Hi Stephane,
We tried to reproduce the results by restarting a new R session and immediately estimating the model as you recommended, but both end up with the results we previously got.
Cheers,
Mariam
###############
#### Output####
##############
Model run by Nikravech using Apollo 0.2.7 on R 4.2.1 for Windows.
www.ApolloChoiceModelling.com
Model name : MMNL_SUSINCHAIN_CB7_PT_PRIOR_WTP2_NEWSTART
Model description : Code written together_chicken base
Model run at : 2022-09-05 10:07:36
Estimation method : bfgs
Model diagnosis : successful convergence
Number of individuals : 414
Number of rows in database : 4140
Number of modelled outcomes : 4140
Number of cores used : 4
Number of inter-individual draws : 1000 (mlhs)
LL(start) : -4654.11
LL(0) : -4548.25
LL(C) : -4540.65
LL(final) : -2923.52
Rho-square (0) : 0.3572
Adj.Rho-square (0) : 0.3519
Rho-square (C) : 0.3561
Adj.Rho-square (C) : 0.3509
AIC : 5895.03
BIC : 6046.91
Estimated parameters : 24
Time taken (hh:mm:ss) : 00:26:41.46
pre-estimation : 00:03:28.39
estimation : 00:09:41.84
post-estimation : 00:13:31.24
Iterations : 89
Min abs eigenvalue of Hessian : 0.313723
Unconstrained optimisation.
Estimates:
Estimate s.e. t.rat.(0) p(1-sided) Rob.s.e. Rob.t.rat.(0) p(1-sided)
asc_alt1 -0.08022 0.06822 -1.1760 0.119800 0.07542 -1.0637 0.143734
asc_alt2 0.00000 NA NA NA NA NA NA
asc_none -2.81227 0.13967 -20.1351 0.000000 0.17311 -16.2459 0.000000
b_price_mu -0.76517 0.08391 -9.1193 0.000000 0.08711 -8.7839 0.000000
b_price_sig 1.37665 0.09998 13.7698 0.000000 0.11002 12.5131 0.000000
b_cook_mu -1.31505 0.21978 -5.9834 1.092e-09 0.22359 -5.8814 2.034e-09
b_cook_sig 3.18048 0.21997 14.4587 0.000000 0.24641 12.9073 0.000000
b_eat_mu -0.14523 0.24327 -0.5970 0.275254 0.26413 -0.5499 0.291209
b_eat_sig 3.61959 0.22568 16.0384 0.000000 0.25086 14.4287 0.000000
b_pea_mu 2.01341 0.22234 9.0554 0.000000 0.26024 7.7368 5.107e-15
b_pea_sig -4.14925 0.22456 -18.4774 0.000000 0.24955 -16.6272 0.000000
b_inschick_mu 3.72347 0.31259 11.9116 0.000000 0.36693 10.1476 0.000000
b_inschick_sig 5.31084 0.32057 16.5666 0.000000 0.31467 16.8773 0.000000
b_cricket_mu 14.03110 0.89307 15.7112 0.000000 1.04434 13.4353 0.000000
b_cricket_sig 7.70216 0.63666 12.0978 0.000000 0.62040 12.4148 0.000000
b_worm_mu 19.53712 1.40051 13.9500 0.000000 1.59676 12.2355 0.000000
b_worm_sig -11.27373 0.99128 -11.3729 0.000000 1.12675 -10.0056 0.000000
b_mne_mu 0.41903 0.15731 2.6637 0.003864 0.17295 2.4229 0.007699
b_mne_sig 1.45466 0.14149 10.2810 0.000000 0.15388 9.4534 0.000000
b_bio_mu -0.90742 0.16461 -5.5124 1.770e-08 0.17025 -5.3300 4.909e-08
b_bio_sig 1.41507 0.14067 10.0594 0.000000 0.14342 9.8665 0.000000
b_eu_mu -2.22735 0.23312 -9.5546 0.000000 0.30646 -7.2679 1.826e-13
b_eu_sig 1.56623 0.24528 6.3855 8.543e-11 0.34168 4.5839 2.281e-06
b_local_mu -3.10823 0.19532 -15.9135 0.000000 0.21459 -14.4844 0.000000
b_local_sig 0.56506 0.12672 4.4592 4.113e-06 0.09148 6.1767 3.273e-10
Overview of choices for MNL model component :
alt1 alt2 none
Times available 4140.00 4140.0 4140.00
Times chosen 1388.00 1478.0 1274.00
Percentage chosen overall 33.53 35.7 30.77
Percentage chosen when available 33.53 35.7 30.77
Classical covariance matrix:
asc_alt1 asc_none b_price_mu b_price_sig b_cook_mu b_cook_sig b_eat_mu
asc_alt1 0.004653 0.002459 9.170e-05 1.0755e-04 -1.3934e-04 3.1388e-04 8.570e-05
asc_none 0.002459 0.019508 -0.002795 0.002155 -0.005183 7.0535e-04 -0.003940
b_price_mu 9.170e-05 -0.002795 0.007040 -6.7366e-04 -0.001742 -0.003688 1.5715e-04
b_price_sig 1.0755e-04 0.002155 -6.7366e-04 0.009995 -0.005969 -0.002255 -0.001067
b_cook_mu -1.3934e-04 -0.005183 -0.001742 -0.005969 0.048304 0.007050 0.024508
b_cook_sig 3.1388e-04 7.0535e-04 -0.003688 -0.002255 0.007050 0.048387 -0.006511
b_eat_mu 8.570e-05 -0.003940 1.5715e-04 -0.001067 0.024508 -0.006511 0.059182
b_eat_sig -3.1574e-04 3.3234e-04 -0.001239 0.002416 -0.009699 0.010041 -0.004600
b_pea_mu -1.5203e-04 -3.6271e-04 -0.003489 -0.002422 -0.003057 0.019001 -0.005091
b_pea_sig 8.3926e-04 -2.2531e-04 9.6671e-04 -6.9476e-04 0.006488 -0.003914 0.002626
b_inschick_mu -5.4172e-04 -9.4773e-04 -0.006381 -0.004680 -0.003611 0.015961 -0.018831
b_inschick_sig -5.0464e-04 -0.002417 -0.003168 4.3872e-04 4.8728e-04 -7.1579e-04 0.018849
b_cricket_mu -4.9671e-04 0.007683 -0.020729 0.020999 -0.014680 0.057684 0.010186
b_cricket_sig -4.3262e-04 0.007958 -0.010198 0.015776 -0.015448 0.033595 -0.017980
b_worm_mu 1.5170e-04 0.014853 -0.034001 0.037062 0.002015 0.095334 0.027709
