Work from Advanced Cognitive Modeling course. Cognitive models implemented with jags. Applied to different tasks.
forward_models.Rmd
- Data simulation
- Fixed vs learning model
- Parameter recovery
- Model recovery
kernel_vs_Qlearn_model.Rmd
- Bandit arms task
- Kernel model vs Q-learning model
- Data simulation
- Parameter recovery
- Model recovery
IowaGamblingTask_models
- Outcome Representation Learning (ORL) model
- Prospect Valence Learning (PVL) Delta model (prospect theory)
- Value and Sequential Exploration (VSE) model
Fitting_and_hierarchical_models
- Bayesian Group Comparison (amphetamine) on Iowa Gambling Task with ORL model
- Bayesian Group Comparison (opiates) on Iowa Gambling Task with ORL model
- Fitting hierarchical models (ORL, VSE, PVL-Delta) on IGT
- Posterior Predictive Checks on ORl- VSE- and PVL-delta models of IGT
EWA_model
- Experience Weighted Attraction (EWA) learning model
- Data simulation
- Param recovery
- Model recovery
CC_model
- Data simulation
- Param recovery
- Model recovery
Latent_mixture_models
- Latent mixture models of public goods game