Model Selection and Assessment for Classification Using Validation.
Wojciech JaworskiPublished in: RSFDGrC (1) (2005)
Keyphrases
- model selection
- cross validation
- selection criterion
- statistical learning
- hyperparameters
- unsupervised learning
- machine learning
- bayesian learning
- regression model
- mixture model
- meta learning
- parameter estimation
- feature selection
- bayesian methods
- variable selection
- error estimation
- leave one out cross validation
- generalization error
- sample size
- classification accuracy
- gaussian process
- parameter determination
- automatic model selection
- machine learning algorithms
- mutual information
- training set
- model selection criteria