Efficient Cross-validation of the Complete Two Stages in KFD Classifier Formulation.
Senjian AnWanquan LiuSvetha VenkateshPublished in: ICPR (3) (2006)
Keyphrases
- cross validation
- support vector
- model selection
- unseen data
- training set
- nearest neighbor classifiers
- hyperparameters
- binary classifiers
- variable selection
- support vector machine
- leave one out cross validation
- training data
- cross validated
- generalization error
- roc analysis
- svm classifier
- information criterion
- feature space
- feature selection
- permutation tests
- error estimates
- decision trees
- selection criterion
- regularization parameter
- closed form
- classification algorithm
- feature set
- multi class