b_worm_sig -3.7652e-04 -0.009702 0.019924 -0.029202 0.003422 -0.061858 -0.009940
b_mne_mu -1.3087e-04 -0.002047 -6.6946e-04 -0.001565 5.5265e-04 3.9894e-04 0.002859
b_mne_sig -1.2063e-04 -0.002242 9.928e-05 -6.0840e-04 -0.003611 0.002631 0.007062
b_bio_mu -2.7715e-04 -0.001509 1.2637e-04 -0.002040 -0.004361 -0.004400 -0.012757
b_bio_sig -3.840e-05 5.5704e-04 2.265e-05 0.001460 -0.006388 0.006942 0.001139
b_eu_mu -5.867e-05 -0.004282 -3.7898e-04 -0.001977 -0.009319 -9.9399e-04 -0.021776
b_eu_sig -6.6450e-04 -0.005427 -0.002175 -0.001271 -0.003868 0.017251 -0.006488
b_local_mu 8.502e-06 -0.002611 0.002327 -0.002053 -0.009993 -0.009855 -0.011391
b_local_sig 1.2023e-04 -5.458e-05 -6.7943e-04 9.0915e-04 -0.004382 -0.002027 -8.5938e-04
b_eat_sig b_pea_mu b_pea_sig b_inschick_mu b_inschick_sig b_cricket_mu b_cricket_sig
asc_alt1 -3.1574e-04 -1.5203e-04 8.3926e-04 -5.4172e-04 -5.0464e-04 -4.9671e-04 -4.3262e-04
asc_none 3.3234e-04 -3.6271e-04 -2.2531e-04 -9.4773e-04 -0.002417 0.007683 0.007958
b_price_mu -0.001239 -0.003489 9.6671e-04 -0.006381 -0.003168 -0.020729 -0.010198
b_price_sig 0.002416 -0.002422 -6.9476e-04 -0.004680 4.3872e-04 0.020999 0.015776
b_cook_mu -0.009699 -0.003057 0.006488 -0.003611 4.8728e-04 -0.014680 -0.015448
b_cook_sig 0.010041 0.019001 -0.003914 0.015961 -7.1579e-04 0.057684 0.033595
b_eat_mu -0.004600 -0.005091 0.002626 -0.018831 0.018849 0.010186 -0.017980
b_eat_sig 0.050933 0.012992 -0.023134 0.001743 0.019741 0.030839 0.025476
b_pea_mu 0.012992 0.049436 -0.014764 0.021602 0.007601 0.051233 0.019923
b_pea_sig -0.023134 -0.014764 0.050427 -0.007933 -0.012195 -0.016361 -0.018576
b_inschick_mu 0.001743 0.021602 -0.007933 0.097713 0.053455 0.043714 0.023525
b_inschick_sig 0.019741 0.007601 -0.012195 0.053455 0.102768 0.043260 0.014003
b_cricket_mu 0.030839 0.051233 -0.016361 0.043714 0.043260 0.797566 0.487751
b_cricket_sig 0.025476 0.019923 -0.018576 0.023525 0.014003 0.487751 0.405333
b_worm_mu 0.033850 0.069711 -0.018129 0.055255 0.057158 0.541947 0.309326
b_worm_sig -0.024661 -0.031404 0.012641 -0.019896 -0.025979 -0.347982 -0.221869
b_mne_mu -6.9847e-04 -0.005920 0.001097 0.002777 0.010137 0.005025 -0.004326
b_mne_sig 0.007825 0.003862 -0.007371 -0.006915 0.005563 0.003798 -0.001333
b_bio_mu -0.002093 -0.006416 9.9156e-04 -6.1286e-04 -0.012740 -0.033949 -0.015286
b_bio_sig 0.017692 0.006250 -0.008978 -0.006695 0.008169 0.026845 0.016345
b_eu_mu -0.003378 -0.010379 0.004376 -5.2873e-04 -0.011046 -0.013860 0.014341
b_eu_sig 0.021762 0.015833 -0.009840 0.009465 0.003577 0.030499 0.028291
b_local_mu -0.005010 -0.015314 0.003511 -0.012859 -0.008739 -0.041249 -0.009178
b_local_sig -0.003504 0.001900 0.004818 2.3876e-04 -7.5982e-04 0.011879 0.001809
b_worm_mu b_worm_sig b_mne_mu b_mne_sig b_bio_mu b_bio_sig b_eu_mu
asc_alt1 1.5170e-04 -3.7652e-04 -1.3087e-04 -1.2063e-04 -2.7715e-04 -3.840e-05 -5.867e-05
asc_none 0.014853 -0.009702 -0.002047 -0.002242 -0.001509 5.5704e-04 -0.004282
b_price_mu -0.034001 0.019924 -6.6946e-04 9.928e-05 1.2637e-04 2.265e-05 -3.7898e-04
b_price_sig 0.037062 -0.029202 -0.001565 -6.0840e-04 -0.002040 0.001460 -0.001977
b_cook_mu 0.002015 0.003422 5.5265e-04 -0.003611 -0.004361 -0.006388 -0.009319
b_cook_sig 0.095334 -0.061858 3.9894e-04 0.002631 -0.004400 0.006942 -9.9399e-04
b_eat_mu 0.027709 -0.009940 0.002859 0.007062 -0.012757 0.001139 -0.021776
b_eat_sig 0.033850 -0.024661 -6.9847e-04 0.007825 -0.002093 0.017692 -0.003378
b_pea_mu 0.069711 -0.031404 -0.005920 0.003862 -0.006416 0.006250 -0.010379
b_pea_sig -0.018129 0.012641 0.001097 -0.007371 9.9156e-04 -0.008978 0.004376
b_inschick_mu 0.055255 -0.019896 0.002777 -0.006915 -6.1286e-04 -0.006695 -5.2873e-04
b_inschick_sig 0.057158 -0.025979 0.010137 0.005563 -0.012740 0.008169 -0.011046
b_cricket_mu 0.541947 -0.347982 0.005025 0.003798 -0.033949 0.026845 -0.013860
b_cricket_sig 0.309326 -0.221869 -0.004326 -0.001333 -0.015286 0.016345 0.014341
b_worm_mu 1.961424 -1.333965 -0.008165 0.009774 -0.049349 0.036776 -0.006986
b_worm_sig -1.333965 0.982640 0.005181 -0.010828 0.026161 -0.029539 -0.013155
b_mne_mu -0.008165 0.005181 0.024746 0.005132 -1.4321e-04 -0.001876 -0.005622
b_mne_sig 0.009774 -0.010828 0.005132 0.020020 0.002349 0.005533 -0.004254
b_bio_mu -0.049349 0.026161 -1.4321e-04 0.002349 0.027098 -0.006923 -0.001709
b_bio_sig 0.036776 -0.029539 -0.001876 0.005533 -0.006923 0.019789 5.3512e-04
b_eu_mu -0.006986 -0.013155 -0.005622 -0.004254 -0.001709 5.3512e-04 0.054344
