This file has automatically been generated.
08/03/06 21:07:24
Telephone 3-8 |
Model: | Mixed Multinomial Logit |
Number of draws: | 2000 |
Number of estimated parameters: | 9 |
Number of observations: | 434 |
Number of individuals: | 434 |
Null log-likelihood: | -560.25 |
Init log-likelihood: | -479.114 |
Final log-likelihood: | -471.228 |
Likelihood ratio test: | 178.043 |
Rho-square: | 0.158896 |
Adjusted rho-square: | 0.142832 |
Final gradient norm: | 1.49397e-006 |
Variance-covariance: | from finite difference hessian |
Name | Value | Std err | t-test | Robust Std err | Robust t-test | |||
---|---|---|---|---|---|---|---|---|
ASC1 | -4.0230953e+000 | +1.1301906e+000 | -3.5596609e+000 | +1.1896581e+000 | -3.3817238e+000 | |||
ASC2 | -3.0679825e+000 | +7.9811557e-001 | -3.8440329e+000 | +8.0628681e-001 | -3.8050759e+000 | |||
ASC3 | -1.6652060e+000 | +4.5525098e-001 | -3.6577758e+000 | +4.4547214e-001 | -3.7380699e+000 | |||
ASC4 | -1.1724215e+000 | +1.1725958e+000 | -9.9985137e-001 | * | +9.5615389e-001 | -1.2261850e+000 | * | |
ASC5 | +0.0000000e+000 | fixed | ||||||
LCOST | -3.4270267e+000 | +8.0510952e-001 | -4.2565969e+000 | +7.7767843e-001 | -4.4067401e+000 | |||
sigma1 | +9.5179746e-001 | +1.3003485e+000 | +7.3195568e-001 | * | +1.3936164e+000 | +6.8296947e-001 | * | |
sigma2 | +6.9373976e-001 | +1.3518344e+000 | +5.1318397e-001 | * | +1.2094915e+000 | +5.7357970e-001 | * | |
sigma3 | +4.0000000e+000 | fixed | ||||||
sigma4 | -7.4147786e-001 | +3.2654538e+000 | -2.2706732e-001 | * | +1.4417973e+000 | -5.1427330e-001 | * | |
sigma5 | +1.4617656e+000 | +9.2757451e-001 | +1.5759010e+000 | * | +8.5687758e-001 | +1.7059212e+000 | * |
Name | Value | Std err | t-test 1 | Robust Std err | Robust t-test 1 | ||
---|---|---|---|---|---|---|---|
Scale1 | +1.0000000e+000 | fixed |
1 | Alt1 | av1 | ASC1 [ sigma1 ] * one + LCOST * lcost1 |
2 | Alt2 | av2 | ASC2 [ sigma2 ] * one + LCOST * lcost2 |
3 | Alt3 | av3 | ASC3 [ sigma3 ] * one + LCOST * lcost3 |
4 | Alt4 | av4 | ASC4 [ sigma4 ] * one + LCOST * lcost4 |
5 | Alt5 | av5 | ASC5 [ sigma5 ] * one + LCOST * lcost5 |
Name | Value | Std err | t-test | Robust Std err | Robust t-test |
---|---|---|---|---|---|
ASC1_sigma1 | +9.0591840e-001 | +2.4753368e+000 | +3.6597784e-001 | ||
ASC2_sigma2 | +4.8127485e-001 | +1.8756426e+000 | +2.5659199e-001 | ||
ASC3_sigma3 | +1.6000000e+001 | fixed | |||
ASC4_sigma4 | +5.4978942e-001 | +4.8425234e+000 | +1.1353366e-001 | ||
ASC5_sigma5 | +2.1367588e+000 | +2.7117931e+000 | +7.8795052e-001 |
Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | Rob. cov. | Rob. corr. | Rob. t-test | ||
---|---|---|---|---|---|---|---|---|---|
sigma1 | sigma2 | 2.8286976e-001 | 1.6091749e-001 | 1.5018025e-001 | * | 6.5289895e-001 | 3.8734675e-001 | 1.7810903e-001 | * |
ASC4 | sigma4 | 1.9588183e+000 | 5.1156670e-001 | -1.5122661e-001 | * | 9.2924442e-002 | 6.7405906e-002 | -2.5720941e-001 | * |
ASC3 | sigma4 | -2.6439990e-002 | -1.7785532e-002 | -2.7949034e-001 | * | -7.6644152e-002 | -1.1933127e-001 | -5.9250931e-001 | * |
sigma2 | sigma4 | -4.9925883e-001 | -1.1309899e-001 | 3.9077364e-001 | * | -1.6981304e-001 | -9.7378707e-002 | 7.2850165e-001 | * |
ASC3 | ASC4 | 1.2723293e-001 | 2.3834185e-001 | -4.2765725e-001 | * | 9.7814645e-002 | 2.2964423e-001 | -5.1459003e-001 | * |
sigma1 | sigma5 | 5.7800962e-001 | 4.7921070e-001 | -4.3172994e-001 | * | 4.8643582e-001 | 4.0734605e-001 | -3.9072180e-001 | * |
sigma2 | sigma5 | 5.8242317e-002 | 4.6447928e-002 | -4.7895410e-001 | * | 8.6004628e-002 | 8.2985120e-002 | -5.3970030e-001 | * |
sigma1 | sigma4 | 1.9151971e-001 | 4.5103493e-002 | 4.8939706e-001 | * | 2.3799327e-001 | 1.1844513e-001 | 8.9933590e-001 | * |
