Generalization Error of Invariant Classifiers.
Jure SokolicRaja GiryesGuillermo SapiroMiguel R. D. RodriguesPublished in: CoRR (2016)
Keyphrases
- generalization error
- linear classifiers
- training data
- training set
- generalization error bounds
- cross validation
- training set size
- active learning
- model selection
- upper bound
- classification error
- sample complexity
- learning machines
- sample size
- training error
- learning algorithm
- binary classification
- boosting algorithms
- supervised learning
- query by committee
- target function
- decision trees
- support vector
- machine learning
- test set
- weak classifiers
- training and test sets
- ensemble members
- training examples
- class labels
- generalization bounds
- training samples
- machine learning algorithms
- feature selection
- multi class
- binary classifiers
- training process
- classification accuracy
- objective function
- random sampling