Model run by stephane.hess using Apollo 0.3.6 on R 4.5.1 for Darwin. Please acknowledge the use of Apollo by citing Hess & Palma (2019) DOI 10.1016/j.jocm.2019.100170 www.ApolloChoiceModelling.com Model name : MDCNEV Model description : MDCNEV model on time use data, alpha-gamma profile with outside good and socio-demographics Model run at : 2025-09-19 11:49:43.763669 Estimation method : bgw Estimation diagnosis : Relative function convergence Optimisation diagnosis : Maximum found hessian properties : Negative definite maximum eigenvalue : -2.940397 reciprocal of condition number : 0.00051054 Number of individuals : 447 Number of rows in database : 2826 Number of modelled outcomes : 2826 Number of cores used : 4 Model without mixing LL(start) : -15007.36 LL at equal shares, LL(0) : NA LL at observed shares, LL(C) : NA LL(final) : -14991.16 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 : 30012.33 BIC : 30101.53 Estimated parameters : 15 Time taken (hh:mm:ss) : 00:01:26.89 pre-estimation : 00:00:4.48 estimation : 00:00:20.14 post-estimation : 00:01:2.27 Iterations : 9 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) alpha_generic 0.0000 NA NA NA NA gamma_work 4.6712 0.28701 16.275 0.27693 16.868 gamma_school 3.0879 0.58314 5.295 0.54533 5.662 gamma_shopping 0.5372 0.04003 13.420 0.04693 11.447 gamma_private 0.6165 0.05009 12.309 0.06721 9.173 gamma_leisure 2.6529 0.18266 14.524 0.21283 12.465 delta_work -3.7000 0.07139 -51.829 0.11766 -31.447 delta_school -7.4171 0.22460 -33.024 0.34584 -21.446 delta_shopping -3.6624 0.04272 -85.738 0.05532 -66.206 delta_private -4.2749 0.04787 -89.304 0.06214 -68.795 delta_leisure -3.3129 0.04073 -81.340 0.05308 -62.410 delta_work_FT 1.3422 0.08305 16.161 0.13665 9.822 delta_work_wknd -2.8878 0.14356 -20.116 0.19744 -14.626 delta_school_young 2.3380 0.25770 9.072 0.40206 5.815 delta_leisure_wknd 0.2309 0.06282 3.676 0.06676 3.459 theta_mandatory 1.0000 NA NA NA NA theta_optional 0.8583 0.02385 35.987 0.03752 22.877 Nest structure for MDCNEV model component : mandatory (1): work, school, private optional. (0.86): outside, shopping, leisure Overview of choices for MDCNEV model component : outside work school shopping private leisure Times available 2826.00 2826.00 2826.00 2826.0 2826.00 2826.00 Observations in which chosen 2826.00 1139.00 85.00 783.0 535.00 1174.00 Average consumption when available 18.21 2.89 0.11 0.5 0.44 1.85 Average consumption when chosen 18.21 7.17 3.52 1.8 2.34 4.45 Classical covariance matrix: gamma_work gamma_school gamma_shopping gamma_private gamma_work 0.082377 -3.8249e-04 -7.7658e-04 -3.746e-05 gamma_school -3.8249e-04 0.340054 -5.263e-05 -1.708e-05 gamma_shopping -7.7658e-04 -5.263e-05 0.001602 -1.232e-05 gamma_private -3.746e-05 -1.708e-05 -1.232e-05 0.002509 gamma_leisure -0.004514 -4.8964e-04 0.002664 -7.880e-05 delta_work -0.002304 1.3279e-04 5.055e-05 5.805e-06 delta_school -1.3073e-04 -2.3900e-04 -1.225e-05 3.381e-07 delta_shopping -8.1810e-04 -4.357e-05 3.5479e-04 -1.321e-05 delta_private -9.203e-05 1.974e-06 -4.598e-06 -2.2180e-04 delta_leisure -4.9293e-04 2.947e-06 3.1473e-04 -8.312e-06 delta_work_FT -0.005141 -1.2653e-04 3.555e-05 -9.628e-06 delta_work_wknd 0.006488 -7.243e-05 -6.058e-05 9.085e-06 delta_school_young 1.0423e-04 -0.003060 -2.396e-05 -5.054e-08 delta_leisure_wknd 4.2159e-04 -2.860e-05 -2.3472e-04 1.233e-05 theta_optional 7.7810e-04 4.806e-05 -5.4654e-04 1.308e-05 gamma_leisure delta_work delta_school delta_shopping gamma_work -0.004514 -0.002304 -1.3073e-04 -8.1810e-04 gamma_school -4.8964e-04 1.3279e-04 -2.3900e-04 -4.357e-05 gamma_shopping 0.002664 5.055e-05 -1.225e-05 3.5479e-04 gamma_private -7.880e-05 5.805e-06 3.381e-07 -1.321e-05 gamma_leisure 0.033363 2.7282e-04 -1.0818e-04 0.002679 delta_work 2.7282e-04 0.005096 3.7968e-04 3.5122e-04 delta_school -1.0818e-04 3.7968e-04 0.05045 2.8113e-04 delta_shopping 0.002679 3.5122e-04 2.8113e-04 0.001825 delta_private -5.614e-05 3.8987e-04 3.8523e-04 2.9336e-04 delta_leisure 6.1058e-04 4.2240e-04 2.8241e-04 6.1452e-04 delta_work_FT 1.9720e-04 -0.004655 5.469e-06 3.463e-05 delta_work_wknd -4.1170e-04 -9.1040e-04 3.786e-05 -6.752e-05 delta_school_young -9.569e-05 3.023e-05 -0.05025 -1.712e-05 delta_leisure_wknd -0.001802 -2.9834e-04 4.946e-05 -2.2508e-04 theta_optional -0.002779 -5.271e-05 1.075e-05 -5.5435e-04 delta_private delta_leisure delta_work_FT delta_work_wknd gamma_work -9.203e-05 -4.9293e-04 -0.005141 0.006488 gamma_school 1.974e-06 2.947e-06 -1.2653e-04 -7.243e-05 gamma_shopping -4.598e-06 3.1473e-04 3.555e-05 -6.058e-05 gamma_private -2.2180e-04 -8.312e-06 -9.628e-06 9.085e-06 gamma_leisure -5.614e-05 6.1058e-04 1.9720e-04 -4.1170e-04 delta_work 3.8987e-04 4.2240e-04 -0.004655 -9.1040e-04 delta_school 3.8523e-04 2.8241e-04 5.469e-06 3.786e-05 delta_shopping 2.9336e-04 6.1452e-04 3.463e-05 -6.752e-05 delta_private 0.002291 2.9066e-04 -8.444e-06 2.193e-05 delta_leisure 2.9066e-04 0.001659 1.827e-05 -3.1991e-04 delta_work_FT -8.444e-06 1.827e-05 0.006898 -0.001336 delta_work_wknd 2.193e-05 -3.1991e-04 -0.001336 0.020609 delta_school_young -8.641e-06 -1.764e-05 -6.737e-05 -1.499e-05 delta_leisure_wknd 3.480e-05 -0.001436 -1.745e-05 9.2613e-04 theta_optional 8.110e-07 -3.3022e-04 -4.429e-05 7.561e-05 delta_school_young delta_leisure_wknd theta_optional gamma_work 1.0423e-04 4.2159e-04 7.7810e-04 gamma_school -0.003060 -2.860e-05 4.806e-05 gamma_shopping -2.396e-05 -2.3472e-04 -5.4654e-04 gamma_private -5.054e-08 1.233e-05 1.308e-05 gamma_leisure -9.569e-05 -0.001802 -0.002779 delta_work 3.023e-05 -2.9834e-04 -5.271e-05 delta_school -0.050247 4.946e-05 1.075e-05 delta_shopping -1.712e-05 -2.2508e-04 -5.5435e-04 delta_private -8.641e-06 3.480e-05 8.110e-07 delta_leisure -1.764e-05 -0.001436 -3.3022e-04 delta_work_FT -6.737e-05 -1.745e-05 -4.429e-05 delta_work_wknd -1.499e-05 9.2613e-04 7.561e-05 delta_school_young 0.066411 1.371e-05 2.033e-05 delta_leisure_wknd 1.371e-05 0.003946 2.5551e-04 theta_optional 2.033e-05 2.5551e-04 5.6888e-04 Robust covariance matrix: gamma_work gamma_school gamma_shopping gamma_private gamma_work 0.076692 0.012728 -0.001654 0.001206 gamma_school 0.012728 0.297387 -0.002134 7.7325e-04 gamma_shopping -0.001654 -0.002134 0.002202 5.945e-05 gamma_private 0.001206 7.7325e-04 5.945e-05 0.004518 gamma_leisure -0.002103 -0.004507 0.004109 -0.001064 delta_work -0.003475 -0.002734 6.4131e-04 -7.7436e-04 delta_school 0.011270 0.045075 -8.6088e-04 1.5410e-04 delta_shopping -0.002582 -3.6890e-04 5.2204e-04 -3.1997e-04 delta_private 0.001168 0.001518 -1.9441e-04 -1.2716e-04 