Model selection in cognitive science as an inverse problem.
Jay I. MyungMark A. PittDaniel J. NavarroPublished in: Computational Imaging (2005)
Keyphrases
- model selection
- cognitive science
- cross validation
- artificial intelligence
- cognitive processes
- hyperparameters
- bayesian learning
- information processing
- human cognition
- regression model
- computer science
- sample size
- feature selection
- parameter estimation
- mixture model
- human intelligence
- connectionist models
- error estimation
- cognitive systems
- machine learning
- selection criterion
- statistical inference
- cognitive models
- information criterion
- marginal likelihood
- gaussian process
- generalization error
- variable selection
- computational intelligence
- knowledge representation
- information retrieval
- model selection criteria
- parameter determination
- embodied cognition
- neural network
- mental representations
- video sequences
- knowledge base
- learning algorithm
- genetic algorithm
- data mining