Cross-Validation, Bootstrap, and Support Vector Machines.
Masaaki TsujitaniYusuke TanakaPublished in: Adv. Artif. Neural Syst. (2011)
Keyphrases
- cross validation
- support vector
- learning machines
- large margin classifiers
- model selection
- hyperparameters
- training set
- support vector machine
- variable selection
- logistic regression
- generalization error
- classification accuracy
- cross validated
- ls svm
- regularization parameter
- unseen data
- binary classification
- kernel methods
- error estimates
- feature selection
- nearest neighbor classifiers
- generalization ability
- kernel function
- hyperplane
- radial basis function
- svm classifier
- multi class classification
- information criterion
- supervised learning
- multi class
- feature space
- neural network