delta_leisure -0.002655 0.001207 4.3193e-04 -2.4733e-04 delta_work_FT -0.011896 0.003176 -3.4255e-04 4.9324e-04 delta_work_wknd 0.020957 0.001503 -4.583e-05 7.3022e-04 delta_school_young -0.005537 -0.047036 8.6564e-04 1.8893e-04 delta_leisure_wknd 0.001687 0.001865 -5.4528e-04 7.709e-05 theta_optional 0.001807 0.001363 -9.8679e-04 1.1367e-04 gamma_leisure delta_work delta_school delta_shopping gamma_work -0.002103 -0.003475 0.011270 -0.002582 gamma_school -0.004507 -0.002734 0.045075 -3.6890e-04 gamma_shopping 0.004109 6.4131e-04 -8.6088e-04 5.2204e-04 gamma_private -0.001064 -7.7436e-04 1.5410e-04 -3.1997e-04 gamma_leisure 0.045299 0.002610 -2.6629e-04 0.003639 delta_work 0.002610 0.013844 0.004059 9.2379e-04 delta_school -2.6629e-04 0.004059 0.119608 -0.001678 delta_shopping 0.003639 9.2379e-04 -0.001678 0.003060 delta_private -0.001300 -4.3808e-04 8.7777e-04 5.5556e-04 delta_leisure 8.1534e-04 3.6858e-04 -4.7601e-04 0.001324 delta_work_FT -0.002332 -0.013551 -0.005292 -3.4690e-04 delta_work_wknd 0.003064 7.9021e-04 0.012142 -0.001236 delta_school_young -5.4661e-04 -0.008469 -0.119826 0.001402 delta_leisure_wknd -0.002088 -4.387e-05 3.9639e-04 -3.7413e-04 theta_optional -0.005314 -3.8576e-04 0.001434 -0.001194 delta_private delta_leisure delta_work_FT delta_work_wknd gamma_work 0.001168 -0.002655 -0.011896 0.020957 gamma_school 0.001518 0.001207 0.003176 0.001503 gamma_shopping -1.9441e-04 4.3193e-04 -3.4255e-04 -4.583e-05 gamma_private -1.2716e-04 -2.4733e-04 4.9324e-04 7.3022e-04 gamma_leisure -0.001300 8.1534e-04 -0.002332 0.003064 delta_work -4.3808e-04 3.6858e-04 -0.013551 7.9021e-04 delta_school 8.7777e-04 -4.7601e-04 -0.005292 0.012142 delta_shopping 5.5556e-04 0.001324 -3.4690e-04 -0.001236 delta_private 0.003861 8.5952e-04 4.2594e-04 -2.4709e-04 delta_leisure 8.5952e-04 0.002818 3.9201e-04 -9.0022e-04 delta_work_FT 4.2594e-04 3.9201e-04 0.018674 -0.006530 delta_work_wknd -2.4709e-04 -9.0022e-04 -0.006530 0.038983 delta_school_young -0.001128 3.3572e-04 0.008747 -0.005972 delta_leisure_wknd 5.742e-05 -0.001690 -1.9139e-04 2.9354e-04 theta_optional 9.107e-05 -7.3225e-04 1.5868e-04 1.9659e-04 delta_school_young delta_leisure_wknd theta_optional gamma_work -0.005537 0.001687 0.001807 gamma_school -0.047036 0.001865 0.001363 gamma_shopping 8.6564e-04 -5.4528e-04 -9.8679e-04 gamma_private 1.8893e-04 7.709e-05 1.1367e-04 gamma_leisure -5.4661e-04 -0.002088 -0.005314 delta_work -0.008469 -4.387e-05 -3.8576e-04 delta_school -0.119826 3.9639e-04 0.001434 delta_shopping 0.001402 -3.7413e-04 -0.001194 delta_private -0.001128 5.742e-05 9.107e-05 delta_leisure 3.3572e-04 -0.001690 -7.3225e-04 delta_work_FT 0.008747 -1.9139e-04 1.5868e-04 delta_work_wknd -0.005972 2.9354e-04 1.9659e-04 delta_school_young 0.161656 0.001144 -0.001066 delta_leisure_wknd 0.001144 0.004457 6.7548e-04 theta_optional -0.001066 6.7548e-04 0.001408 Classical correlation matrix: gamma_work gamma_school gamma_shopping gamma_private gamma_work 1.000000 -0.002285 -0.067592 -0.002606 gamma_school -0.002285 1.000000 -0.002255 -5.8477e-04 gamma_shopping -0.067592 -0.002255 1.000000 -0.006143 gamma_private -0.002606 -5.8477e-04 -0.006143 1.000000 gamma_leisure -0.086099 -0.004597 0.364356 -0.008613 delta_work -0.112451 0.003190 0.017691 0.001624 