This file has automatically been generated.
08/03/06 20:33:11
Telephone 3-4 |
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: | -477.781 |
Final log-likelihood: | -471.156 |
Likelihood ratio test: | 178.186 |
Rho-square: | 0.159024 |
Adjusted rho-square: | 0.14296 |
Final gradient norm: | 9.53863e-006 |
Variance-covariance: | from finite difference hessian |
Name | Value | Std err | t-test | Robust Std err | Robust t-test | |||
---|---|---|---|---|---|---|---|---|
ASC1 | -3.2790041e+000 | +4.7088313e-001 | -6.9635199e+000 | +4.4826436e-001 | -7.3148890e+000 | |||
ASC2 | -2.5274708e+000 | +4.2768448e-001 | -5.9096621e+000 | +4.0758901e-001 | -6.2010278e+000 | |||
ASC3 | -1.3617528e+000 | +4.2344306e-001 | -3.2159053e+000 | +4.0229480e-001 | -3.3849624e+000 | |||
ASC4 | -1.0478751e+000 | +8.7153227e-001 | -1.2023365e+000 | * | +8.0506128e-001 | -1.3016091e+000 | * | |
ASC5 | +0.0000000e+000 | fixed | ||||||
LCOST | -2.6932710e+000 | +4.2603850e-001 | -6.3216612e+000 | +3.7039014e-001 | -7.2714437e+000 | |||
sigma1 | -7.3442829e-003 | +2.5482520e+000 | -2.8820865e-003 | * | +1.3147134e+000 | -5.5862234e-003 | * | |
sigma2 | +0.0000000e+000 | fixed | ||||||
sigma3 | -2.9004729e+000 | +1.0442524e+000 | -2.7775593e+000 | +9.6204909e-001 | -3.0148908e+000 | |||
sigma4 | -2.0259376e-001 | +3.1364164e+000 | -6.4594025e-002 | * | +5.6919216e-001 | -3.5593210e-001 | * | |
sigma5 | +2.8921539e-001 | +1.6482671e+000 | +1.7546634e-001 | * | +1.0779265e+000 | +2.6830716e-001 | * |
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 | +5.3938491e-005 | +3.7430167e-002 | +1.4410433e-003 | ||
ASC2_sigma2 | +0.0000000e+000 | fixed | |||
ASC3_sigma3 | +8.4127433e+000 | +6.0576517e+000 | +1.3887796e+000 | ||
ASC4_sigma4 | +4.1044232e-002 | +1.2708368e+000 | +3.2297013e-002 | ||
ASC5_sigma5 | +8.3645543e-002 | +9.5340841e-001 | +8.7733172e-002 |
Coefficient1 | Coefficient2 | Covariance | Correlation | t-test | Rob. cov. | Rob. corr. | Rob. t-test | ||
---|---|---|---|---|---|---|---|---|---|
sigma1 | sigma4 | -3.0050811e-003 | -3.7599329e-004 | 4.8306729e-002 | * | -8.6407395e-002 | -1.1546781e-001 | 1.3088773e-001 | * |
sigma1 | sigma5 | 1.2265894e+000 | 2.9203120e-001 | -1.1408510e-001 | * | 9.1751556e-001 | 6.4743057e-001 | -2.8867595e-001 | * |
sigma4 | sigma5 | -2.7385005e-001 | -5.2972630e-002 | -1.3587344e-001 | * | -5.1028381e-002 | -8.3169433e-002 | -3.9028023e-001 | * |
LCOST | sigma3 | 2.7426128e-001 | 6.1646748e-001 | 2.4360697e-001 | * | 2.0881019e-001 | 5.8599653e-001 | 2.5797517e-001 | * |
ASC4 | sigma4 | 7.1291866e-001 | 2.6080913e-001 | -2.7912372e-001 | * | -5.1700440e-002 | -1.1282527e-001 | -8.1507056e-001 | * |
ASC3 | ASC4 | 7.6919920e-002 | 2.0843005e-001 | -3.5425546e-001 | * | 5.6877185e-002 | 1.7561627e-001 | -3.7617521e-001 | * |
ASC3 | sigma4 | 2.4110199e-002 | 1.8153989e-002 | -3.6714264e-001 | * | 7.2265083e-003 | 3.1559142e-002 | -1.6883522e+000 | * |
ASC4 | sigma1 | -1.1322616e-002 | -5.0982478e-003 | -3.8575761e-001 | * | 3.6915838e-002 | 3.4878091e-002 | -6.8569390e-001 | * |
ASC2 | sigma3 | 2.2967117e-001 | 5.1425380e-001 | 4.1341846e-001 | * | 1.9536969e-001 | 4.9823873e-001 | 4.4552766e-001 | * |
ASC1 | sigma3 | 2.4548453e-001 | 4.9923556e-001 | -4.1770581e-001 | * | 2.0547268e-001 | 4.7645582e-001 | -4.4749320e-001 | * |
