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Louis 2025-12-10 22:19:36 +01:00
parent 2c92a1cf83
commit ac97c2e05d
5 changed files with 6 additions and 9 deletions
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3
results/best_models.csv
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participant,model,BIC,AIC,negLL participant,model,BIC,AIC,negLL
l5hj4bqu,REE_BIASED_SIMPLE,330.06777017606026,306.11898289341235,147.05949144670618 qfmtmjjy,REE_LEARNING_BIASED_SIMPLE,353.5870478264111,321.65533144954725,152.82766572477362
qfmtmjjy,REE_BIASED_SIMPLE,397.8509544006175,373.9021671179696,180.9510835589848

1 participant model BIC AIC negLL
2 l5hj4bqu qfmtmjjy REE_BIASED_SIMPLE REE_LEARNING_BIASED_SIMPLE 330.06777017606026 353.5870478264111 306.11898289341235 321.65533144954725 147.05949144670618 152.82766572477362
qfmtmjjy REE_BIASED_SIMPLE 397.8509544006175 373.9021671179696 180.9510835589848

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results/global_comparison.csv
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model,n_params,n_converged,n_participants,mean_negLL,total_negLL,total_AIC,total_BIC model,n_params,n_converged,n_participants,mean_negLL,total_negLL,total_AIC,total_BIC
REE_BIASED_SIMPLE,6,2,2,164.00528750284548,328.01057500569095,680.0211500113819,727.9187245766777 REE_LEARNING_BIASED_SIMPLE,8,1,1,152.82766572477362,152.82766572477362,321.65533144954725,353.5870478264111
GAIN_LOSS,4,2,2,265.25670321172487,530.5134064234497,1077.0268128468995,1108.9585292237634
HOMOGENEOUS,3,2,2,351.61199392781214,703.2239878556243,1418.4479757112485,1442.3967629938966

1 model n_params n_converged n_participants mean_negLL total_negLL total_AIC total_BIC
2 REE_BIASED_SIMPLE REE_LEARNING_BIASED_SIMPLE 6 8 2 1 2 1 164.00528750284548 152.82766572477362 328.01057500569095 152.82766572477362 680.0211500113819 321.65533144954725 727.9187245766777 353.5870478264111
GAIN_LOSS 4 2 2 265.25670321172487 530.5134064234497 1077.0268128468995 1108.9585292237634
HOMOGENEOUS 3 2 2 351.61199392781214 703.2239878556243 1418.4479757112485 1442.3967629938966

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results/results_GAIN_LOSS.csv
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model,n_params,negLL,AIC,BIC,ELBO,ELBO_SD,n_iterations,converged,method,alpha_loss,sd_alpha_loss,alpha_gain,sd_alpha_gain,forget,sd_forget,lambda,sd_lambda,participant model,n_params,negLL,AIC,BIC,ELBO,ELBO_SD,n_iterations,converged,method,alpha_loss,sd_alpha_loss,alpha_gain,sd_alpha_gain,forget,sd_forget,lambda,sd_lambda,participant
GAIN_LOSS,4,288.3257712089803,584.6515424179606,600.6174006063926,-293.8098204601751,0.018419418023481016,39,True,VBMC,-4.789747942697576,0.1852296017413521,4.910180863178969,0.0920756887226078,4.91788510293336,0.07532131905941286,-0.6659006141798032,0.06651084767459509,qfmtmjjy GAIN_LOSS,4,288.2966166582984,584.5932333165968,600.5590915050287,-302.4920232307113,0.010661902395255088,38,True,VBMC,0.008188110554110176,0.5447400414796939,0.9926955805351476,0.5215463019793574,0.9927261141607169,0.5207485870748191,-0.6679395653699975,0.06524869199951512,qfmtmjjy
GAIN_LOSS,4,242.18763521446942,492.37527042893885,508.34112861737077,-243.60122835783287,0.027016475818384324,55,True,VBMC,-4.821632021951461,0.14164524805583711,4.268359226923721,0.4216671818661271,4.234807151138014,0.7157080121250583,-0.0024350764545131897,0.06697639216935664,l5hj4bqu

1 model n_params negLL AIC BIC ELBO ELBO_SD n_iterations converged method alpha_loss sd_alpha_loss alpha_gain sd_alpha_gain forget sd_forget lambda sd_lambda participant
2 GAIN_LOSS 4 288.3257712089803 288.2966166582984 584.6515424179606 584.5932333165968 600.6174006063926 600.5590915050287 -293.8098204601751 -302.4920232307113 0.018419418023481016 0.010661902395255088 39 38 True VBMC -4.789747942697576 0.008188110554110176 0.1852296017413521 0.5447400414796939 4.910180863178969 0.9926955805351476 0.0920756887226078 0.5215463019793574 4.91788510293336 0.9927261141607169 0.07532131905941286 0.5207485870748191 -0.6659006141798032 -0.6679395653699975 0.06651084767459509 0.06524869199951512 qfmtmjjy
GAIN_LOSS 4 242.18763521446942 492.37527042893885 508.34112861737077 -243.60122835783287 0.027016475818384324 55 True VBMC -4.821632021951461 0.14164524805583711 4.268359226923721 0.4216671818661271 4.234807151138014 0.7157080121250583 -0.0024350764545131897 0.06697639216935664 l5hj4bqu