delta_school -0.002028 -0.001825 -0.001363 3.005e-05 delta_shopping -0.066728 -0.001749 0.207483 -0.006176 delta_private -0.006698 7.073e-05 -0.002399 -0.092508 delta_leisure -0.042167 1.2409e-04 0.193037 -0.004075 delta_work_FT -0.215653 -0.002613 0.010694 -0.002314 delta_work_wknd 0.157464 -8.6517e-04 -0.010541 0.001264 delta_school_young 0.001409 -0.020365 -0.002322 -3.916e-06 delta_leisure_wknd 0.023382 -7.8078e-04 -0.093338 0.003919 theta_optional 0.113663 0.003456 -0.572434 0.010952 gamma_leisure delta_work delta_school delta_shopping gamma_work -0.086099 -0.112451 -0.002028 -0.066728 gamma_school -0.004597 0.003190 -0.001825 -0.001749 gamma_shopping 0.364356 0.017691 -0.001363 0.207483 gamma_private -0.008613 0.001624 3.005e-05 -0.006176 gamma_leisure 1.000000 0.020922 -0.002637 0.343320 delta_work 0.020922 1.000000 0.023680 0.115173 delta_school -0.002637 0.023680 1.000000 0.029302 delta_shopping 0.343320 0.115173 0.029302 1.000000 delta_private -0.006420 0.114087 0.035831 0.143463 delta_leisure 0.082073 0.145273 0.030871 0.353207 delta_work_FT 0.012999 -0.785107 2.9320e-04 0.009761 delta_work_wknd -0.015700 -0.088832 0.001174 -0.011010 delta_school_young -0.002033 0.001643 -0.868122 -0.001555 delta_leisure_wknd -0.157027 -0.066523 0.003505 -0.083874 theta_optional -0.637774 -0.030955 0.002006 -0.544095 delta_private delta_leisure delta_work_FT delta_work_wknd gamma_work -0.006698 -0.042167 -0.215653 0.157464 gamma_school 7.073e-05 1.2409e-04 -0.002613 -8.6517e-04 gamma_shopping -0.002399 0.193037 0.010694 -0.010541 gamma_private -0.092508 -0.004075 -0.002314 0.001264 gamma_leisure -0.006420 0.082073 0.012999 -0.015700 delta_work 0.114087 0.145273 -0.785107 -0.088832 delta_school 0.035831 0.030871 2.9320e-04 0.001174 delta_shopping 0.143463 0.353207 0.009761 -0.011010 delta_private 1.000000 0.149079 -0.002124 0.003192 delta_leisure 0.149079 1.000000 0.005401 -0.054714 delta_work_FT -0.002124 0.005401 1.000000 -0.112092 delta_work_wknd 0.003192 -0.054714 -0.112092 1.000000 delta_school_young -7.0045e-04 -0.001681 -0.003148 -4.0520e-04 delta_leisure_wknd 0.011572 -0.561044 -0.003345 0.102692 theta_optional 7.1036e-04 -0.339926 -0.022358 0.022081 delta_school_young delta_leisure_wknd theta_optional gamma_work 0.001409 0.023382 0.113663 gamma_school -0.020365 -7.8078e-04 0.003456 gamma_shopping -0.002322 -0.093338 -0.572434 gamma_private -3.916e-06 0.003919 0.010952 gamma_leisure -0.002033 -0.157027 -0.637774 delta_work 0.001643 -0.066523 -0.030955 delta_school -0.868122 0.003505 0.002006 delta_shopping -0.001555 -0.083874 -0.544095 delta_private -7.0045e-04 0.011572 7.1036e-04 delta_leisure -0.001681 -0.561044 -0.339926 delta_work_FT -0.003148 -0.003345 -0.022358 delta_work_wknd -4.0520e-04 0.102692 0.022081 delta_school_young 1.000000 8.4698e-04 0.003308 delta_leisure_wknd 8.4698e-04 1.000000 0.170528 theta_optional 0.003308 0.170528 1.000000 Robust correlation matrix: gamma_work gamma_school gamma_shopping gamma_private gamma_work 1.00000 0.08428 -0.127272 0.064775 gamma_school 0.08428 1.00000 -0.083380 0.021096 gamma_shopping -0.12727 -0.08338 1.000000 0.018847 gamma_private 0.06477 0.02110 0.018847 1.000000 gamma_leisure -0.03567 -0.03883 0.411358 -0.074380 delta_work -0.10666 -0.04261 0.116141 -0.097915 delta_school 