Generalization Error of Combined Classifiers.
Llew MasonPeter L. BartlettMostefa GoleaPublished in: J. Comput. Syst. Sci. (2002)
Keyphrases
- generalization error
- linear classifiers
- training data
- training set
- generalization error bounds
- cross validation
- active learning
- upper bound
- binary classification
- training set size
- learning algorithm
- model selection
- classification error
- boosting algorithms
- training error
- learning machines
- target function
- sample complexity
- training and test sets
- sample size
- weak classifiers
- supervised learning
- machine learning
- decision trees
- support vector
- test set
- machine learning algorithms
- ensemble members
- training examples
- classification accuracy
- multiclass classification
- training samples
- unbiased estimator
- labeled data
- binary classifiers
- data sets
- subspace information criterion
- ensemble learning
- machine learning methods
- classification algorithm
- unlabeled data
- support vector machine
- pairwise
- e learning
- feature selection
- neural network