b_eu_sig 0.050752 -0.043075 -0.005135 0.004071 -0.001165 0.010985 0.023659
b_local_mu -0.056463 0.023258 -0.004946 0.002187 -0.002277 0.001538 0.023784
b_local_sig 0.024211 -0.011056 -3.6854e-04 -0.002439 -0.001211 -0.001918 0.002367
b_eu_sig b_local_mu b_local_sig
asc_alt1 -6.6450e-04 8.502e-06 1.2023e-04
asc_none -0.005427 -0.002611 -5.458e-05
b_price_mu -0.002175 0.002327 -6.7943e-04
b_price_sig -0.001271 -0.002053 9.0915e-04
b_cook_mu -0.003868 -0.009993 -0.004382
b_cook_sig 0.017251 -0.009855 -0.002027
b_eat_mu -0.006488 -0.011391 -8.5938e-04
b_eat_sig 0.021762 -0.005010 -0.003504
b_pea_mu 0.015833 -0.015314 0.001900
b_pea_sig -0.009840 0.003511 0.004818
b_inschick_mu 0.009465 -0.012859 2.3876e-04
b_inschick_sig 0.003577 -0.008739 -7.5982e-04
b_cricket_mu 0.030499 -0.041249 0.011879
b_cricket_sig 0.028291 -0.009178 0.001809
b_worm_mu 0.050752 -0.056463 0.024211
b_worm_sig -0.043075 0.023258 -0.011056
b_mne_mu -0.005135 -0.004946 -3.6854e-04
b_mne_sig 0.004071 0.002187 -0.002439
b_bio_mu -0.001165 -0.002277 -0.001211
b_bio_sig 0.010985 0.001538 -0.001918
b_eu_mu 0.023659 0.023784 0.002367
b_eu_sig 0.060163 0.001672 4.2629e-04
b_local_mu 0.001672 0.038150 0.002957
b_local_sig 4.2629e-04 0.002957 0.016057
Robust covariance matrix:
asc_alt1 asc_none b_price_mu b_price_sig b_cook_mu b_cook_sig b_eat_mu
asc_alt1 0.005688 0.003843 -6.320e-05 5.9017e-04 8.9024e-04 -2.511e-05 0.001313
asc_none 0.003843 0.029966 -0.002634 -0.001733 7.0624e-04 0.003097 -6.4685e-04
b_price_mu -6.320e-05 -0.002634 0.007588 4.2472e-04 -0.001955 -0.007437 6.1929e-04
b_price_sig 5.9017e-04 -0.001733 4.2472e-04 0.012104 -0.006666 -0.004387 0.001972
b_cook_mu 8.9024e-04 7.0624e-04 -0.001955 -0.006666 0.049994 0.012503 0.029133
b_cook_sig -2.511e-05 0.003097 -0.007437 -0.004387 0.012503 0.060718 -0.005346
b_eat_mu 0.001313 -6.4685e-04 6.1929e-04 0.001972 0.029133 -0.005346 0.069766
b_eat_sig -0.001193 -7.4215e-04 -0.004373 0.003405 -0.018571 0.025896 -0.010289
b_pea_mu -9.1884e-04 -2.7171e-04 -0.007479 -0.001317 -0.011171 0.038271 -0.012438
b_pea_sig 0.002670 0.001417 0.002790 0.002570 0.012259 -0.008012 0.016104
b_inschick_mu -0.001221 -0.001261 -0.012012 -0.010363 -1.1301e-04 0.029133 -0.032230
b_inschick_sig -2.5177e-04 -0.003223 -0.006668 -5.6426e-04 5.9107e-04 0.009354 0.015763
b_cricket_mu 0.002797 -0.002423 -0.024325 0.025757 0.004619 0.099691 0.067368
b_cricket_sig 0.001921 0.002690 -0.012396 0.016388 -0.009338 0.064737 -4.2666e-04
b_worm_mu 0.009452 0.014134 -0.037205 0.043288 0.024676 0.184791 0.110352
b_worm_sig -0.007551 -0.009741 0.018542 -0.036532 -0.016118 -0.127373 -0.072008
b_mne_mu 3.0142e-04 -0.001373 8.6738e-04 -0.001396 0.011664 -5.7535e-04 0.013411
b_mne_sig -3.2895e-04 -0.003052 7.4861e-04 -1.7067e-04 0.001003 0.005883 0.014265
b_bio_mu -7.1968e-04 -0.001858 0.002130 -0.004499 0.001885 -0.011329 -0.009602
b_bio_sig -2.9536e-04 -2.452e-05 -0.001182 0.003440 -0.010379 0.014679 0.003229
b_eu_mu -0.001941 -0.005878 -0.002236 -0.002525 -0.023560 0.004896 -0.048163
b_eu_sig -0.002252 -0.006221 -0.007817 -0.001309 -0.018531 0.040294 -0.029318
b_local_mu -4.2203e-04 -0.003622 0.004072 -0.001048 -0.018280 -0.015207 -0.022389
b_local_sig 6.159e-05 -0.001017 -6.9421e-04 0.001899 -0.007746 -0.003551 -0.002858
b_eat_sig b_pea_mu b_pea_sig b_inschick_mu b_inschick_sig b_cricket_mu b_cricket_sig
asc_alt1 -0.001193 -9.1884e-04 0.002670 -0.001221 -2.5177e-04 0.002797 0.001921
asc_none -7.4215e-04 -2.7171e-04 0.001417 -0.001261 -0.003223 -0.002423 0.002690
b_price_mu -0.004373 -0.007479 0.002790 -0.012012 -0.006668 -0.024325 -0.012396
b_price_sig 0.003405 -0.001317 0.002570 -0.010363 -5.6426e-04 0.025757 0.016388
b_cook_mu -0.018571 -0.011171 0.012259 -1.1301e-04 5.9107e-04 0.004619 -0.009338
b_cook_sig 0.025896 0.038271 -0.008012 0.029133 0.009354 0.099691 0.064737
b_eat_mu -0.010289 -0.012438 0.016104 -0.032230 0.015763 0.067368 -4.2666e-04
b_eat_sig 0.062931 0.037379 -0.039698 0.004964 0.018664 0.044751 0.035959
b_pea_mu 0.037379 0.067724 -0.023965 0.037596 0.021391 0.104439 0.059874
b_pea_sig -0.039698 -0.023965 0.062273 -0.017974 -0.012957 0.011175 -0.003876
b_inschick_mu 0.004964 0.037596 -0.017974 0.134639 0.077523 0.091353 0.056768
b_inschick_sig 0.018664 0.021391 -0.012957 0.077523 0.099019 0.137614 0.063780
b_cricket_mu 0.044751 0.104439 0.011175 0.091353 0.137614 1.090653 0.588539
b_cricket_sig 0.035959 0.059874 -0.003876 0.056768 0.063780 0.588539 0.384895
b_worm_mu 0.073366 0.173888 0.036257 0.112419 0.173314 1.245591 0.695727
b_worm_sig -0.048678 -0.099976 -0.037472 -0.034401 -0.095946 -0.804663 -0.485670
b_mne_mu -0.009855 -0.017366 0.013848 -0.004867 0.010203 0.006305 -0.004868
b_mne_sig 0.009828 -0.001022 -0.002088 -0.022770 0.001510 0.007598 0.002349
b_bio_mu -0.010575 -0.018628 -3.8748e-04 -0.016650 -0.026674 -0.103910 -0.053967
b_bio_sig 0.027318 0.019923 -0.013977 -0.003785 0.011763 0.059255 0.035611
b_eu_mu 0.014165 0.005945 -0.017539 0.016696 -0.007138 -0.019527 0.029293
b_eu_sig 0.053322 0.050867 -0.034869 0.024842 0.013469 0.067095 0.068046
b_local_mu -0.003608 -0.017943 0.002339 -0.014607 -0.011322 -0.061685 -0.010282
b_local_sig -0.001452 0.004589 0.003630 0.004352 0.002288 0.025300 0.010579
b_worm_mu b_worm_sig b_mne_mu b_mne_sig b_bio_mu b_bio_sig b_eu_mu
asc_alt1 0.009452 -0.007551 3.0142e-04 -3.2895e-04 -7.1968e-04 -2.9536e-04 -0.001941
asc_none 0.014134 -0.009741 -0.001373 -0.003052 -0.001858 -2.452e-05 -0.005878
b_price_mu -0.037205 0.018542 8.6738e-04 7.4861e-04 0.002130 -0.001182 -0.002236
b_price_sig 0.043288 -0.036532 -0.001396 -1.7067e-04 -0.004499 0.003440 -0.002525
b_cook_mu 0.024676 -0.016118 0.011664 0.001003 0.001885 -0.010379 -0.023560
b_cook_sig 0.184791 -0.127373 -5.7535e-04 0.005883 -0.011329 0.014679 0.004896
b_eat_mu 0.110352 -0.072008 0.013411 0.014265 -0.009602 0.003229 -0.048163
b_eat_sig 0.073366 -0.048678 -0.009855 0.009828 -0.010575 0.027318 0.014165
b_pea_mu 0.173888 -0.099976 -0.017366 -0.001022 -0.018628 0.019923 0.005945
b_pea_sig 0.036257 -0.037472 0.013848 -0.002088 -3.8748e-04 -0.013977 -0.017539
b_inschick_mu 0.112419 -0.034401 -0.004867 -0.022770 -0.016650 -0.003785 0.016696
b_inschick_sig 0.173314 -0.095946 0.010203 0.001510 -0.026674 0.011763 -0.007138
b_cricket_mu 1.245591 -0.804663 0.006305 0.007598 -0.103910 0.059255 -0.019527
b_cricket_sig 0.695727 -0.485670 -0.004868 0.002349 -0.053967 0.035611 0.029293
b_worm_mu 2.549640 -1.742930 0.003811 0.024822 -0.152297 0.095062 -0.037375
b_worm_sig -1.742930 1.269559 -0.016244 -0.040209 0.093905 -0.068624 0.011533
b_mne_mu 0.003811 -0.016244 0.029911 0.012454 0.002639 -0.005658 -0.020558
b_mne_sig 0.024822 -0.040209 0.012454 0.023678 0.004262 0.007661 -0.007026
b_bio_mu -0.152297 0.093905 0.002639 0.004262 0.028984 -0.011337 -0.002857
b_bio_sig 0.095062 -0.068624 -0.005658 0.007661 -0.011337 0.020570 0.005574
b_eu_mu -0.037375 0.011533 -0.020558 -0.007026 -0.002857 0.005574 0.093921
b_eu_sig 0.125704 -0.095935 -0.024169 0.005704 -0.012258 0.027287 0.074401
b_local_mu -0.097358 0.038448 -0.002942 0.006074 0.002878 -8.0934e-04 0.040468
b_local_sig 0.030319 -0.011811 -0.005352 -0.004986 -0.005122 1.1119e-04 0.008774
b_eu_sig b_local_mu b_local_sig
asc_alt1 -0.002252 -4.2203e-04 6.159e-05
asc_none -0.006221 -0.003622 -0.001017
b_price_mu -0.007817 0.004072 -6.9421e-04
b_price_sig -0.001309 -0.001048 0.001899
b_cook_mu -0.018531 -0.018280 -0.007746
b_cook_sig 0.040294 -0.015207 -0.003551
b_eat_mu -0.029318 -0.022389 -0.002858
b_eat_sig 0.053322 -0.003608 -0.001452
b_pea_mu 0.050867 -0.017943 0.004589
b_pea_sig -0.034869 0.002339 0.003630
b_inschick_mu 0.024842 -0.014607 0.004352
b_inschick_sig 0.013469 -0.011322 0.002288
b_cricket_mu 0.067095 -0.061685 0.025300
b_cricket_sig 0.068046 -0.010282 0.010579
b_worm_mu 0.125704 -0.097358 0.030319
b_worm_sig -0.095935 0.038448 -0.011811
b_mne_mu -0.024169 -0.002942 -0.005352
b_mne_sig 0.005704 0.006074 -0.004986
b_bio_mu -0.012258 0.002878 -0.005122
b_bio_sig 0.027287 -8.0934e-04 1.1119e-04
b_eu_mu 0.074401 0.040468 0.008774
b_eu_sig 0.116744 0.015338 0.006990
b_local_mu 0.015338 0.046049 0.003030
b_local_sig 0.006990 0.003030 0.008369
Classical correlation matrix:
asc_alt1 asc_none b_price_mu b_price_sig b_cook_mu b_cook_sig b_eat_mu
asc_alt1 1.000000 0.258124 0.016021 0.01577 -0.009294 0.02092 0.005164
asc_none 0.258124 1.000000 -0.238460 0.15430 -0.168847 0.02296 -0.115969
b_price_mu 0.016021 -0.238460 1.000000 -0.08031 -0.094482 -0.19983 0.007699
b_price_sig 0.015770 0.154296 -0.080307 1.00000 -0.271634 -0.10253 -0.043888
b_cook_mu -0.009294 -0.168847 -0.094482 -0.27163 1.000000 0.14583 0.458380
b_cook_sig 0.020918 0.022958 -0.199829 -0.10253 0.145830 1.00000 -0.121669
b_eat_mu 0.005164 -0.115969 0.007699 -0.04389 0.458380 -0.12167 1.000000
b_eat_sig -0.020509 0.010543 -0.065443 0.10707 -0.195545 0.20225 -0.083778
b_pea_mu -0.010024 -0.011680 -0.187018 -0.10896 -0.062557 0.38850 -0.094113
b_pea_sig 0.054788 -0.007184 0.051306 -0.03095 0.131461 -0.07925 0.048063
b_inschick_mu -0.025405 -0.021707 -0.243272 -0.14977 -0.052565 0.23213 -0.247635