0.11768 0.23900 -0.053040 0.006629 delta_shopping -0.16853 -0.01223 0.201083 -0.086054 delta_private 0.06786 0.04481 -0.066665 -0.030444 delta_leisure -0.18062 0.04168 0.173382 -0.069319 delta_work_FT -0.31434 0.04262 -0.053413 0.053700 delta_work_wknd 0.38328 0.01396 -0.004946 0.055024 delta_school_young -0.04973 -0.21452 0.045876 0.006991 delta_leisure_wknd 0.09124 0.05122 -0.174034 0.017180 theta_optional 0.17392 0.06661 -0.560408 0.045074 gamma_leisure delta_work delta_school delta_shopping gamma_work -0.035674 -0.106655 0.117676 -0.16853 gamma_school -0.038830 -0.042605 0.238995 -0.01223 gamma_shopping 0.411358 0.116141 -0.053040 0.20108 gamma_private -0.074380 -0.097915 0.006629 -0.08605 gamma_leisure 1.000000 0.104219 -0.003618 0.30909 delta_work 0.104219 1.000000 0.099756 0.14193 delta_school -0.003618 0.099756 1.000000 -0.08772 delta_shopping 0.309091 0.141929 -0.087722 1.00000 delta_private -0.098321 -0.059917 0.040844 0.16162 delta_leisure 0.072167 0.059013 -0.025928 0.45104 delta_work_FT -0.080190 -0.842768 -0.111978 -0.04589 delta_work_wknd 0.072909 0.034015 0.177814 -0.11317 delta_school_young -0.006388 -0.179024 -0.861736 0.06305 delta_leisure_wknd -0.146936 -0.005584 0.017168 -0.10130 theta_optional -0.665388 -0.087382 0.110485 -0.57517 delta_private delta_leisure delta_work_FT delta_work_wknd gamma_work 0.06786 -0.18062 -0.31434 0.383281 gamma_school 0.04481 0.04168 0.04262 0.013962 gamma_shopping -0.06667 0.17338 -0.05341 -0.004946 gamma_private -0.03044 -0.06932 0.05370 0.055024 gamma_leisure -0.09832 0.07217 -0.08019 0.072909 delta_work -0.05992 0.05901 -0.84277 0.034015 delta_school 0.04084 -0.02593 -0.11198 0.177814 delta_shopping 0.16162 0.45104 -0.04589 -0.113171 delta_private 1.00000 0.26057 0.05016 -0.020139 delta_leisure 0.26057 1.00000 0.05404 -0.085892 delta_work_FT 0.05016 0.05404 1.00000 -0.242014 delta_work_wknd -0.02014 -0.08589 -0.24201 1.000000 delta_school_young -0.04515 0.01573 0.15920 -0.075228 delta_leisure_wknd 0.01384 -0.47683 -0.02098 0.022269 theta_optional 0.03906 -0.36765 0.03095 0.026537 delta_school_young delta_leisure_wknd theta_optional gamma_work -0.049731 0.091235 0.17392 gamma_school -0.214522 0.051222 0.06661 gamma_shopping 0.045876 -0.174034 -0.56041 gamma_private 0.006991 0.017180 0.04507 gamma_leisure -0.006388 -0.146936 -0.66539 delta_work -0.179024 -0.005584 -0.08738 delta_school -0.861736 0.017168 0.11048 delta_shopping 0.063051 -0.101303 -0.57517 delta_private -0.045149 0.013840 0.03906 delta_leisure 0.015730 -0.476830 -0.36765 delta_work_FT 0.159195 -0.020979 0.03095 delta_work_wknd -0.075228 0.022269 0.02654 delta_school_young 1.000000 0.042629 -0.07065 delta_leisure_wknd 0.042629 1.000000 0.26966 theta_optional -0.070651 0.269659 1.00000 20 most extreme outliers in terms of lowest average per choice prediction: ID Avg prob per choice 2146576 1.144758e-06 9902059 1.615555e-05 9880000 1.987715e-05 6292582 3.853661e-05 8415029 6.452216e-05 3051038 7.019499e-05 8530000 7.460547e-05 8494828 7.518779e-05 9230000 7.685594e-05 7560000 8.772843e-05 7177352 9.735483e-05 5436896 9.914416e-05 6689995 1.033844e-04 3730000 1.058305e-04 1226238 1.138558e-04 2119561 1.224394e-04 1566942 1.277751e-04 9216479 1.441712e-04 6490000 1.471737e-04 2942411 1.499721e-04 Settings