0111 | -0.153 | -1.46 | 0.14 | * | -0.0842 | -0.270 | -0.54 | 0.59 | * |
| BETA_COST_HWH | BETA_TIME_PT_REF | 0.00171 | 0.00568 | 1.34 | 0.18 | * | 0.0268 | 0.0249 | 0.66 | 0.51 | * |
| BETA_TIME_PT_CL | BETA_WAITING_TIME | -0.00275 | -0.533 | 2.00 | 0.04 | -0.0272 | -0.841 | 0.66 | 0.51 | * | |
| BETA_COST_HWH | BETA_DIST | 0.00767 | 0.199 | -1.19 | 0.23 | * | 0.0543 | 0.282 | -0.67 | 0.50 | * |
| BETA_COST_HWH | BETA_COST_OTHER | 0.0278 | 0.265 | -1.50 | 0.13 | * | 0.145 | 0.321 | -0.70 | 0.49 | * |
| BETA_COST_OTHER | BETA_TIME_CAR_CL | -0.0203 | -0.403 | -1.90 | 0.06 | * | -0.209 | -0.849 | -0.72 | 0.47 | * |
| BETA_COST_OTHER | BETA_TIME_PT_REF | -0.101 | -0.311 | 1.74 | 0.08 | * | -0.980 | -0.572 | 0.75 | 0.45 | * |
| BETA_DIST | BETA_TIME_PT_REF | 0.0460 | 0.384 | 1.87 | 0.06 | * | 0.319 | 0.438 | 0.92 | 0.36 | * |
| ASC_SM | BETA_TIME_CAR_CL | -0.00976 | -0.312 | 1.47 | 0.14 | * | -0.0147 | -0.170 | 0.96 | 0.34 | * |
| BETA_COST_OTHER | BETA_TIME_PT_CL | -0.0862 | -0.737 | -2.91 | 0.00 | -0.820 | -0.917 | -1.00 | 0.32 | * | |
| BETA_TIME_CAR_CL | BETA_WAITING_TIME | -0.000363 | -0.163 | -2.28 | 0.02 | -0.00647 | -0.725 | -1.11 | 0.27 | * | |
| BETA_TIME_CAR_CL | BETA_TIME_PT_CL | 0.0345 | 0.662 | -3.90 | 0.00 | 0.267 | 0.872 | -1.31 | 0.19 | * | |
| BETA_COST_OTHER | BETA_WAITING_TIME | 0.00207 | 0.415 | -3.46 | 0.00 | 0.0213 | 0.817 | -1.39 | 0.16 | * | |
| BETA_TIME_CAR_CL | BETA_TIME_PT_REF | -0.0111 | -0.0767 | 2.77 | 0.01 | 0.238 | 0.405 | 1.43 | 0.15 | * | |
| ASC_SM | BETA_COST_OTHER | 0.0146 | 0.207 | 3.43 | 0.00 | 0.0527 | 0.210 | 1.46 | 0.14 | * | |
| ASC_SM | BETA_TIME_PT_REF | 0.0580 | 0.286 | 3.42 | 0.00 | -0.200 | -0.334 | 1.49 | 0.14 | * | |
| BETA_TIME_PT_REF | BETA_WAITING_TIME | -0.00616 | -0.429 | -3.18 | 0.00 | -0.0360 | -0.581 | -1.52 | 0.13 | * | |
| BETA_DIST | BETA_TIME_PT_CL | -0.00222 | -0.0514 | -5.54 | 0.00 | -0.0403 | -0.106 | -1.81 | 0.07 | * | |
| BETA_DIST | BETA_TIME_CAR_CL | -0.00426 | -0.230 | -4.72 | 0.00 | -0.0403 | -0.385 | -1.87 | 0.06 | * | |
| ASC_CAR | BETA_TIME_PT_REF | 0.0647 | 0.440 | 4.13 | 0.00 | 0.0821 | 0.273 | 1.90 | 0.06 | * | |
| ASC_CAR | ASC_SM | 0.0202 | 0.634 | 3.60 | 0.00 | 0.00765 | 0.173 | 1.91 | 0.06 | * | |
