Yes, here's the output (partial).
Model run by beatrice.biondi7 using Apollo 0.3.2 on R 4.3.1 for Windows.
Please acknowledge the use of Apollo by citing Hess & Palma (2019)
DOI 10.1016/j.jocm.2019.100170
www.ApolloChoiceModelling.com
Model name : Model_4
Model description : MDCEV model 4
Model run at : 2024-05-17 17:24:19.87769
Estimation method : bfgs
Model diagnosis : successful convergence
Optimisation diagnosis : Maximum found
hessian properties : Negative definite
maximum eigenvalue : -118.092129
reciprocal of condition number : 3.14499e-05
Number of individuals : 8431
Number of rows in database : 315315
Number of modelled outcomes : 315315
Number of cores used : 7
Number of inter-individual draws : 100 (mlhs)
LL(start) : -3034986
LL at equal shares, LL(0) : NA
LL at observed shares, LL(C) : NA
LL(final) : -2202878
Rho-squared vs equal shares : Not applicable
Adj.Rho-squared vs equal shares : Not applicable
Rho-squared vs observed shares : Not applicable
Adj.Rho-squared vs observed shares : Not applicable
AIC : 4405847
BIC : 4406327
Estimated parameters : 45
Time taken (hh:mm:ss) : 30:32:27.29
pre-estimation : 00:25:38.89
estimation : 20:04:8.83
initial estimation : 19:43:9.75
estimation after rescaling : 00:20:59.09
post-estimation : 10:02:39.56
Iterations : 87
initial estimation : 84
estimation after rescaling : 3
Unconstrained optimisation.
Estimates:
Estimate s.e. t.rat.(0) p(2-sided) Rob.s.e.
alpha_base -1.24713 0.003111 -400.839 0.000000 0.008792
gamma_CERE 2.77008 0.012616 219.569 0.000000 0.026665
gamma_CONF 1.73643 0.008103 214.299 0.000000 0.017209
gamma_DAIR 2.82841 0.014746 191.804 0.000000 0.032705
gamma_DRIN 17.12920 0.090270 189.756 0.000000 0.237604
gamma_FRUI 3.24529 0.015105 214.847 0.000000 0.033265
gamma_MEAT 1.07445 0.005163 208.120 0.000000 0.010593
gamma_FISH 1.61985 0.008482 190.982 0.000000 0.014620
gamma_OTHE 1.39739 0.006565 212.844 0.000000 0.013912
deltamu_CERE -0.04772 0.008246 -5.787 7.173e-09 0.013522
deltamu_CONF 0.76505 0.008474 90.286 0.000000 0.014952
deltamu_DAIR 0.70993 0.008769 80.959 0.000000 0.015696
deltamu_DRIN -2.69255 0.009544 -282.108 0.000000 0.020318
deltamu_FRUI -0.49775 0.008971 -55.488 0.000000 0.019313
deltamu_MEAT -0.02205 0.009810 -2.248 0.024573 0.021850
deltamu_FISH -0.72810 0.009900 -73.545 0.000000 0.016839
deltamu_OTHE 0.00000 NA NA NA NA
deltasigma_CERE -0.37644 0.004372 -86.101 0.000000 0.013886
deltasigma_CONF -0.51532 0.004071 -126.594 0.000000 0.011760
deltasigma_DAIR 0.51371 0.004096 125.425 0.000000 0.012368
deltasigma_DRIN 0.77927 0.005555 140.295 0.000000 0.017786
deltasigma_FRUI -0.73787 0.004980 -148.178 0.000000 0.016011
deltasigma_MEAT -0.80386 0.005925 -135.669 0.000000 0.018438
deltasigma_FISH 0.51502 0.005443 94.629 0.000000 0.015543
deltasigma_OTHE 0.00000 NA NA NA NA
bq1_CERE -0.03149 0.009717 -3.241 0.001193 0.011259
bq1_CONF -0.12027 0.009710 -12.386 0.000000 0.011250
bq1_DAIR -0.02310 0.009573 -2.413 0.015830 0.010729
bq1_DRIN 0.02320 0.010744 2.159 0.030862 0.012267
bq1_FRUI 0.11959 0.009937 12.034 0.000000 0.011964
bq1_MEAT -0.07825 0.011001 -7.113 1.132e-12 0.012729
bq1_FISH -0.06806 0.012163 -5.595 2.204e-08 0.014061
bq2_CERE -0.05239 0.009509 -5.510 3.595e-08 0.010757
bq2_CONF 0.03010 0.009486 3.173 0.001507 0.010712
bq2_DAIR 0.06495 0.009349 6.947 3.721e-12 0.010126
bq2_DRIN 0.31479 0.010420 30.211 0.000000 0.011752
bq2_FRUI 0.24780 0.009696 25.557 0.000000 0.011565
bq2_MEAT 0.07225 0.010730 6.734 1.654e-11 0.012047
bq2_FISH 0.12736 0.011797 10.796 0.000000 0.013597
bq3_CERE -0.03564 0.009811 -3.633 2.8027e-04 0.011123
bq3_CONF 0.06531 0.009776 6.680 2.385e-11 0.011053
bq3_DAIR 0.11894 0.009632 12.348 0.000000 0.010375
bq3_DRIN 0.53515 0.010665 50.177 0.000000 0.012041
bq3_FRUI 0.08814 0.010034 8.784 0.000000 0.011555
bq3_MEAT 0.18605 0.011046 16.844 0.000000 0.012035
bq3_FISH 0.31202 0.012067 25.857 0.000000 0.013546
bq1_OTHE 0.00000 NA NA NA NA
bq2_OTHE 0.00000 NA NA NA NA
bq3_OTHE 0.00000 NA NA NA NA
sig 0.98783 0.001581 624.626 0.000000 0.004314
Rob.t.rat.(0) p(2-sided)
alpha_base -141.842 0.000000
gamma_CERE 103.884 0.000000
gamma_CONF 100.902 0.000000
gamma_DAIR 86.483 0.000000
gamma_DRIN 72.091 0.000000
gamma_FRUI 97.558 0.000000
gamma_MEAT 101.432 0.000000