and functions used in model definition: apollo_control -------------- Value modelDescr "MDCNEV model on time use data, alpha-gamma profile with outside good and socio-demographics" indivID "indivID" nCores "4" outputDirectory "output/" debug "FALSE" modelName "MDCNEV" workInLogs "FALSE" seed "13" mixing "FALSE" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" analyticHessian "FALSE" memorySaver "FALSE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" overridePanel "FALSE" preventOverridePanel "FALSE" noModification "FALSE" Hessian routines attempted -------------------------- numerical second derivative of LL (using numDeriv) Scaling used in computing Hessian --------------------------------- Value gamma_work 4.6712079 gamma_school 3.0879349 gamma_shopping 0.5371878 gamma_private 0.6165309 gamma_leisure 2.6528967 delta_work 3.7000197 delta_school 7.4171214 delta_shopping 3.6624231 delta_private 4.2749154 delta_leisure 3.3129129 delta_work_FT 1.3422346 delta_work_wknd 2.8878242 delta_school_young 2.3379731 delta_leisure_wknd 0.2309470 theta_optional 0.8583423 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("outside", "work", "school", "shopping", "private", "leisure") ### Define availabilities avail = list(outside = 1, work = 1, school = 1, shopping = 1, private = 1, leisure = 1) ### Define continuous consumption for individual alternatives continuousChoice = list(outside = t_outside/60, work = t_a02/60, school = t_a03/60, shopping = t_a04/60, private = t_a05/60, leisure = t_leisure/60) ### Define utilities for individual alternatives V = list() V[["outside"]] = 0 V[["work"]] = delta_work + delta_work_FT * occ_full_time + delta_work_wknd * weekend V[["school"]] = delta_school + delta_school_young * (age<=30) V[["shopping"]] = delta_shopping V[["private"]] = delta_private V[["leisure"]] = delta_leisure + delta_leisure_wknd*weekend ### Define alpha parameters alpha = list(outside = alpha_generic, work = alpha_generic, school = alpha_generic, shopping = alpha_generic, private = alpha_generic, leisure = alpha_generic) ### Define gamma parameters gamma = list(work = gamma_work, school = gamma_school, shopping = gamma_shopping, private = gamma_private, leisure = gamma_leisure) ### Define nesting structure mdcnevNests = list(mandatory = theta_mandatory, optional = theta_optional) mdcnevStructure = matrix(0, nrow=length(mdcnevNests), ncol=length(V)) ### outside work school shopping private leisure mdcnevStructure[1,] = c( 0, 1, 1, 0, 1, 0) # mandatory mdcnevStructure[2,] = c( 1, 0, 0, 1, 0, 1) # optional ### Define costs for individual alternatives cost = list(outside = 1, work = 1, school = 1, shopping = 1, private = 1, leisure = 1) ### Define settings for MDCNEV model mdcnev_settings = list(alternatives = alternatives, avail = avail, continuousChoice = continuousChoice, utilities = V, alpha = alpha, gamma = gamma, cost = cost, budget = 24, mdcnevNests = mdcnevNests, mdcnevStructure = mdcnevStructure) ### Compute probabilities using MDCNEV model P[["model"]] = apollo_mdcnev(mdcnev_settings, functionality) ### Take product across observation for same individual P = apollo_panelProd(P, apollo_inputs, functionality) ### Prepare and return outputs of function P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }