Generalization Error of Invariant Classifiers.
Jure SokolicRaja GiryesGuillermo SapiroMiguel R. D. RodriguesPublished in: AISTATS (2017)
Keyphrases
- generalization error
- linear classifiers
- training data
- training set
- generalization error bounds
- cross validation
- training set size
- learning algorithm
- classification error
- model selection
- active learning
- binary classification
- learning machines
- boosting algorithms
- upper bound
- sample complexity
- support vector
- training error
- supervised learning
- sample size
- target function
- decision trees
- training examples
- test set
- training and test sets
- query by committee
- machine learning algorithms
- ensemble members
- class labels
- training samples
- binary classifiers
- conditional expectation
- generalization bounds
- multi class
- subspace information criterion
- feature set
- random sampling
- pairwise
- lower bound
- objective function
- feature selection