gamma_FISH 110.796 0.000000
gamma_OTHE 100.445 0.000000
deltamu_CERE -3.529 4.1767e-04
deltamu_CONF 51.167 0.000000
deltamu_DAIR 45.230 0.000000
deltamu_DRIN -132.520 0.000000
deltamu_FRUI -25.773 0.000000
deltamu_MEAT -1.009 0.312845
deltamu_FISH -43.240 0.000000
deltamu_OTHE NA NA
deltasigma_CERE -27.109 0.000000
deltasigma_CONF -43.819 0.000000
deltasigma_DAIR 41.535 0.000000
deltasigma_DRIN 43.814 0.000000
deltasigma_FRUI -46.084 0.000000
deltasigma_MEAT -43.597 0.000000
deltasigma_FISH 33.135 0.000000
deltasigma_OTHE NA NA
bq1_CERE -2.797 0.005163
bq1_CONF -10.691 0.000000
bq1_DAIR -2.153 0.031334
bq1_DRIN 1.891 0.058642
bq1_FRUI 9.996 0.000000
bq1_MEAT -6.147 7.878e-10
bq1_FISH -4.840 1.299e-06
bq2_CERE -4.870 1.113e-06
bq2_CONF 2.810 0.004952
bq2_DAIR 6.414 1.416e-10
bq2_DRIN 26.787 0.000000
bq2_FRUI 21.427 0.000000
bq2_MEAT 5.997 2.006e-09
bq2_FISH 9.367 0.000000
bq3_CERE -3.204 0.001354
bq3_CONF 5.908 3.453e-09
bq3_DAIR 11.464 0.000000
bq3_DRIN 44.442 0.000000
bq3_FRUI 7.628 2.398e-14
bq3_MEAT 15.459 0.000000
bq3_FISH 23.035 0.000000
bq1_OTHE NA NA
bq2_OTHE NA NA
bq3_OTHE NA NA
sig 228.957 0.000000
Overview of choices for model component :
CERE CONF DAIR DRIN
Times available 315315.00 315315.00 315315.0 315315.00
Observations in which chosen 241267.00 240825.00 265740.0 165904.00
Average consumption when available 1.65 1.09 2.7 6.93
Average consumption when chosen 2.15 1.43 3.2 13.17
FRUI MEAT FISH OTHE
Times available 315315.00 315315.00 315315.00 315315.00
Observations in which chosen 219251.00 139419.00 101001.00 177336.00
Average consumption when available 1.71 0.26 0.21 0.57
Average consumption when chosen 2.46 0.59 0.65 1.01
Classical covariance matrix:
alpha_base gamma_CERE gamma_CONF gamma_DAIR
alpha_base 9.680e-06 -2.813e-05 -1.860e-05 -3.542e-05
gamma_CERE -2.813e-05 1.5916e-04 6.767e-05 1.2738e-04
gamma_CONF -1.860e-05 6.767e-05 6.566e-05 8.199e-05
gamma_DAIR -3.542e-05 1.2738e-04 8.199e-05 2.1745e-04
gamma_DRIN -2.0224e-04 7.1330e-04 4.5816e-04 8.6650e-04
gamma_FRUI -3.326e-05 1.2290e-04 7.909e-05 1.4902e-04
gamma_MEAT -9.844e-06 3.622e-05 2.328e-05 4.399e-05
gamma_FISH -1.299e-05 4.915e-05 3.147e-05 5.921e-05
gamma_OTHE -1.521e-05 5.274e-05 3.412e-05 6.440e-05
deltamu_CERE -2.374e-06 -1.645e-05 6.741e-07 1.364e-06
deltamu_CONF -1.957e-06 -4.698e-07 -1.127e-05 1.041e-06
deltamu_DAIR -1.473e-06 -5.338e-06 -2.500e-06 -3.002e-05
deltamu_DRIN 1.374e-06 -1.824e-06 -1.218e-06 -2.660e-06
deltamu_FRUI -1.452e-06 1.038e-06 7.060e-07 1.063e-06
deltamu_MEAT 9.215e-07 3.143e-07 -1.592e-07 -1.640e-07
deltamu_FISH 2.297e-06 4.831e-07 -3.288e-07 -1.011e-06
deltasigma_CERE 6.514e-07 6.840e-06 -8.537e-07 -1.552e-06
deltasigma_CONF 1.185e-06 -7.584e-07 3.230e-06 -2.185e-06
deltasigma_DAIR -1.466e-06 1.668e-06 1.366e-06 -6.650e-06
deltasigma_DRIN -1.767e-06 -5.945e-07 3.087e-07 1.543e-06
deltasigma_FRUI 1.894e-06 -2.188e-06 -1.615e-06 -3.155e-06
deltasigma_MEAT 2.435e-06 -2.558e-06 -2.187e-06 -3.593e-06
deltasigma_FISH -1.196e-06 1.468e-06 8.500e-07 2.319e-06
bq1_CERE 3.443e-08 -3.721e-07 -2.630e-08 4.426e-08
bq1_CONF 1.837e-07 -8.184e-08 6.927e-08 -2.104e-07
bq1_DAIR 2.491e-08 1.511e-08 -2.057e-09 -2.387e-07
bq1_DRIN -7.708e-08 -1.920e-07 -8.423e-08 -7.656e-08
bq1_FRUI -4.164e-07 5.009e-07 3.889e-07 8.477e-07
bq1_MEAT 1.482e-07 -6.087e-08 -9.098e-08 -5.732e-08
bq1_FISH 1.202e-07 -1.586e-07 -8.254e-08 -5.153e-08
bq2_CERE 2.803e-07 8.981e-07 -2.033e-07 -3.437e-07
bq2_CONF -6.409e-08 5.861e-08 2.444e-07 1.319e-07
bq2_DAIR 3.203e-08 -8.176e-08 -6.748e-08 3.301e-07
bq2_DRIN -5.395e-07 -1.200e-07 7.098e-08 2.650e-07
bq2_FRUI -2.636e-07 8.173e-08 5.708e-08 2.534e-07
bq2_MEAT -1.690e-08 -9.342e-08 -5.519e-08 8.158e-08
bq2_FISH -3.012e-07 5.989e-08 1.511e-07 4.326e-07
bq3_CERE 4.564e-07 1.489e-06 -3.221e-07 -6.433e-07
bq3_CONF 6.468e-08 -6.071e-08 2.856e-07 -1.798e-07
bq3_DAIR 1.315e-07 -1.895e-07 -1.855e-07 6.120e-07
bq3_DRIN -8.782e-07 1.153e-09 1.483e-07 4.974e-07
bq3_FRUI 3.919e-07 -3.907e-07 -4.129e-07 -7.169e-07
bq3_MEAT -1.275e-07 5.935e-08 5.202e-08 2.129e-07
bq3_FISH -4.522e-07 8.053e-08 1.614e-07 5.025e-07
sig -2.641e-06 1.200e-06 1.348e-06 2.926e-06
gamma_DRIN gamma_FRUI gamma_MEAT gamma_FISH
alpha_base -2.0224e-04 -3.326e-05 -9.844e-06 -1.299e-05