sigma4 | sigma5 | -4.0106647e-001 | -1.3241098e-001 | -6.2756168e-001 | * | -3.2414516e-001 | -2.6237144e-001 | -1.1842470e+000 | * |
ASC2 | sigma4 | 2.0598056e-001 | 7.9034535e-002 | -7.0505916e-001 | * | 2.1239624e-002 | 1.8270610e-002 | -1.4194454e+000 | * |
ASC2 | LCOST | 5.2815071e-001 | 8.2193434e-001 | 7.5047469e-001 | * | 5.2881488e-001 | 8.4336205e-001 | 8.0841946e-001 | * |
LCOST | sigma4 | 3.1830088e-001 | 1.2107078e-001 | -8.2196518e-001 | * | 1.4807922e-001 | 1.3206564e-001 | -1.7380810e+000 | * |
ASC1 | sigma4 | 1.3980084e-001 | 3.7880397e-002 | -9.6099601e-001 | * | -5.9210536e-002 | -3.4520144e-002 | -1.7265724e+000 | * |
ASC4 | sigma2 | -2.2938458e-001 | -1.4470795e-001 | -9.7529741e-001 | * | -9.1266929e-002 | -7.8919228e-002 | -1.1664342e+000 | * |
ASC1 | LCOST | 7.9855286e-001 | 8.7760081e-001 | -1.0401050e+000 | * | 8.2138544e-001 | 8.8781968e-001 | -9.7040544e-001 | * |
ASC4 | sigma1 | -6.5911874e-002 | -4.3227048e-002 | -1.1878995e+000 | * | -1.2964388e-001 | -9.7292865e-002 | -1.2034347e+000 | * |
ASC2 | ASC4 | 2.4120751e-001 | 2.5773697e-001 | -1.5326935e+000 | * | 1.9156925e-001 | 2.4848974e-001 | -1.7441260e+000 | * |
ASC3 | sigma2 | -1.6288110e-001 | -2.6466488e-001 | -1.5353894e+000 | * | -1.5355893e-001 | -2.8500450e-001 | -1.6813481e+000 | * |
ASC4 | LCOST | 1.5716755e-001 | 1.6647905e-001 | 1.7247212e+000 | * | 1.4611467e-001 | 1.9650154e-001 | 2.0355714e+000 | |
ASC4 | sigma5 | -1.8351198e-002 | -1.6872028e-002 | -1.7475718e+000 | * | -3.2657007e-002 | -3.9859312e-002 | -2.0121885e+000 | |
ASC3 | sigma1 | -1.3979750e-001 | -2.3615045e-001 | -1.7733719e+000 | * | -2.0684112e-001 | -3.3317551e-001 | -1.6374529e+000 | * |
ASC2 | sigma2 | -6.7711297e-001 | -6.2758398e-001 | -1.9249995e+000 | * | -6.3584990e-001 | -6.5202198e-001 | -2.0446958e+000 | |
ASC1 | ASC2 | 8.3512882e-001 | 9.2584011e-001 | -1.9333251e+000 | * | 9.0525300e-001 | 9.4375276e-001 | -1.8918544e+000 | * |
ASC1 | ASC4 | 2.6685011e-001 | 2.0135729e-001 | -1.9584922e+000 | * | 2.3661735e-001 | 2.0801594e-001 | -2.0923076e+000 | |
ASC2 | sigma1 | -6.2456438e-001 | -6.0179930e-001 | -2.1254035e+000 | -8.0659506e-001 | -7.1783190e-001 | -1.9601792e+000 | ||
ASC1 | sigma1 | -1.2112856e+000 | -8.2420475e-001 | -2.1426774e+000 | -1.4531183e+000 | -8.7646693e-001 | -1.9877813e+000 | ||
ASC3 | LCOST | 1.0641124e-001 | 2.9032314e-001 | 2.1977608e+000 | 1.2576207e-001 | 3.6301876e-001 | 2.3719648e+000 | ||
ASC1 | sigma2 | -7.0107821e-001 | -4.5887170e-001 | -2.2218239e+000 | -7.9357339e-001 | -5.5152107e-001 | -2.2321595e+000 | ||
ASC2 | ASC3 | 2.2586459e-001 | 6.2162929e-001 | -2.2390387e+000 | 2.3211463e-001 | 6.4623787e-001 | -2.2627941e+000 | ||
LCOST | sigma1 | -7.3998574e-001 | -7.0681969e-001 | -2.2406715e+000 | -8.2898492e-001 | -7.6489765e-001 | -2.1353970e+000 | ||
LCOST | sigma2 | -4.3277213e-001 | -3.9763154e-001 | -2.2543775e+000 | -4.3117558e-001 | -4.5840705e-001 | -2.4073756e+000 | ||
ASC1 | ASC3 | 2.7282554e-001 | 5.3025215e-001 | -2.4333583e+000 | 3.0090156e-001 | 5.6778211e-001 | -2.3439505e+000 | ||
LCOST | sigma5 | -5.5201189e-001 | -7.3917057e-001 | -3.0245690e+000 | -4.4458199e-001 | -6.6716465e-001 | -3.2751092e+000 | ||
ASC1 | sigma5 | -4.7345289e-001 | -4.5162323e-001 | -3.1229426e+000 | -3.8777442e-001 | -3.8039797e-001 | -3.2069867e+000 | ||
ASC2 | sigma5 | -2.4433494e-001 | -3.3004335e-001 | -3.2142426e+000 | -2.0017077e-001 | -2.8972924e-001 | -3.3907360e+000 | ||
ASC3 | sigma5 | 6.6614585e-002 | 1.5775010e-001 | -3.2348427e+000 | 5.0829958e-002 | 1.3316203e-001 | -3.4301805e+000 |
Smallest singular value of the hessian: 8.9759878e-002