Overtraining and model selection with the self-organizing map.
Jouko LampinenTimo KostiainenPublished in: IJCNN (1999)
Keyphrases
- model selection
- cross validation
- hyperparameters
- parameter estimation
- self organizing maps
- bayesian learning
- sample size
- regression model
- model selection criteria
- statistical learning
- unsupervised learning
- leave one out cross validation
- variable selection
- motion segmentation
- error estimation
- machine learning
- input space
- marginal likelihood
- meta learning
- mixture model
- feature selection
- generalization error
- statistical inference
- bayesian information criterion
- selection criterion
- generalization bounds
- bayesian methods
- gaussian process
- bayesian model selection
- automatic model selection