gamma_CERE 7.1330e-04 1.2290e-04 3.622e-05 4.915e-05
gamma_CONF 4.5816e-04 7.909e-05 2.328e-05 3.147e-05
gamma_DAIR 8.6650e-04 1.4902e-04 4.399e-05 5.921e-05
gamma_DRIN 0.008149 8.3222e-04 2.4543e-04 3.3055e-04
gamma_FRUI 8.3222e-04 2.2816e-04 4.252e-05 5.736e-05
gamma_MEAT 2.4543e-04 4.252e-05 2.665e-05 1.691e-05
gamma_FISH 3.3055e-04 5.736e-05 1.691e-05 7.194e-05
gamma_OTHE 3.6228e-04 6.164e-05 1.824e-05 2.448e-05
deltamu_CERE 1.351e-05 7.494e-07 1.075e-07 -1.641e-07
deltamu_CONF 8.611e-06 2.577e-08 -3.431e-09 -1.172e-07
deltamu_DAIR -1.755e-05 -5.878e-06 -1.559e-06 -2.623e-06
deltamu_DRIN -1.0400e-04 -1.884e-06 -6.547e-07 -6.602e-07
deltamu_FRUI 1.211e-05 -1.822e-05 2.160e-08 -1.232e-07
deltamu_MEAT -3.347e-07 6.455e-07 -4.882e-06 5.553e-07
deltamu_FISH -9.285e-06 3.463e-07 2.924e-08 -6.051e-06
deltasigma_CERE -8.377e-06 -1.848e-06 -4.959e-07 -5.413e-07
deltasigma_CONF -1.204e-05 -1.572e-06 -7.875e-07 -5.610e-07
deltasigma_DAIR 1.854e-05 1.678e-06 5.131e-07 6.730e-07
deltasigma_DRIN -5.649e-05 8.666e-07 3.690e-07 -1.802e-07
deltasigma_FRUI -2.266e-05 9.628e-06 -8.505e-07 -8.246e-07
deltasigma_MEAT -2.803e-05 -2.688e-06 4.153e-06 -1.054e-06
deltasigma_FISH 1.567e-05 1.575e-06 8.245e-07 -4.368e-06
bq1_CERE -1.297e-08 4.348e-08 1.464e-08 1.968e-08
bq1_CONF -1.416e-06 -1.001e-07 -6.508e-08 -4.302e-08
bq1_DAIR 1.221e-08 3.119e-08 1.194e-08 1.629e-08
bq1_DRIN -7.890e-06 -1.457e-07 -6.850e-08 -7.538e-08
bq1_FRUI 5.451e-06 -1.304e-06 2.000e-07 2.278e-07
bq1_MEAT -1.206e-06 -1.196e-07 -2.941e-08 -3.184e-08
bq1_FISH -1.516e-06 -6.464e-08 -2.870e-08 -2.321e-08
bq2_CERE -2.562e-06 -2.727e-07 -8.901e-08 -7.127e-08
bq2_CONF 6.146e-07 1.089e-07 1.895e-08 4.480e-08
bq2_DAIR -6.307e-07 -6.858e-08 -6.700e-09 -2.870e-08
bq2_DRIN -1.066e-05 -4.764e-08 6.183e-09 -1.080e-07
bq2_FRUI 2.064e-06 -9.058e-07 2.071e-08 1.541e-08
bq2_MEAT 9.903e-08 -4.958e-08 1.064e-08 -2.032e-08
bq2_FISH 2.228e-06 2.473e-07 7.725e-08 -3.273e-07
bq3_CERE -4.469e-06 -4.667e-07 -1.641e-07 -1.950e-07
bq3_CONF -1.324e-06 -1.749e-07 -4.019e-08 -9.321e-08
bq3_DAIR -2.295e-06 -2.865e-07 -7.181e-08 -1.259e-07
bq3_DRIN -1.551e-05 2.025e-08 3.638e-08 -1.383e-07
bq3_FRUI -5.115e-06 1.160e-06 -1.585e-07 -2.484e-07
bq3_MEAT 8.526e-07 -7.760e-08 -6.136e-08 -3.321e-08
bq3_FISH 2.769e-06 2.558e-07 6.953e-08 -8.887e-07
sig 2.027e-05 1.716e-06 5.029e-07 2.681e-07
gamma_OTHE deltamu_CERE deltamu_CONF deltamu_DAIR
alpha_base -1.521e-05 -2.374e-06 -1.957e-06 -1.473e-06
gamma_CERE 5.274e-05 -1.645e-05 -4.698e-07 -5.338e-06
gamma_CONF 3.412e-05 6.741e-07 -1.127e-05 -2.500e-06
gamma_DAIR 6.440e-05 1.364e-06 1.041e-06 -3.002e-05
gamma_DRIN 3.6228e-04 1.351e-05 8.611e-06 -1.755e-05
gamma_FRUI 6.164e-05 7.494e-07 2.577e-08 -5.878e-06
gamma_MEAT 1.824e-05 1.075e-07 -3.431e-09 -1.559e-06
gamma_FISH 2.448e-05 -1.641e-07 -1.172e-07 -2.623e-06
gamma_OTHE 4.310e-05 8.309e-06 7.952e-06 5.886e-06
deltamu_CERE 8.309e-06 6.799e-05 3.547e-05 3.633e-05
deltamu_CONF 7.952e-06 3.547e-05 7.180e-05 3.595e-05
deltamu_DAIR 5.886e-06 3.633e-05 3.595e-05 7.690e-05
deltamu_DRIN 5.677e-06 3.178e-05 3.265e-05 3.200e-05
deltamu_FRUI 7.893e-06 3.458e-05 3.496e-05 3.554e-05
deltamu_MEAT 6.729e-06 3.225e-05 3.159e-05 3.201e-05
deltamu_FISH 5.970e-06 3.040e-05 3.021e-05 2.944e-05
deltasigma_CERE -5.325e-07 -2.283e-06 -1.662e-08 -2.283e-07
deltasigma_CONF -8.007e-07 -6.343e-07 -2.903e-06 -5.737e-07
deltasigma_DAIR 1.126e-06 1.157e-06 7.354e-07 5.480e-06
deltasigma_DRIN 5.903e-07 2.454e-06 1.939e-06 2.075e-06
deltasigma_FRUI -1.612e-06 -1.181e-06 -1.136e-06 -2.001e-06
deltasigma_MEAT -1.989e-06 -2.187e-06 -1.464e-06 -2.053e-06
deltasigma_FISH 7.172e-07 9.905e-07 4.567e-07 9.830e-07
bq1_CERE 5.956e-08 -5.274e-05 -3.013e-05 -3.032e-05
bq1_CONF -4.341e-08 -3.030e-05 -5.291e-05 -3.035e-05
bq1_DAIR 8.231e-08 -3.033e-05 -3.022e-05 -5.119e-05
bq1_DRIN 6.907e-08 -2.966e-05 -2.966e-05 -2.980e-05
bq1_FRUI 4.729e-07 -2.983e-05 -2.970e-05 -2.993e-05
bq1_MEAT -3.299e-08 -2.998e-05 -2.988e-05 -3.019e-05
bq1_FISH -2.283e-08 -2.968e-05 -2.982e-05 -2.990e-05
bq2_CERE -6.204e-07 -5.359e-05 -3.055e-05 -3.079e-05
bq2_CONF -3.275e-07 -3.028e-05 -5.295e-05 -3.030e-05
bq2_DAIR -4.386e-07 -3.050e-05 -3.043e-05 -5.161e-05
bq2_DRIN -1.328e-07 -2.935e-05 -2.953e-05 -2.937e-05