b_inschick_sig -0.023076 -0.053989 -0.117760 0.01369 0.006916 -0.01015 0.241693
b_cricket_mu -0.008153 0.061596 -0.276637 0.23519 -0.074793 0.29364 0.046886
b_cricket_sig -0.009961 0.089496 -0.190897 0.24785 -0.110400 0.23989 -0.116087
b_worm_mu 0.001588 0.075932 -0.289339 0.26470 0.006546 0.30946 0.081329
b_worm_sig -0.005568 -0.070077 0.239541 -0.29466 0.015709 -0.28368 -0.041217
b_mne_mu -0.012196 -0.093180 -0.050720 -0.09950 0.015985 0.01153 0.074707
b_mne_sig -0.012498 -0.113447 0.008363 -0.04301 -0.116114 0.08455 0.205173
b_bio_mu -0.024681 -0.065612 0.009149 -0.12396 -0.120533 -0.12152 -0.318561
b_bio_sig -0.004002 0.028352 0.001919 0.10379 -0.206617 0.22436 0.033277
b_eu_mu -0.003689 -0.131507 -0.019375 -0.08483 -0.181892 -0.01938 -0.383975
b_eu_sig -0.039714 -0.158414 -0.105704 -0.05184 -0.071757 0.31974 -0.108725
b_local_mu 6.3810e-04 -0.095699 0.142012 -0.10515 -0.232789 -0.22936 -0.239728
b_local_sig 0.013909 -0.003084 -0.063903 0.07176 -0.157336 -0.07272 -0.027878
b_eat_sig b_pea_mu b_pea_sig b_inschick_mu b_inschick_sig b_cricket_mu b_cricket_sig
asc_alt1 -0.02051 -0.01002 0.054788 -0.025405 -0.023076 -0.008153 -0.009961
asc_none 0.01054 -0.01168 -0.007184 -0.021707 -0.053989 0.061596 0.089496
b_price_mu -0.06544 -0.18702 0.051306 -0.243272 -0.117760 -0.276637 -0.190897
b_price_sig 0.10707 -0.10896 -0.030946 -0.149767 0.013689 0.235187 0.247851
b_cook_mu -0.19555 -0.06256 0.131461 -0.052565 0.006916 -0.074793 -0.110400
b_cook_sig 0.20225 0.38850 -0.079246 0.232126 -0.010151 0.293638 0.239890
b_eat_mu -0.08378 -0.09411 0.048063 -0.247635 0.241693 0.046886 -0.116087
b_eat_sig 1.00000 0.25891 -0.456474 0.024702 0.272854 0.153011 0.177305
b_pea_mu 0.25891 1.00000 -0.295692 0.310808 0.106643 0.258013 0.140745
b_pea_sig -0.45647 -0.29569 1.000000 -0.113015 -0.169399 -0.081583 -0.129929
b_inschick_mu 0.02470 0.31081 -0.113015 1.000000 0.533441 0.156590 0.118208
b_inschick_sig 0.27285 0.10664 -0.169399 0.533441 1.000000 0.151103 0.068608
b_cricket_mu 0.15301 0.25801 -0.081583 0.156590 0.151103 1.000000 0.857845
b_cricket_sig 0.17730 0.14074 -0.129929 0.118208 0.068608 0.857845 1.000000
b_worm_mu 0.10709 0.22387 -0.057645 0.126214 0.127309 0.433299 0.346916
b_worm_sig -0.11023 -0.14248 0.056788 -0.064210 -0.081752 -0.393076 -0.351555
b_mne_mu -0.01967 -0.16926 0.031052 0.056472 0.201023 0.035769 -0.043190
b_mne_sig 0.24505 0.12275 -0.231980 -0.156338 0.122648 0.030057 -0.014800
b_bio_mu -0.05634 -0.17529 0.026824 -0.011910 -0.241420 -0.230930 -0.145859
b_bio_sig 0.55727 0.19984 -0.284221 -0.152249 0.181147 0.213682 0.182499
b_eu_mu -0.06422 -0.20023 0.083603 -0.007256 -0.147813 -0.066576 0.096625
b_eu_sig 0.39314 0.29032 -0.178657 0.123443 0.045486 0.139230 0.181170
b_local_mu -0.11366 -0.35264 0.080056 -0.210610 -0.139569 -0.236474 -0.073804
b_local_sig -0.12252 0.06744 0.169305 0.006028 -0.018705 0.104971 0.022428
b_worm_mu b_worm_sig b_mne_mu b_mne_sig b_bio_mu b_bio_sig b_eu_mu
asc_alt1 0.001588 -0.005568 -0.012196 -0.012498 -0.024681 -0.004002 -0.003689
asc_none 0.075932 -0.070077 -0.093180 -0.113447 -0.065612 0.028352 -0.131507
b_price_mu -0.289339 0.239541 -0.050720 0.008363 0.009149 0.001919 -0.019375
b_price_sig 0.264695 -0.294659 -0.099502 -0.043010 -0.123956 0.103794 -0.084827
b_cook_mu 0.006546 0.015709 0.015985 -0.116114 -0.120533 -0.206617 -0.181892
b_cook_sig 0.309458 -0.283683 0.011529 0.084549 -0.121521 0.224357 -0.019384
b_eat_mu 0.081329 -0.041217 0.074707 0.205173 -0.318561 0.033277 -0.383975
b_eat_sig 0.107095 -0.110234 -0.019674 0.245053 -0.056337 0.557271 -0.064215
b_pea_mu 0.223868 -0.142483 -0.169260 0.122752 -0.175286 0.199837 -0.200234
b_pea_sig -0.057645 0.056788 0.031052 -0.231980 0.026824 -0.284221 0.083603
b_inschick_mu 0.126214 -0.064210 0.056472 -0.156338 -0.011910 -0.152249 -0.007256
b_inschick_sig 0.127309 -0.081752 0.201023 0.122648 -0.241420 0.181147 -0.147813
b_cricket_mu 0.433299 -0.393076 0.035769 0.030057 -0.230930 0.213682 -0.066576
b_cricket_sig 0.346916 -0.351555 -0.043190 -0.014800 -0.145859 0.182499 0.096625
b_worm_mu 1.000000 -0.960863 -0.037063 0.049322 -0.214058 0.186668 -0.021399
b_worm_sig -0.960863 1.000000 0.033227 -0.077204 0.160324 -0.211833 -0.056929
b_mne_mu -0.037063 0.033227 1.000000 0.230568 -0.005530 -0.084762 -0.153312
b_mne_sig 0.049322 -0.077204 0.230568 1.000000 0.100845 0.277981 -0.128962
b_bio_mu -0.214058 0.160324 -0.005530 0.100845 1.000000 -0.298969 -0.044541
b_bio_sig 0.186668 -0.211833 -0.084762 0.277981 -0.298969 1.000000 0.016318
