On the generalization error of fixed combinations of classifiers.
Martin AnthonyPublished in: J. Comput. Syst. Sci. (2007)
Keyphrases
- generalization error
- linear classifiers
- training set
- training data
- generalization error bounds
- cross validation
- learning algorithm
- model selection
- training set size
- classification error
- active learning
- boosting algorithms
- binary classification
- upper bound
- sample complexity
- query by committee
- target function
- learning machines
- training error
- sample size
- ensemble members
- training and test sets
- support vector
- decision trees
- conditional expectation
- test set
- binary classifiers
- data sets
- training examples
- supervised learning
- feature selection
- machine learning algorithms
- weak classifiers
- subspace information criterion
- machine learning methods
- hyperplane
- class labels
- training samples
- feature space
- neural network