bq2_FRUI -2.474e-07 -3.005e-05 -2.996e-05 -3.014e-05
bq2_MEAT -3.992e-07 -2.999e-05 -3.006e-05 -3.011e-05
bq2_FISH -2.007e-07 -2.948e-05 -2.972e-05 -2.963e-05
bq3_CERE -1.029e-06 -5.399e-05 -3.077e-05 -3.105e-05
bq3_CONF -7.223e-07 -3.050e-05 -5.314e-05 -3.046e-05
bq3_DAIR -8.035e-07 -3.070e-05 -3.046e-05 -5.203e-05
bq3_DRIN -2.069e-07 -2.911e-05 -2.926e-05 -2.914e-05
bq3_FRUI -1.050e-06 -3.069e-05 -3.057e-05 -3.092e-05
bq3_MEAT -5.855e-07 -3.006e-05 -3.003e-05 -3.010e-05
bq3_FISH -3.883e-07 -2.946e-05 -2.969e-05 -2.956e-05
sig 1.849e-06 2.448e-06 2.140e-06 2.973e-06
deltamu_DRIN deltamu_FRUI deltamu_MEAT deltamu_FISH
alpha_base 1.374e-06 -1.452e-06 9.215e-07 2.297e-06
gamma_CERE -1.824e-06 1.038e-06 3.143e-07 4.831e-07
gamma_CONF -1.218e-06 7.060e-07 -1.592e-07 -3.288e-07
gamma_DAIR -2.660e-06 1.063e-06 -1.640e-07 -1.011e-06
gamma_DRIN -1.0400e-04 1.211e-05 -3.347e-07 -9.285e-06
gamma_FRUI -1.884e-06 -1.822e-05 6.455e-07 3.463e-07
gamma_MEAT -6.547e-07 2.160e-08 -4.882e-06 2.924e-08
gamma_FISH -6.602e-07 -1.232e-07 5.553e-07 -6.051e-06
gamma_OTHE 5.677e-06 7.893e-06 6.729e-06 5.970e-06
deltamu_CERE 3.178e-05 3.458e-05 3.225e-05 3.040e-05
deltamu_CONF 3.265e-05 3.496e-05 3.159e-05 3.021e-05
deltamu_DAIR 3.200e-05 3.554e-05 3.201e-05 2.944e-05
deltamu_DRIN 9.110e-05 3.441e-05 3.348e-05 3.347e-05
deltamu_FRUI 3.441e-05 8.047e-05 3.131e-05 3.257e-05
deltamu_MEAT 3.348e-05 3.131e-05 9.623e-05 3.378e-05
deltamu_FISH 3.347e-05 3.257e-05 3.378e-05 9.801e-05
deltasigma_CERE 5.294e-07 9.189e-07 6.258e-07 1.157e-06
deltasigma_CONF 5.658e-07 -3.794e-08 -2.955e-07 1.237e-06
deltasigma_DAIR -9.173e-07 1.003e-06 -3.414e-07 -1.383e-06
deltasigma_DRIN -1.420e-06 6.175e-07 3.486e-07 -2.068e-06
deltasigma_FRUI 6.038e-07 -2.643e-06 3.127e-07 1.851e-06
deltasigma_MEAT 1.313e-06 -2.107e-06 4.237e-06 2.020e-06
deltasigma_FISH -5.344e-07 1.024e-06 -3.444e-07 -2.696e-06
bq1_CERE -2.988e-05 -3.023e-05 -2.991e-05 -2.962e-05
bq1_CONF -2.969e-05 -3.010e-05 -2.972e-05 -2.946e-05
bq1_DAIR -2.989e-05 -3.030e-05 -2.998e-05 -2.965e-05
bq1_DRIN -6.498e-05 -2.990e-05 -2.999e-05 -2.991e-05
bq1_FRUI -3.001e-05 -5.503e-05 -3.012e-05 -3.012e-05
bq1_MEAT -2.979e-05 -3.000e-05 -6.724e-05 -2.979e-05
bq1_FISH -2.975e-05 -3.000e-05 -2.994e-05 -8.259e-05
bq2_CERE -2.989e-05 -3.051e-05 -2.994e-05 -2.961e-05
bq2_CONF -3.004e-05 -3.016e-05 -2.995e-05 -2.993e-05
bq2_DAIR -3.019e-05 -3.054e-05 -3.013e-05 -2.991e-05
bq2_DRIN -6.515e-05 -2.987e-05 -3.024e-05 -3.066e-05
bq2_FRUI -3.018e-05 -5.527e-05 -3.020e-05 -3.029e-05
bq2_MEAT -2.999e-05 -3.016e-05 -6.734e-05 -3.014e-05
bq2_FISH -3.015e-05 -2.993e-05 -3.017e-05 -8.317e-05
bq3_CERE -2.992e-05 -3.066e-05 -3.000e-05 -2.964e-05
bq3_CONF -3.009e-05 -3.029e-05 -3.016e-05 -3.002e-05
bq3_DAIR -3.028e-05 -3.071e-05 -3.028e-05 -3.004e-05
bq3_DRIN -6.530e-05 -2.973e-05 -3.052e-05 -3.117e-05
bq3_FRUI -3.002e-05 -5.633e-05 -2.991e-05 -2.984e-05
bq3_MEAT -3.026e-05 -3.031e-05 -6.766e-05 -3.047e-05
bq3_FISH -3.033e-05 -2.980e-05 -3.060e-05 -8.342e-05
sig -9.537e-07 1.421e-06 -1.148e-06 -2.522e-06
deltasigma_CERE deltasigma_CONF deltasigma_DAIR deltasigma_DRIN
alpha_base 6.514e-07 1.185e-06 -1.466e-06 -1.767e-06
gamma_CERE 6.840e-06 -7.584e-07 1.668e-06 -5.945e-07
gamma_CONF -8.537e-07 3.230e-06 1.366e-06 3.087e-07
gamma_DAIR -1.552e-06 -2.185e-06 -6.650e-06 1.543e-06
gamma_DRIN -8.377e-06 -1.204e-05 1.854e-05 -5.649e-05
gamma_FRUI -1.848e-06 -1.572e-06 1.678e-06 8.666e-07
gamma_MEAT -4.959e-07 -7.875e-07 5.131e-07 3.690e-07
gamma_FISH -5.413e-07 -5.610e-07 6.730e-07 -1.802e-07
gamma_OTHE -5.325e-07 -8.007e-07 1.126e-06 5.903e-07
deltamu_CERE -2.283e-06 -6.343e-07 1.157e-06 2.454e-06
deltamu_CONF -1.662e-08 -2.903e-06 7.354e-07 1.939e-06
deltamu_DAIR -2.283e-07 -5.737e-07 5.480e-06 2.075e-06
deltamu_DRIN 5.294e-07 5.658e-07 -9.173e-07 -1.420e-06
deltamu_FRUI 9.189e-07 -3.794e-08 1.003e-06 6.175e-07
deltamu_MEAT 6.258e-07 -2.955e-07 -3.414e-07 3.486e-07
deltamu_FISH 1.157e-06 1.237e-06 -1.383e-06 -2.068e-06
deltasigma_CERE 1.911e-05 -1.927e-07 4.992e-07 -1.454e-07
deltasigma_CONF -1.927e-07 1.657e-05 5.772e-07 -4.184e-07
deltasigma_DAIR 4.992e-07 5.772e-07 1.678e-05 5.642e-07
deltasigma_DRIN -1.454e-07 -4.184e-07 5.642e-07 3.085e-05
deltasigma_FRUI -1.319e-06 -1.573e-07 -8.399e-07 9.833e-07
