Automated cognitive modeling with Bayesian active model selection.
Vishal LallJordan W. SuchowGustavo MalkomesTom GriffithsPublished in: CogSci (2019)
Keyphrases
- model selection
- cognitive modeling
- bayesian learning
- marginal likelihood
- cross validation
- statistical inference
- computational model
- bayesian model selection
- hyperparameters
- cognitive model
- bayesian methods
- parameter estimation
- bayesian approaches
- posterior distribution
- student modeling
- computational models
- sample size
- cognitive architecture
- human computer
- regression model
- machine learning
- mixture model
- model selection criteria
- variable selection
- gaussian process
- feature selection
- information criterion
- automatic model selection
- bayesian information criterion
- selection criterion
- parameter determination
- student model
- bayesian inference
- posterior probability
- em algorithm
- maximum likelihood
- video sequences
- bayesian networks