Leave One Out Error, Stability, and Generalization of Voting Combinations of Classifiers.
Theodoros EvgeniouMassimiliano PontilAndré ElisseeffPublished in: Mach. Learn. (2004)
Keyphrases
- majority voting
- weighted voting
- multiple classifiers
- training data
- feature set
- decision trees
- support vector
- naive bayes
- test set
- classification models
- ensemble learning
- generalization bounds
- classification rate
- large margin classifiers
- voting schemes
- classification systems
- stability analysis
- voting method
- classifier combination
- pac bayes
- stability margin
- machine learning
- supervised classification
- classification algorithm
- svm classifier
- class labels
- machine learning algorithms
- feature selection
- learning machines
- ensemble classifier
- classification method
- training examples
- training samples
- training set
- trained classifiers
- feature extraction