Nonparametric density estimation by exact leave-p-out cross-validation.
Alain CelisseStéphane RobinPublished in: Comput. Stat. Data Anal. (2008)
Keyphrases
- cross validation
- nonparametric density estimation
- density estimation
- model selection
- hyperparameters
- random fields
- variable selection
- support vector
- training set
- generalization error
- cross validated
- mixture model
- unseen data
- error estimates
- information criterion
- data mining
- learning algorithm
- machine learning
- generalization ability
- sample size
- bayesian networks
- image segmentation
- image processing