ASC3 | sigma1 | -4.0481803e-002 | -3.7516512e-002 | -5.2116323e-001 | * | -1.0347524e-001 | -1.9564148e-001 | -9.3524032e-001 | * |
ASC2 | LCOST | 1.4677139e-001 | 8.0550657e-001 | 6.2276361e-001 | * | 1.2760451e-001 | 8.4524801e-001 | 7.5591624e-001 | * |
ASC4 | sigma5 | 1.2943114e-002 | 9.0100607e-003 | -7.1981665e-001 | * | 3.6903956e-004 | 4.2526029e-004 | -9.9404071e-001 | * |
ASC2 | sigma4 | 4.4111262e-002 | 3.2884578e-002 | -7.3771059e-001 | * | 1.3478531e-002 | 5.8098001e-002 | -3.4161621e+000 | |
LCOST | sigma4 | 7.5671337e-002 | 5.6630298e-002 | -7.9290081e-001 | * | 2.2795279e-002 | 1.0812511e-001 | -3.8635913e+000 | |
sigma3 | sigma4 | 9.0086376e-002 | 2.7505523e-002 | -8.2294503e-001 | * | 3.6701613e-002 | 6.7023794e-002 | -2.4876978e+000 | |
ASC3 | sigma5 | -1.3560501e-001 | -1.9429120e-001 | -9.2767149e-001 | * | -1.4202062e-001 | -3.2750492e-001 | -1.3020319e+000 | * |
ASC2 | sigma1 | -5.8299141e-002 | -5.3492917e-002 | -9.6691504e-001 | * | -1.0260560e-001 | -1.9147739e-001 | -1.7391306e+000 | * |
ASC1 | sigma4 | 4.7676257e-002 | 3.2281619e-002 | -9.7462735e-001 | * | 1.1266580e-002 | 4.4156940e-002 | -4.3403510e+000 | |
sigma1 | sigma3 | -3.6569545e-001 | -1.3742688e-001 | 1.0032867e+000 | * | -4.3571497e-001 | -3.4448804e-001 | 1.5408526e+000 | * |
LCOST | sigma1 | -1.7242370e-001 | -1.5882020e-001 | -1.0137417e+000 | * | -1.5577797e-001 | -3.1990095e-001 | -1.8203018e+000 | * |
ASC1 | sigma1 | -6.4922423e-002 | -5.4105225e-002 | -1.2504784e+000 | * | -1.1024118e-001 | -1.8705897e-001 | -2.2313081e+000 | |
sigma3 | sigma5 | -8.3706672e-001 | -4.8632547e-001 | -1.3623957e+000 | * | -5.5793769e-001 | -5.3802112e-001 | -1.7821603e+000 | * |
ASC4 | sigma3 | 6.0038193e-002 | 6.5968810e-002 | 1.4085223e+000 | * | 3.7666920e-002 | 4.8633323e-002 | 1.5134834e+000 | * |
LCOST | sigma5 | -4.5040332e-001 | -6.4139439e-001 | -1.5301645e+000 | * | -1.8037329e-001 | -4.5177652e-001 | -2.3149554e+000 | |
ASC2 | sigma5 | -2.0597317e-001 | -2.9218612e-001 | -1.5478063e+000 | * | -1.2937068e-001 | -2.9445861e-001 | -2.2360317e+000 | |
ASC2 | ASC4 | 9.1786946e-002 | 2.4624870e-001 | -1.6984326e+000 | * | 7.7787558e-002 | 2.3706025e-001 | -1.8230841e+000 | * |
ASC4 | LCOST | 5.6345290e-002 | 1.5174881e-001 | 1.8078145e+000 | * | 5.6511614e-002 | 1.8951752e-001 | 2.0067456e+000 | |
ASC3 | sigma3 | 2.9355574e-001 | 6.6388074e-001 | 1.8623393e+000 | * | 2.6032632e-001 | 6.7263029e-001 | 2.0439616e+000 | |
ASC1 | sigma5 | -2.4158365e-001 | -3.1126251e-001 | -1.9289977e+000 | * | -1.3909198e-001 | -2.8785828e-001 | -2.7854194e+000 | |
ASC1 | LCOST | 1.6400562e-001 | 8.1751691e-001 | -2.1355441e+000 | 1.4125945e-001 | 8.5079296e-001 | -2.4838181e+000 | ||
ASC1 | ASC4 | 9.9777581e-002 | 2.4312877e-001 | -2.5234362e+000 | 8.1451638e-002 | 2.2570266e-001 | -2.6934664e+000 | ||
ASC3 | LCOST | 1.0755716e-001 | 5.9620477e-001 | 3.4883461e+000 | 9.8379484e-002 | 6.6023829e-001 | 4.1636182e+000 | ||
ASC2 | ASC3 | 1.4119564e-001 | 7.7965557e-001 | -4.1259055e+000 | 1.2646506e-001 | 7.7126509e-001 | -4.2554719e+000 | ||
ASC1 | ASC2 | 1.8948008e-001 | 9.4086416e-001 | -4.6893239e+000 | 1.7104415e-001 | 9.3616315e-001 | -4.7548790e+000 | ||
ASC1 | ASC3 | 1.5071506e-001 | 7.5587243e-001 | -6.0748961e+000 | 1.3467514e-001 | 7.4680771e-001 | -6.2723712e+000 |
Smallest singular value of the hessian: 1.0092019e-001