deltasigma_MEAT -9.914e-07 -6.652e-07 -9.000e-07 1.117e-06
deltasigma_FISH 1.817e-06 8.151e-07 -7.309e-07 3.370e-07
bq1_CERE -1.628e-07 -4.888e-08 -1.135e-07 -1.360e-07
bq1_CONF 1.072e-07 2.711e-07 1.369e-09 -1.575e-07
bq1_DAIR -1.262e-08 -1.913e-08 2.506e-08 -3.180e-09
bq1_DRIN -5.654e-08 7.361e-09 3.953e-08 2.447e-07
bq1_FRUI -3.548e-09 -6.334e-08 1.684e-07 5.591e-08
bq1_MEAT 1.123e-07 5.577e-08 -1.034e-07 -1.205e-07
bq1_FISH -7.128e-08 6.678e-08 -9.474e-08 3.430e-08
bq2_CERE 1.076e-07 7.687e-08 -1.639e-07 -3.218e-07
bq2_CONF 6.357e-09 4.053e-08 1.027e-07 -4.214e-08
bq2_DAIR -6.319e-08 -7.256e-08 1.483e-08 -3.091e-08
bq2_DRIN -1.254e-07 -1.511e-07 2.784e-07 1.055e-06
bq2_FRUI 5.642e-08 -9.236e-08 1.739e-07 -2.460e-08
bq2_MEAT -2.753e-08 -2.398e-08 -4.182e-08 -7.155e-08
bq2_FISH -1.697e-07 -2.678e-08 4.431e-08 1.969e-07
bq3_CERE 2.231e-07 2.440e-07 -1.813e-07 -3.628e-07
bq3_CONF -1.280e-09 3.190e-07 1.437e-07 -1.206e-07
bq3_DAIR -8.959e-08 -4.410e-08 -1.036e-07 -1.526e-07
bq3_DRIN -1.158e-07 -1.917e-07 5.109e-07 1.903e-06
bq3_FRUI 1.843e-07 2.099e-07 -8.532e-08 -3.795e-07
bq3_MEAT 5.199e-08 -2.215e-09 1.546e-08 -1.379e-07
bq3_FISH -1.921e-07 -1.034e-07 2.284e-07 3.423e-07
sig -6.008e-07 -1.024e-06 1.255e-06 1.954e-06
deltasigma_FRUI deltasigma_MEAT deltasigma_FISH bq1_CERE
alpha_base 1.894e-06 2.435e-06 -1.196e-06 3.443e-08
gamma_CERE -2.188e-06 -2.558e-06 1.468e-06 -3.721e-07
gamma_CONF -1.615e-06 -2.187e-06 8.500e-07 -2.630e-08
gamma_DAIR -3.155e-06 -3.593e-06 2.319e-06 4.426e-08
gamma_DRIN -2.266e-05 -2.803e-05 1.567e-05 -1.297e-08
gamma_FRUI 9.628e-06 -2.688e-06 1.575e-06 4.348e-08
gamma_MEAT -8.505e-07 4.153e-06 8.245e-07 1.464e-08
gamma_FISH -8.246e-07 -1.054e-06 -4.368e-06 1.968e-08
gamma_OTHE -1.612e-06 -1.989e-06 7.172e-07 5.956e-08
deltamu_CERE -1.181e-06 -2.187e-06 9.905e-07 -5.274e-05
deltamu_CONF -1.136e-06 -1.464e-06 4.567e-07 -3.013e-05
deltamu_DAIR -2.001e-06 -2.053e-06 9.830e-07 -3.032e-05
deltamu_DRIN 6.038e-07 1.313e-06 -5.344e-07 -2.988e-05
deltamu_FRUI -2.643e-06 -2.107e-06 1.024e-06 -3.023e-05
deltamu_MEAT 3.127e-07 4.237e-06 -3.444e-07 -2.991e-05
deltamu_FISH 1.851e-06 2.020e-06 -2.696e-06 -2.962e-05
deltasigma_CERE -1.319e-06 -9.914e-07 1.817e-06 -1.628e-07
deltasigma_CONF -1.573e-07 -6.652e-07 8.151e-07 -4.888e-08
deltasigma_DAIR -8.399e-07 -9.000e-07 -7.309e-07 -1.135e-07
deltasigma_DRIN 9.833e-07 1.117e-06 3.370e-07 -1.360e-07
deltasigma_FRUI 2.480e-05 1.690e-06 -3.537e-07 -2.816e-08
deltasigma_MEAT 1.690e-06 3.511e-05 9.436e-07 2.398e-08
deltasigma_FISH -3.537e-07 9.436e-07 2.962e-05 -7.567e-08
bq1_CERE -2.816e-08 2.398e-08 -7.567e-08 9.441e-05
bq1_CONF 9.599e-08 -3.686e-08 9.841e-09 5.379e-05
bq1_DAIR 1.022e-07 1.405e-07 -6.968e-08 5.405e-05
bq1_DRIN -1.011e-07 -3.174e-07 -4.141e-08 5.315e-05
bq1_FRUI -8.509e-07 -2.439e-07 6.660e-08 5.375e-05
bq1_MEAT -1.089e-07 2.464e-07 -2.744e-08 5.321e-05
bq1_FISH 2.352e-07 1.015e-07 -2.394e-07 5.287e-05
bq2_CERE 2.109e-07 1.320e-07 -1.419e-07 5.285e-05
bq2_CONF -5.252e-09 -1.658e-07 3.965e-08 3.022e-05
bq2_DAIR 1.242e-07 1.676e-07 -7.544e-08 3.036e-05
bq2_DRIN -3.696e-07 -5.876e-07 2.023e-07 2.985e-05
bq2_FRUI -5.666e-07 -2.842e-07 7.526e-08 3.021e-05
bq2_MEAT -1.806e-08 1.162e-07 7.080e-08 2.991e-05
bq2_FISH -3.127e-08 -3.051e-07 4.006e-07 2.969e-05
bq3_CERE 1.405e-07 2.944e-07 -1.086e-07 5.272e-05
bq3_CONF -1.264e-07 -3.437e-09 9.099e-09 3.019e-05
bq3_DAIR -6.472e-09 2.188e-07 -9.304e-08 3.033e-05
bq3_DRIN -6.265e-07 -7.372e-07 3.216e-07 2.979e-05
bq3_FRUI 2.937e-07 1.653e-07 -6.282e-09 3.017e-05
bq3_MEAT -2.012e-07 -9.254e-08 6.109e-08 2.987e-05
bq3_FISH -2.704e-07 -3.387e-07 3.440e-07 2.968e-05
sig -1.631e-06 -2.128e-06 1.024e-06 -3.611e-08
bq1_CONF bq1_DAIR bq1_DRIN bq1_FRUI
alpha_base 1.837e-07 2.491e-08 -7.708e-08 -4.164e-07
gamma_CERE -8.184e-08 1.511e-08 -1.920e-07 5.009e-07
gamma_CONF 6.927e-08 -2.057e-09 -8.423e-08 3.889e-07
gamma_DAIR -2.104e-07 -2.387e-07 -7.656e-08 8.477e-07
gamma_DRIN -1.416e-06 1.221e-08 -7.890e-06 5.451e-06
gamma_FRUI -1.001e-07 3.119e-08 -1.457e-07 -1.304e-06
gamma_MEAT -6.508e-08 1.194e-08 -6.850e-08 2.000e-07
gamma_FISH -4.302e-08 1.629e-08 -7.538e-08 2.278e-07
gamma_OTHE -4.341e-08 8.231e-08 6.907e-08 4.729e-07
deltamu_CERE -3.030e-05 -3.033e-05 -2.966e-05 -2.983e-05
