Keyphrases
- cross validation
- support vector
- model selection
- learning machines
- error estimates
- hyperparameters
- generalization error
- estimation error
- variable selection
- error analysis
- cross validated
- regression problems
- parameter estimation
- regularization parameter
- training set
- ls svm
- logistic regression
- error estimation
- support vector machine
- nearest neighbor classifiers
- information criterion
- feature selection
- unseen data
- binary classifiers
- gaussian process
- high dimensional
- radial basis function
- svm classifier
- classification accuracy
- learning algorithm
- selection criterion
- hyperplane
- kernel methods
- nearest neighbor
- loss function