b_eu_mu -0.021399 -0.056929 -0.153312 -0.128962 -0.044541 0.016318 1.000000
b_eu_sig 0.147741 -0.177160 -0.133078 0.117291 -0.028860 0.318371 0.413764
b_local_mu -0.206410 0.120125 -0.160976 0.079147 -0.070832 0.055975 0.522350
b_local_sig 0.136427 -0.088014 -0.018488 -0.136007 -0.058071 -0.107597 0.080121
b_eu_sig b_local_mu b_local_sig
asc_alt1 -0.03971 6.3810e-04 0.013909
asc_none -0.15841 -0.09570 -0.003084
b_price_mu -0.10570 0.14201 -0.063903
b_price_sig -0.05184 -0.10515 0.071765
b_cook_mu -0.07176 -0.23279 -0.157336
b_cook_sig 0.31974 -0.22936 -0.072716
b_eat_mu -0.10873 -0.23973 -0.027878
b_eat_sig 0.39314 -0.11366 -0.122520
b_pea_mu 0.29032 -0.35264 0.067435
b_pea_sig -0.17866 0.08006 0.169305
b_inschick_mu 0.12344 -0.21061 0.006028
b_inschick_sig 0.04549 -0.13957 -0.018705
b_cricket_mu 0.13923 -0.23647 0.104971
b_cricket_sig 0.18117 -0.07380 0.022428
b_worm_mu 0.14774 -0.20641 0.136427
b_worm_sig -0.17716 0.12013 -0.088014
b_mne_mu -0.13308 -0.16098 -0.018488
b_mne_sig 0.11729 0.07915 -0.136007
b_bio_mu -0.02886 -0.07083 -0.058071
b_bio_sig 0.31837 0.05597 -0.107597
b_eu_mu 0.41376 0.52235 0.080121
b_eu_sig 1.00000 0.03489 0.013715
b_local_mu 0.03489 1.00000 0.119486
b_local_sig 0.01372 0.11949 1.000000
Robust correlation matrix:
asc_alt1 asc_none b_price_mu b_price_sig b_cook_mu b_cook_sig b_eat_mu
asc_alt1 1.000000 0.294343 -0.009620 0.07113 0.052793 -0.001351 0.065890
asc_none 0.294343 1.000000 -0.174688 -0.09100 0.018246 0.072611 -0.014147
b_price_mu -0.009620 -0.174688 1.000000 0.04432 -0.100387 -0.346454 0.026915
b_price_sig 0.071129 -0.090997 0.044317 1.00000 -0.270978 -0.161837 0.067875
b_cook_mu 0.052793 0.018246 -0.100387 -0.27098 1.000000 0.226928 0.493293
b_cook_sig -0.001351 0.072611 -0.346454 -0.16184 0.226928 1.000000 -0.082143
b_eat_mu 0.065890 -0.014147 0.026915 0.06787 0.493293 -0.082143 1.000000
b_eat_sig -0.063043 -0.017090 -0.200115 0.12337 -0.331094 0.418938 -0.155283
b_pea_mu -0.046817 -0.006031 -0.329931 -0.04599 -0.191976 0.596820 -0.180946
b_pea_sig 0.141882 0.032805 0.128347 0.09362 0.219705 -0.130289 0.244324
b_inschick_mu -0.044114 -0.019859 -0.375788 -0.25672 -0.001377 0.322208 -0.332543
b_inschick_sig -0.010609 -0.059175 -0.243253 -0.01630 0.008401 0.120637 0.189648
b_cricket_mu 0.035510 -0.013404 -0.267388 0.22417 0.019781 0.387396 0.244223
b_cricket_sig 0.041050 0.025046 -0.229374 0.24011 -0.067315 0.423472 -0.002604
b_worm_mu 0.078493 0.051134 -0.267479 0.24642 0.069116 0.469660 0.261649
b_worm_sig -0.088861 -0.049940 0.188913 -0.29471 -0.063977 -0.458768 -0.241953
b_mne_mu 0.023109 -0.045846 0.057574 -0.07336 0.301621 -0.013501 0.293578
b_mne_sig -0.028345 -0.114579 0.055848 -0.01008 0.029150 0.155169 0.350988
b_bio_mu -0.056052 -0.063041 0.143627 -0.24021 0.049522 -0.270070 -0.213527
b_bio_sig -0.027306 -9.8783e-04 -0.094615 0.21804 -0.323668 0.415370 0.085246
b_eu_mu -0.083992 -0.110798 -0.083758 -0.07488 -0.343818 0.064833 -0.594990
b_eu_sig -0.087393 -0.105175 -0.262621 -0.03482 -0.242563 0.478591 -0.324857
b_local_mu -0.026077 -0.097494 0.217810 -0.04439 -0.380974 -0.287592 -0.395001
b_local_sig 0.008927 -0.064250 -0.087113 0.18867 -0.378665 -0.157538 -0.118292
b_eat_sig b_pea_mu b_pea_sig b_inschick_mu b_inschick_sig b_cricket_mu b_cricket_sig
asc_alt1 -0.06304 -0.046817 0.141882 -0.044114 -0.010609 0.03551 0.041050
asc_none -0.01709 -0.006031 0.032805 -0.019859 -0.059175 -0.01340 0.025046
b_price_mu -0.20012 -0.329931 0.128347 -0.375788 -0.243253 -0.26739 -0.229374
b_price_sig 0.12337 -0.045993 0.093615 -0.256719 -0.016299 0.22417 0.240106
b_cook_mu -0.33109 -0.191976 0.219705 -0.001377 0.008401 0.01978 -0.067315
b_cook_sig 0.41894 0.596820 -0.130289 0.322208 0.120637 0.38740 0.423472
b_eat_mu -0.15528 -0.180946 0.244324 -0.332543 0.189648 0.24422 -0.002604
b_eat_sig 1.00000 0.572565 -0.634137 0.053931 0.236432 0.17081 0.231047
b_pea_mu 0.57256 1.000000 -0.369024 0.393716 0.261216 0.38428 0.370848
b_pea_sig -0.63414 -0.369024 1.000000 -0.196290 -0.165007 0.04288 -0.025038
b_inschick_mu 0.05393 0.393716 -0.196290 1.000000 0.671406 0.23839 0.249371
b_inschick_sig 0.23643 0.261216 -0.165007 0.671406 1.000000 0.41875 0.326702
b_cricket_mu 0.17081 0.384280 0.042879 0.238393 0.418755 1.00000 0.908366
b_cricket_sig 0.23105 0.370848 -0.025038 0.249371 0.326702 0.90837 1.000000
b_worm_mu 0.18316 0.418463 0.090991 0.191874 0.344934 0.74695 0.702309
b_worm_sig -0.17222 -0.340954 -0.133271 -0.083206 -0.270608 -0.68382 -0.694774