deltamu_CONF -5.291e-05 -3.022e-05 -2.966e-05 -2.970e-05
deltamu_DAIR -3.035e-05 -5.119e-05 -2.980e-05 -2.993e-05
deltamu_DRIN -2.969e-05 -2.989e-05 -6.498e-05 -3.001e-05
deltamu_FRUI -3.010e-05 -3.030e-05 -2.990e-05 -5.503e-05
deltamu_MEAT -2.972e-05 -2.998e-05 -2.999e-05 -3.012e-05
deltamu_FISH -2.946e-05 -2.965e-05 -2.991e-05 -3.012e-05
deltasigma_CERE 1.072e-07 -1.262e-08 -5.654e-08 -3.548e-09
deltasigma_CONF 2.711e-07 -1.913e-08 7.361e-09 -6.334e-08
deltasigma_DAIR 1.369e-09 2.506e-08 3.953e-08 1.684e-07
deltasigma_DRIN -1.575e-07 -3.180e-09 2.447e-07 5.591e-08
deltasigma_FRUI 9.599e-08 1.022e-07 -1.011e-07 -8.509e-07
deltasigma_MEAT -3.686e-08 1.405e-07 -3.174e-07 -2.439e-07
deltasigma_FISH 9.841e-09 -6.968e-08 -4.141e-08 6.660e-08
bq1_CERE 5.379e-05 5.405e-05 5.315e-05 5.375e-05
bq1_CONF 9.428e-05 5.384e-05 5.317e-05 5.352e-05
bq1_DAIR 5.384e-05 9.163e-05 5.327e-05 5.397e-05
bq1_DRIN 5.317e-05 5.327e-05 1.1544e-04 5.325e-05
bq1_FRUI 5.352e-05 5.397e-05 5.325e-05 9.875e-05
bq1_MEAT 5.316e-05 5.337e-05 5.322e-05 5.333e-05
bq1_FISH 5.295e-05 5.298e-05 5.316e-05 5.310e-05
bq2_CERE 3.023e-05 3.038e-05 2.984e-05 3.018e-05
bq2_CONF 5.266e-05 3.025e-05 2.986e-05 3.008e-05
bq2_DAIR 3.024e-05 5.131e-05 2.993e-05 3.031e-05
bq2_DRIN 2.983e-05 2.991e-05 6.519e-05 2.998e-05
bq2_FRUI 3.007e-05 3.032e-05 2.994e-05 5.558e-05
bq2_MEAT 2.988e-05 3.001e-05 2.989e-05 3.002e-05
bq2_FISH 2.972e-05 2.977e-05 2.986e-05 2.990e-05
bq3_CERE 3.022e-05 3.035e-05 2.980e-05 3.011e-05
bq3_CONF 5.251e-05 3.021e-05 2.983e-05 3.001e-05
bq3_DAIR 3.020e-05 5.115e-05 2.988e-05 3.025e-05
bq3_DRIN 2.976e-05 2.986e-05 6.492e-05 2.995e-05
bq3_FRUI 3.006e-05 3.029e-05 2.985e-05 5.522e-05
bq3_MEAT 2.985e-05 2.999e-05 2.986e-05 3.001e-05
bq3_FISH 2.968e-05 2.975e-05 2.985e-05 2.988e-05
sig -1.716e-07 -3.393e-08 1.307e-07 3.099e-07
bq1_MEAT bq1_FISH bq2_CERE bq2_CONF
alpha_base 1.482e-07 1.202e-07 2.803e-07 -6.409e-08
gamma_CERE -6.087e-08 -1.586e-07 8.981e-07 5.861e-08
gamma_CONF -9.098e-08 -8.254e-08 -2.033e-07 2.444e-07
gamma_DAIR -5.732e-08 -5.153e-08 -3.437e-07 1.319e-07
gamma_DRIN -1.206e-06 -1.516e-06 -2.562e-06 6.146e-07
gamma_FRUI -1.196e-07 -6.464e-08 -2.727e-07 1.089e-07
gamma_MEAT -2.941e-08 -2.870e-08 -8.901e-08 1.895e-08
gamma_FISH -3.184e-08 -2.321e-08 -7.127e-08 4.480e-08
gamma_OTHE -3.299e-08 -2.283e-08 -6.204e-07 -3.275e-07
deltamu_CERE -2.998e-05 -2.968e-05 -5.359e-05 -3.028e-05
deltamu_CONF -2.988e-05 -2.982e-05 -3.055e-05 -5.295e-05
deltamu_DAIR -3.019e-05 -2.990e-05 -3.079e-05 -3.030e-05
deltamu_DRIN -2.979e-05 -2.975e-05 -2.989e-05 -3.004e-05
deltamu_FRUI -3.000e-05 -3.000e-05 -3.051e-05 -3.016e-05
deltamu_MEAT -6.724e-05 -2.994e-05 -2.994e-05 -2.995e-05
deltamu_FISH -2.979e-05 -8.259e-05 -2.961e-05 -2.993e-05
deltasigma_CERE 1.123e-07 -7.128e-08 1.076e-07 6.357e-09
deltasigma_CONF 5.577e-08 6.678e-08 7.687e-08 4.053e-08
deltasigma_DAIR -1.034e-07 -9.474e-08 -1.639e-07 1.027e-07
deltasigma_DRIN -1.205e-07 3.430e-08 -3.218e-07 -4.214e-08
deltasigma_FRUI -1.089e-07 2.352e-07 2.109e-07 -5.252e-09
deltasigma_MEAT 2.464e-07 1.015e-07 1.320e-07 -1.658e-07
deltasigma_FISH -2.744e-08 -2.394e-07 -1.419e-07 3.965e-08
bq1_CERE 5.321e-05 5.287e-05 5.285e-05 3.022e-05
bq1_CONF 5.316e-05 5.295e-05 3.023e-05 5.266e-05
bq1_DAIR 5.337e-05 5.298e-05 3.038e-05 3.025e-05
bq1_DRIN 5.322e-05 5.316e-05 2.984e-05 2.986e-05
bq1_FRUI 5.333e-05 5.310e-05 3.018e-05 3.008e-05
bq1_MEAT 1.2102e-04 5.324e-05 2.992e-05 2.988e-05
bq1_FISH 5.324e-05 1.4795e-04 2.971e-05 2.974e-05
bq2_CERE 2.992e-05 2.971e-05 9.042e-05 5.165e-05
bq2_CONF 2.988e-05 2.974e-05 5.165e-05 8.998e-05
bq2_DAIR 3.001e-05 2.977e-05 5.188e-05 5.170e-05
bq2_DRIN 2.986e-05 2.982e-05 5.103e-05 5.116e-05
bq2_FRUI 3.000e-05 2.985e-05 5.160e-05 5.143e-05
bq2_MEAT 6.757e-05 2.991e-05 5.113e-05 5.112e-05
bq2_FISH 2.991e-05 8.278e-05 5.083e-05 5.088e-05
bq3_CERE 2.989e-05 2.970e-05 5.287e-05 3.020e-05
bq3_CONF 2.984e-05 2.971e-05 3.022e-05 5.259e-05
bq3_DAIR 2.997e-05 2.976e-05 3.038e-05 3.023e-05
bq3_DRIN 2.982e-05 2.979e-05 2.975e-05 2.988e-05
bq3_FRUI 3.001e-05 2.984e-05 3.023e-05 3.004e-05
bq3_MEAT 6.732e-05 2.988e-05 2.990e-05 2.990e-05
bq3_FISH 2.987e-05 8.262e-05 2.967e-05 2.974e-05
sig -1.337e-07 -1.049e-07 -2.320e-07 5.179e-08
(...)