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results/results_HOMOGENEOUS.csv
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model,n_params,negLL,AIC,BIC,ELBO,ELBO_SD,n_iterations,converged,method,alpha,sd_alpha,forget,sd_forget,lambda,sd_lambda,participant model,n_params,negLL,AIC,BIC,ELBO,ELBO_SD,n_iterations,converged,method,alpha,sd_alpha,forget,sd_forget,lambda,sd_lambda,participant
HOMOGENEOUS,3,473.54186038059424,953.0837207611885,965.0581144025124,-474.52031064945436,0.0027499883551695237,23,True,VBMC,-4.847809870984468,0.1300398091269694,3.3569794305963523,1.038293691574052,-1.606519382201114,0.15587842127930715,qfmtmjjy HOMOGENEOUS,3,473.538053155616,953.076106311232,965.0504999525559,-480.9233123433279,0.004242183743477613,27,True,VBMC,0.007782007130193909,0.5325807604856778,0.9668849121490272,0.7392833615956741,-1.6076737912855155,0.15785074696856083,qfmtmjjy
HOMOGENEOUS,3,229.68212747503006,465.3642549500601,477.33864859138407,-233.27227846817146,0.002332084917703993,26,True,VBMC,-4.937369596752305,0.057725958053491,-4.194101183136464,0.40801806005370317,-1.8334356471237399,0.09190552874296334,l5hj4bqu

1 model n_params negLL AIC BIC ELBO ELBO_SD n_iterations converged method alpha sd_alpha forget sd_forget lambda sd_lambda participant
2 HOMOGENEOUS 3 473.54186038059424 473.538053155616 953.0837207611885 953.076106311232 965.0581144025124 965.0504999525559 -474.52031064945436 -480.9233123433279 0.0027499883551695237 0.004242183743477613 23 27 True VBMC -4.847809870984468 0.007782007130193909 0.1300398091269694 0.5325807604856778 3.3569794305963523 0.9668849121490272 1.038293691574052 0.7392833615956741 -1.606519382201114 -1.6076737912855155 0.15587842127930715 0.15785074696856083 qfmtmjjy
HOMOGENEOUS 3 229.68212747503006 465.3642549500601 477.33864859138407 -233.27227846817146 0.002332084917703993 26 True VBMC -4.937369596752305 0.057725958053491 -4.194101183136464 0.40801806005370317 -1.8334356471237399 0.09190552874296334 l5hj4bqu

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results/results_REE_LEARNING_BIASED_SIMPLE.csv Normal file
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model,n_params,negLL,AIC,BIC,ELBO,ELBO_SD,n_iterations,converged,method,alpha_loss,sd_alpha_loss,alpha_gain,sd_alpha_gain,alpha_BS,sd_alpha_BS,alpha_JP,sd_alpha_JP,forget,sd_forget,lambda,sd_lambda,rho_BS,sd_rho_BS,rho_JP,sd_rho_JP,participant
REE_LEARNING_BIASED_SIMPLE,8,152.82766572477362,321.65533144954725,353.5870478264111,-170.70236830730425,0.07467439841870524,68,True,VBMC,0.01018920281917551,0.5628243981214501,0.9379995598307985,0.7376299314085547,0.48658179497202014,0.9474871674060432,0.007625898864551157,0.5329424309844313,0.9644556195673804,0.7431884835770887,-1.0396585866218713,0.08392476771863462,-7.2569637001263665,0.9595849288475315,0.7592112953669164,0.14269401929643086,qfmtmjjy
1 model n_params negLL AIC BIC ELBO ELBO_SD n_iterations converged method alpha_loss sd_alpha_loss alpha_gain sd_alpha_gain alpha_BS sd_alpha_BS alpha_JP sd_alpha_JP forget sd_forget lambda sd_lambda rho_BS sd_rho_BS rho_JP sd_rho_JP participant
2 REE_LEARNING_BIASED_SIMPLE 8 152.82766572477362 321.65533144954725 353.5870478264111 -170.70236830730425 0.07467439841870524 68 True VBMC 0.01018920281917551 0.5628243981214501 0.9379995598307985 0.7376299314085547 0.48658179497202014 0.9474871674060432 0.007625898864551157 0.5329424309844313 0.9644556195673804 0.7431884835770887 -1.0396585866218713 0.08392476771863462 -7.2569637001263665 0.9595849288475315 0.7592112953669164 0.14269401929643086 qfmtmjjy