b_mne_mu -0.22714 -0.385839 0.320865 -0.076694 0.187476 0.03491 -0.045369
b_mne_sig 0.25460 -0.025523 -0.054377 -0.403272 0.031179 0.04728 0.024610
b_bio_mu -0.24761 -0.420444 -0.009121 -0.266539 -0.497910 -0.58444 -0.510950
b_bio_sig 0.75928 0.533786 -0.390538 -0.071925 0.260651 0.39561 0.400221
b_eu_mu 0.18424 0.074547 -0.229342 0.148473 -0.074017 -0.06101 0.154066
b_eu_sig 0.62209 0.572067 -0.408945 0.198142 0.125276 0.18803 0.321007
b_local_mu -0.06702 -0.321308 0.043675 -0.185508 -0.167671 -0.27525 -0.077234
b_local_sig -0.06327 0.192770 0.159017 0.129654 0.079484 0.26481 0.186403
b_worm_mu b_worm_sig b_mne_mu b_mne_sig b_bio_mu b_bio_sig b_eu_mu
asc_alt1 0.07849 -0.08886 0.02311 -0.02835 -0.056052 -0.027306 -0.08399
asc_none 0.05113 -0.04994 -0.04585 -0.11458 -0.063041 -9.8783e-04 -0.11080
b_price_mu -0.26748 0.18891 0.05757 0.05585 0.143627 -0.094615 -0.08376
b_price_sig 0.24642 -0.29471 -0.07336 -0.01008 -0.240208 0.218042 -0.07488
b_cook_mu 0.06912 -0.06398 0.30162 0.02915 0.049522 -0.323668 -0.34382
b_cook_sig 0.46966 -0.45877 -0.01350 0.15517 -0.270070 0.415370 0.06483
b_eat_mu 0.26165 -0.24195 0.29358 0.35099 -0.213527 0.085246 -0.59499
b_eat_sig 0.18316 -0.17222 -0.22714 0.25460 -0.247613 0.759284 0.18424
b_pea_mu 0.41846 -0.34095 -0.38584 -0.02552 -0.420444 0.533786 0.07455
b_pea_sig 0.09099 -0.13327 0.32087 -0.05438 -0.009121 -0.390538 -0.22934
b_inschick_mu 0.19187 -0.08321 -0.07669 -0.40327 -0.266539 -0.071925 0.14847
b_inschick_sig 0.34493 -0.27061 0.18748 0.03118 -0.497910 0.260651 -0.07402
b_cricket_mu 0.74695 -0.68382 0.03491 0.04728 -0.584438 0.395610 -0.06101
b_cricket_sig 0.70231 -0.69477 -0.04537 0.02461 -0.510950 0.400221 0.15407
b_worm_mu 1.00000 -0.96876 0.01380 0.10102 -0.560241 0.415102 -0.07638
b_worm_sig -0.96876 1.00000 -0.08336 -0.23191 0.489537 -0.424654 0.03340
b_mne_mu 0.01380 -0.08336 1.00000 0.46798 0.089636 -0.228108 -0.38787
b_mne_sig 0.10102 -0.23191 0.46798 1.00000 0.162677 0.347137 -0.14900
b_bio_mu -0.56024 0.48954 0.08964 0.16268 1.000000 -0.464323 -0.05476
b_bio_sig 0.41510 -0.42465 -0.22811 0.34714 -0.464323 1.000000 0.12682
b_eu_mu -0.07638 0.03340 -0.38787 -0.14900 -0.054763 0.126816 1.00000
b_eu_sig 0.23040 -0.24919 -0.40900 0.10849 -0.210724 0.556822 0.71052
b_local_mu -0.28413 0.15901 -0.07927 0.18394 0.078767 -0.026297 0.61534
b_local_sig 0.20755 -0.11459 -0.33825 -0.35419 -0.328873 0.008474 0.31294
b_eu_sig b_local_mu b_local_sig
asc_alt1 -0.08739 -0.02608 0.008927
asc_none -0.10517 -0.09749 -0.064250
b_price_mu -0.26262 0.21781 -0.087113
b_price_sig -0.03482 -0.04439 0.188667
b_cook_mu -0.24256 -0.38097 -0.378665
b_cook_sig 0.47859 -0.28759 -0.157538
b_eat_mu -0.32486 -0.39500 -0.118292
b_eat_sig 0.62209 -0.06702 -0.063267
b_pea_mu 0.57207 -0.32131 0.192770
b_pea_sig -0.40895 0.04367 0.159017
b_inschick_mu 0.19814 -0.18551 0.129654
b_inschick_sig 0.12528 -0.16767 0.079484
b_cricket_mu 0.18803 -0.27525 0.264814
b_cricket_sig 0.32101 -0.07723 0.186403
b_worm_mu 0.23040 -0.28413 0.207555
b_worm_sig -0.24919 0.15901 -0.114588
b_mne_mu -0.40900 -0.07927 -0.338252
b_mne_sig 0.10849 0.18394 -0.354187
b_bio_mu -0.21072 0.07877 -0.328873
b_bio_sig 0.55682 -0.02630 0.008474
b_eu_mu 0.71052 0.61534 0.312939
b_eu_sig 1.00000 0.20919 0.223619
b_local_mu 0.20919 1.00000 0.154326
b_local_sig 0.22362 0.15433 1.000000
20 worst outliers in terms of lowest average per choice prediction:
ID Avg prob per choice
1188 0.1690916
1131 0.1894308
1023 0.1983931
1245 0.2032789
1348 0.2097972
1381 0.2264249
1274 0.2463131
1200 0.2482325
1247 0.2491906
1260 0.2513030
1233 0.2618677
1140 0.2736696
1183 0.2757899
1034 0.2876122
1191 0.2891988
1232 0.2899765
1057 0.2929139
1172 0.2951531
1069 0.2961669
1210 0.2979870
Changes in parameter estimates from starting values:
Initial Estimate Difference
asc_alt1 -0.06235 -0.08022 -0.01787
asc_alt2 0.00000 0.00000 0.00000
asc_none -0.68856 -2.81227 -2.12371
b_price_mu -5.00000 -0.76517 4.23483
b_price_sig 0.01315 1.37665 1.36350
b_cook_mu 0.59419 -1.31505 -1.90924
b_cook_sig 0.08434 3.18048 3.09614
b_eat_mu 0.36438 -0.14523 -0.50961
b_eat_sig 0.08305 3.61959 3.53654
b_pea_mu -0.34364 2.01341 2.35705
b_pea_sig 0.08207 -4.14925 -4.23132
b_inschick_mu -0.76620 3.72347 4.48967
b_inschick_sig 0.09156 5.31084 5.21928
b_cricket_mu -2.08199 14.03110 16.11309
b_cricket_sig 0.11984 7.70216 7.58232
b_worm_mu -2.40879 19.53712 21.94591
b_worm_sig 0.13565 -11.27373 -11.40938
b_mne_mu 0.02511 0.41903 0.39392
b_mne_sig 0.04621 1.45466 1.40845
b_bio_mu 0.26311 -0.90742 -1.17053