20 worst outliers in terms of lowest average per choice prediction:
ID Avg prob per choice
1107 1.799990e-08
4335 4.743375e-08
3894 7.152529e-08
3907 3.096934e-07
2408 3.136629e-07
1398 3.976777e-07
5718 3.978291e-07
591 4.458388e-07
7766 4.493917e-07
5953 4.517020e-07
1593 4.935153e-07
3464 6.083452e-07
3971 6.781527e-07
1007 7.020020e-07
5931 7.547205e-07
1882 7.701079e-07
2225 8.039169e-07
1324 9.069886e-07
6215 9.100669e-07
2000 9.377446e-07
Changes in parameter estimates from starting values:
Initial Estimate Difference
alpha_base -0.1000 -1.24713 -1.14713
gamma_CERE 1.0000 2.77008 1.77008
gamma_CONF 1.0000 1.73643 0.73643
gamma_DAIR 1.0000 2.82841 1.82841
gamma_DRIN 1.0000 17.12920 16.12920
gamma_FRUI 1.0000 3.24529 2.24529
gamma_MEAT 1.0000 1.07445 0.07445
gamma_FISH 1.0000 1.61985 0.61985
gamma_OTHE 1.0000 1.39739 0.39739
deltamu_CERE 0.0000 -0.04772 -0.04772
deltamu_CONF 0.0000 0.76505 0.76505
deltamu_DAIR 0.0000 0.70993 0.70993
deltamu_DRIN 0.0000 -2.69255 -2.69255
deltamu_FRUI 0.0000 -0.49775 -0.49775
deltamu_MEAT 0.0000 -0.02205 -0.02205
deltamu_FISH 0.0000 -0.72810 -0.72810
deltamu_OTHE 0.0000 0.00000 0.00000
deltasigma_CERE 0.0000 -0.37644 -0.37644
deltasigma_CONF 0.0000 -0.51532 -0.51532
deltasigma_DAIR 0.0000 0.51371 0.51371
deltasigma_DRIN 0.0000 0.77927 0.77927
deltasigma_FRUI 0.0000 -0.73787 -0.73787
deltasigma_MEAT 0.0000 -0.80386 -0.80386
deltasigma_FISH 0.0000 0.51502 0.51502
deltasigma_OTHE 0.0000 0.00000 0.00000
bq1_CERE 0.0000 -0.03149 -0.03149
bq1_CONF 0.0000 -0.12027 -0.12027
bq1_DAIR 0.0000 -0.02310 -0.02310
bq1_DRIN 0.0000 0.02320 0.02320
bq1_FRUI 0.0000 0.11959 0.11959
bq1_MEAT 0.0000 -0.07825 -0.07825
bq1_FISH 0.0000 -0.06806 -0.06806
bq2_CERE 0.0000 -0.05239 -0.05239
bq2_CONF 0.0000 0.03010 0.03010
bq2_DAIR 0.0000 0.06495 0.06495
bq2_DRIN 0.0000 0.31479 0.31479
bq2_FRUI 0.0000 0.24780 0.24780
bq2_MEAT 0.0000 0.07225 0.07225
bq2_FISH 0.0000 0.12736 0.12736
bq3_CERE 0.0000 -0.03564 -0.03564
bq3_CONF 0.0000 0.06531 0.06531
bq3_DAIR 0.0000 0.11894 0.11894
bq3_DRIN 0.0000 0.53515 0.53515
bq3_FRUI 0.0000 0.08814 0.08814
bq3_MEAT 0.0000 0.18605 0.18605
bq3_FISH 0.0000 0.31202 0.31202
bq1_OTHE 0.0000 0.00000 0.00000
bq2_OTHE 0.0000 0.00000 0.00000
bq3_OTHE 0.0000 0.00000 0.00000
sig 1.0000 0.98783 -0.01217
Settings and functions used in model definition:
apollo_control
--------------
Value
modelName "Model_4"
modelDescr "MDCEV model 4"
indivID "id_hh"
outputDirectory "Estimation in R/output/"
nCores "7"
panelData "TRUE"
mixing "TRUE"
debug "FALSE"
workInLogs "FALSE"
seed "13"
HB "FALSE"
noValidation "FALSE"
noDiagnostics "FALSE"
calculateLLC "TRUE"
analyticGrad "TRUE"
analyticGrad_manualSet "FALSE"
overridePanel "FALSE"
preventOverridePanel "FALSE"
noModification "FALSE"
Hessian routines attempted
--------------------------
numerical second derivative of LL (using numDeriv)
Scaling in estimation
---------------------
Value
alpha_base 1.24716362
gamma_CERE 2.77009654
gamma_CONF 1.73643271
gamma_DAIR 2.82839370
gamma_DRIN 17.12917820
gamma_FRUI 3.24525642
gamma_MEAT 1.07443565
gamma_FISH 1.61985051
gamma_OTHE 1.39740246
deltamu_CERE 0.04771557
deltamu_CONF 0.76505010
deltamu_DAIR 0.70992851
deltamu_DRIN 2.69253674
deltamu_FRUI 0.49775388
deltamu_MEAT 0.02205239
deltamu_FISH 0.72809741
deltasigma_CERE 0.37643617
deltasigma_CONF 0.51532308
deltasigma_DAIR 0.51371079
deltasigma_DRIN 0.77926748
deltasigma_FRUI 0.73786746
deltasigma_MEAT 0.80385519
deltasigma_FISH 0.51502382
bq1_CERE 0.03148717
bq1_CONF 0.12026826
bq1_DAIR 0.02309677
bq1_DRIN 0.02319548
bq1_FRUI 0.11958901
bq1_MEAT 0.07825262
bq1_FISH 0.06805617
bq2_CERE 0.05239023
bq2_CONF 0.03010223
bq2_DAIR 0.06494890
bq2_DRIN 0.31479041
bq2_FRUI 0.24780281
bq2_MEAT 0.07224981
bq2_FISH 0.12736122
bq3_CERE 0.03564169
bq3_CONF 0.06530840
bq3_DAIR 0.11893755
bq3_DRIN 0.53514619
bq3_FRUI 0.08814024
bq3_MEAT 0.18604828
bq3_FISH 0.31201846
sig 0.98781069
Scaling used in computing Hessian
---------------------------------
Value
alpha_base 1.24712964
gamma_CERE 2.77007964
gamma_CONF 1.73643094
gamma_DAIR 2.82840682
gamma_DRIN 17.12920434
gamma_FRUI 3.24529481
gamma_MEAT 1.07444734
gamma_FISH 1.61984972
gamma_OTHE 1.39739398
deltamu_CERE 0.04771558
deltamu_CONF 0.76504978
deltamu_DAIR 0.70993058
deltamu_DRIN 2.69255116
deltamu_FRUI 0.49775376
deltamu_MEAT 0.02205239