| BETA_COST_HWH | BETA_TIME_PT_CL | -0.0104 | -0.0963 | -5.01 | 0.00 | -0.103 | -0.182 | -1.93 | 0.05 | * | |
| BETA_COST_HWH | BETA_TIME_CAR_CL | 0.00463 | 0.0995 | -4.18 | 0.00 | -0.0179 | -0.115 | -2.18 | 0.03 | ||
| ASC_CAR | BETA_COST_OTHER | 0.00709 | 0.139 | 5.19 | 0.00 | 0.0337 | 0.266 | 2.21 | 0.03 | ||
| ASC_SM | BETA_DIST | -0.00798 | -0.307 | 5.27 | 0.00 | -0.0659 | -0.618 | 2.45 | 0.01 | ||
| BETA_TIME_CAR_REF | BETA_TIME_PT_REF | 1.29 | 0.612 | -5.85 | 0.00 | 3.25 | 0.379 | -2.61 | 0.01 | ||
| BETA_TIME_PT_CL | BETA_TIME_PT_REF | 0.177 | 0.526 | 4.54 | 0.00 | 1.61 | 0.758 | 2.72 | 0.01 | ||
| ASC_CAR | BETA_TIME_CAR_CL | -0.00677 | -0.298 | 4.19 | 0.00 | -0.0138 | -0.318 | 2.78 | 0.01 | ||
| BETA_COST_HWH | BETA_TIME_CAR_REF | 0.101 | 0.148 | 5.42 | 0.00 | 0.789 | 0.348 | 2.85 | 0.00 | ||
| BETA_TIME_CAR_CL | BETA_TIME_CAR_REF | -0.179 | -0.548 | 5.77 | 0.00 | -0.746 | -0.604 | 2.95 | 0.00 | ||
| BETA_TIME_CAR_REF | BETA_TIME_PT_CL | -0.143 | -0.189 | -6.22 | 0.00 | -1.27 | -0.283 | -3.03 | 0.00 | ||
| BETA_DIST | BETA_TIME_CAR_REF | 0.154 | 0.569 | 5.71 | 0.00 | 1.23 | 0.802 | 3.04 | 0.00 | ||
| ASC_SM | BETA_COST_HWH | 0.00547 | 0.0840 | 5.05 | 0.00 | 0.00745 | 0.0472 | 3.04 | 0.00 | ||
| BETA_COST_OTHER | BETA_TIME_CAR_REF | 0.212 | 0.289 | 5.82 | 0.00 | 1.68 | 0.467 | 3.12 | 0.00 | ||
| ASC_SM | BETA_TIME_CAR_REF | 0.112 | 0.245 | 6.31 | 0.00 | -0.209 | -0.167 | 3.13 | 0.00 | ||
| BETA_TIME_CAR_REF | BETA_WAITING_TIME | 0.00705 | 0.218 | -6.16 | 0.00 | 0.0566 | 0.435 | -3.17 | 0.00 | ||
| BETA_COST_HWH | BETA_WAITING_TIME | 0.000620 | 0.134 | -5.61 | 0.00 | 0.00504 | 0.308 | -3.31 | 0.00 | ||
| ASC_CAR | BETA_TIME_CAR_REF | 0.0652 | 0.197 | 6.53 | 0.00 | 0.259 | 0.409 | 3.36 | 0.00 | ||
| BETA_DIST | BETA_WAITING_TIME | 0.000219 | 0.119 | -11.08 | 0.00 | 0.00246 | 0.223 | -3.85 | 0.00 | ||
| ASC_CAR | BETA_WAITING_TIME | -0.000461 | -0.204 | 4.30 | 0.00 | 0.000222 | 0.0485 | 4.44 | 0.00 | ||
| ASC_CAR | BETA_COST_HWH | 0.00419 | 0.0887 | 7.20 | 0.00 | 0.0169 | 0.212 | 4.60 | 0.00 | ||
| ASC_CAR | BETA_DIST | 0.00261 | 0.138 | 11.15 | 0.00 | 0.0229 | 0.426 | 6.24 | 0.00 |
Smallest singular value: 0.189157