b_bio_sig 0.04350 1.41507 1.37157
b_eu_mu 0.55187 -2.22735 -2.77922
b_eu_sig 0.06826 1.56623 1.49797
b_local_mu 0.73714 -3.10823 -3.84537
b_local_sig 0.06495 0.56506 0.50011
Settings and functions used in model definition:
apollo_control
--------------
Value
modelName "MMNL_SUSINCHAIN_CB7_PT_PRIOR_WTP2_NEWSTART"
modelDescr "Code written together_chicken base"
indivID "id"
mixing "TRUE"
nCores "4"
workInLogs "FALSE"
debug "FALSE"
seed "13"
HB "FALSE"
noValidation "FALSE"
noDiagnostics "FALSE"
calculateLLC "TRUE"
outputDirectory "C:/Users/Nikravech/Box/PhD_Food_Waste_TU/02_SUSINCHAIN/04_WP1/1.4_Explore_strategies_to_gain_trust/05_Analysis/07_R_Work/2_Synchronized/Emilias Results/Final/Portugal/ML - WTP/"
panelData "TRUE"
analyticGrad "TRUE"
analyticGrad_manualSet "FALSE"
Hessian routines attempted
--------------
numerical jacobian of LL analytical gradient
Scaling in estimation
--------------
Value
asc_alt1 0.08022041
asc_none 2.81226679
b_price_mu 0.76516809
b_price_sig 1.37664712
b_cook_mu 1.31504758
b_cook_sig 3.18047707
b_eat_mu 0.14523430
b_eat_sig 3.61959028
b_pea_mu 2.01340656
b_pea_sig 4.14925081
b_inschick_mu 3.72346577
b_inschick_sig 5.31084361
b_cricket_mu 14.03107157
b_cricket_sig 7.70216992
b_worm_mu 19.53718922
b_worm_sig 11.27370251
b_mne_mu 0.41902674
b_mne_sig 1.45466341
b_bio_mu 0.90741826
b_bio_sig 1.41507438
b_eu_mu 2.22734847
b_eu_sig 1.56623490
b_local_mu 3.10823045
b_local_sig 0.56505742
Scaling used in computing Hessian
--------------
Value
asc_alt1 0.08022041
asc_none 2.81226566
b_price_mu 0.76516832
b_price_sig 1.37664882
b_cook_mu 1.31504825
b_cook_sig 3.18047887
b_eat_mu 0.14523430
b_eat_sig 3.61959328
b_pea_mu 2.01340614
b_pea_sig 4.14925073
b_inschick_mu 3.72346518
b_inschick_sig 5.31084020
b_cricket_mu 14.03110045
b_cricket_sig 7.70216008
b_worm_mu 19.53712284
b_worm_sig 11.27373112
b_mne_mu 0.41902682
b_mne_sig 1.45466404
b_bio_mu 0.90741829
b_bio_sig 1.41507388
b_eu_mu 2.22734843
b_eu_sig 1.56623435
b_local_mu 3.10823134
b_local_sig 0.56505756
apollo_randCoeff
----------------
function(apollo_beta, apollo_inputs){
randcoeff = list()
randcoeff[["b_price"]] = -exp(b_price_mu + b_price_sig * draws_price)
randcoeff[["b_cook"]] = b_cook_mu + b_cook_sig * draws_cook
randcoeff[["b_eat"]] = b_eat_mu + b_eat_sig * draws_eat
randcoeff[["b_pea"]] = b_pea_mu + b_pea_sig * draws_pea
randcoeff[["b_inschick"]] = b_inschick_mu + b_inschick_sig * draws_inschick
randcoeff[["b_cricket"]] = b_cricket_mu + b_cricket_sig * draws_cricket
randcoeff[["b_worm"]] = b_worm_mu + b_worm_sig * draws_worm
randcoeff[["b_mne"]] = b_mne_mu + b_mne_sig * draws_mne
randcoeff[["b_bio"]] = b_bio_mu + b_bio_sig * draws_bio
randcoeff[["b_eu"]] = b_eu_mu + b_eu_sig * draws_eu
randcoeff[["b_local"]] = b_local_mu + b_local_sig * draws_local
return(randcoeff)
}
<bytecode: 0x000001b5e10b7920>
apollo_probabilities
--------------------
function(apollo_beta, apollo_inputs, functionality="estimate"){
### Function initialisation: do not change the following three commands
### 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()
### Create alternative specific constants and coefficients with interactions with socio-demographics
#b_peaa = b_pea + b_pea_shift_tins * (scenario == 2) + b_pea_shift_tsus * (scenario == 3)
#b_cricketa = b_cricket + b_cricket_shift_tins * (scenario == 2) + b_cricket_shift_tsus * (scenario == 3)
#b_inschicka = b_inschick + b_inschick_shift_tins * (scenario == 2) + b_inschick_shift_tsus * (scenario == 3)
#b_worma = b_worm + b_worm_shift_tins * (scenario == 2) + b_worm_shift_tsus * (scenario == 3)
### List of utilities: these must use the same names as in mnl_settings, order is irrelevant
V = list()
V[["alt1"]] = asc_alt1 + b_price * (price1 + b_cook * cook1 + b_eat * eat1 + b_pea * pea1 + b_inschick *inschick1 + b_cricket * cricket1 + b_worm * worm1 + b_mne *mne1 + b_bio * bio1 + b_eu * eu1 + b_local * local1)
V[["alt2"]] = asc_alt2 + b_price * (price2 + b_cook * cook2 + b_eat * eat2 + b_pea * pea2 + b_inschick *inschick2 + b_cricket * cricket2 + b_worm * worm2 + b_mne *mne2 + b_bio * bio2 + b_eu * eu2 + b_local * local2)
V[["none"]] = asc_none
### Define settings for MNL model component
mnl_settings = list(
alternatives = c(alt1=1, alt2=2, none=3),
avail = list(alt1=1, alt2=1, none=1),
choiceVar = choice,
utilities = V
)
### Compute probabilities using MNL model
P[["model"]] = apollo_mnl(mnl_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)
}
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