deltamu_FISH 0.72809789
deltasigma_CERE 0.37643605
deltasigma_CONF 0.51532276
deltasigma_DAIR 0.51371030
deltasigma_DRIN 0.77926636
deltasigma_FRUI 0.73786774
deltasigma_MEAT 0.80385505
deltasigma_FISH 0.51502370
bq1_CERE 0.03148717
bq1_CONF 0.12026826
bq1_DAIR 0.02309677
bq1_DRIN 0.02319548
bq1_FRUI 0.11958901
bq1_MEAT 0.07825261
bq1_FISH 0.06805617
bq2_CERE 0.05239023
bq2_CONF 0.03010223
bq2_DAIR 0.06494891
bq2_DRIN 0.31479035
bq2_FRUI 0.24780281
bq2_MEAT 0.07224981
bq2_FISH 0.12736121
bq3_CERE 0.03564169
bq3_CONF 0.06530840
bq3_DAIR 0.11893757
bq3_DRIN 0.53514603
bq3_FRUI 0.08814024
bq3_MEAT 0.18604829
bq3_FISH 0.31201845
sig 0.98782966
apollo_randCoeff
------------------
function(apollo_beta, apollo_inputs){
randcoeff = list()
randcoeff[["delta_CERE"]] = deltamu_CERE + deltasigma_CERE *draws_CERE
randcoeff[["delta_CONF"]] = deltamu_CONF + deltasigma_CONF *draws_CONF
randcoeff[["delta_DAIR"]] = deltamu_DAIR + deltasigma_DAIR *draws_DAIR
randcoeff[["delta_DRIN"]] = deltamu_DRIN + deltasigma_DRIN *draws_DRIN
randcoeff[["delta_FRUI"]] = deltamu_FRUI + deltasigma_FRUI *draws_FRUI
randcoeff[["delta_MEAT"]] = deltamu_MEAT + deltasigma_MEAT *draws_MEAT
randcoeff[["delta_FISH"]] = deltamu_FISH + deltasigma_FISH *draws_FISH
randcoeff[["delta_OTHE"]] = deltamu_OTHE + deltasigma_OTHE *draws_OTHE
#for(j in goods){
#randcoeff[[paste0("q1_",j)]] = get(paste0("bqmu1_",j)) + get(paste0("bqsigma1_",j))*get(paste0("draws_",j))
#randcoeff[[paste0("q2_",j)]] = get(paste0("bqmu2_",j)) + get(paste0("bqsigma2_",j))*get(paste0("draws_",j))
#randcoeff[[paste0("q3_",j)]] = get(paste0("bqmu3_",j)) + get(paste0("bqsigma3_",j))*get(paste0("draws_",j))
# }
return(randcoeff)
}
<bytecode: 0x0000026ebadaf640>
apollo_probabilities
----------------------
function(apollo_beta, apollo_inputs, functionality="estimate"){
### Attach inputs and detach after function exit
apollo_attach(apollo_beta, apollo_inputs)
on.exit(apollo_detach(apollo_beta, apollo_inputs))
### Create list of probabilities P
P = list()
### Define individual alternatives
alternatives = c("CERE" ,
"CONF" ,
"DAIR" ,
"DRIN" ,
"FRUI" ,
"MEAT" ,
"FISH" ,
"OTHE"
)
### Define availabilities
avail = list(CERE = 1 ,
CONF = 1 ,
DAIR = 1 ,
DRIN = 1 ,
FRUI = 1 ,
MEAT = 1 ,
FISH = 1 ,
OTHE = 1
)
### Define continuous consumption for individual alternatives
continuousChoice = list(CERE = volumeCERE ,
CONF = volumeCONF ,
DAIR = volumeDAIR ,
DRIN = volumeDRIN ,
FRUI = volumeFRUI ,
MEAT = volumeMEAT ,
FISH = volumeFISH ,
OTHE = volumeOTHE )
### Define recursive utilities for individual alternatives
V = list()
# V[["CERE"]] = delta_CERE
# V[["CONF"]] = delta_CONF
# V[["DAIR"]] = delta_DAIR
# V[["DRIN"]] = delta_DRIN
# V[["FRUI"]] = delta_FRUI
# V[["MEAT"]] = delta_MEAT
# V[["FISH"]] = delta_FISH
# V[["OTHE"]] = delta_OTHE
for(j in goods){
print(j)
V[[j]] = get(paste0("delta_",j)) +
get(paste0("bq1_",j))*(quarter==1) + get(paste0("bq2_",j))*(quarter==2) + get(paste0("bq3_",j))*(quarter==3)
}
### Define alpha parameters ##alternative
alpha = list(CERE = 1 - exp(-alpha_base) ,
CONF = 1 - exp(-alpha_base) ,
DAIR = 1 - exp(-alpha_base) ,
DRIN = 1 - exp(-alpha_base) ,
FRUI = 1 - exp(-alpha_base) ,
MEAT = 1 - exp(-alpha_base) ,
FISH = 1 - exp(-alpha_base) ,
OTHE = 1 - exp(-alpha_base)
)
### Define gamma parameters
gamma = list(CERE = gamma_CERE ,
CONF = gamma_CONF ,
DAIR = gamma_DAIR ,
DRIN = gamma_DRIN ,
FRUI = gamma_FRUI ,
MEAT = gamma_MEAT ,
FISH = gamma_FISH ,
OTHE = gamma_OTHE
)
### Define costs for individual alternatives
cost = list(CERE = priceCERE ,
CONF = priceCONF ,
DAIR = priceDAIR ,
DRIN = priceDRIN ,
FRUI = priceFRUI ,
MEAT = priceMEAT ,
FISH = priceFISH ,
OTHE = priceOTHE
)
### Define settings for MDCEV model
mdcev_settings <- list(alternatives = alternatives,
avail = avail,
continuousChoice = continuousChoice,
utilities = V,
alpha = alpha,
gamma = gamma,
sigma = sig,
cost = cost,
budget = exp_week)
### Compute probabilities using MDCEV model
P[["model"]] = apollo_mdcev(mdcev_settings, functionality)
### Take product across observation for same individual
P = apollo_panelProd(P, apollo_inputs, functionality)
### Average across inter-individual draws
P = apollo_avgInterDraws(P, apollo_inputs, functionality)
### Prepare and return outputs of function
P = apollo_prepareProb(P, apollo_inputs, functionality)
return(P)
}