Fast cross-validation of kernel Fisher discriminant classifiers.
Senjian AnWanquan LiuSvetha VenkateshPublished in: ICMLA (2005)
Keyphrases
- cross validation
- kernel fisher discriminant
- support vector
- training set
- unseen data
- nearest neighbor classifiers
- model selection
- binary classifiers
- hyperparameters
- variable selection
- grid search
- generalization error
- training data
- video based face recognition
- svm classifier
- rbf kernel
- feature selection
- classification algorithm
- training examples
- training samples
- decision trees
- kernel principal component analysis
- feature set
- support vector machine
- classification accuracy
- classification method
- radial basis function
- kernel function
- naive bayes
- kernel machines
- supervised learning
- nearest neighbor