Out of Bootstrap Estimation of Generalization Error Curves in Bagging Ensembles.
Daniel Hernández-LobatoGonzalo Martínez-MuñozAlberto SuárezPublished in: IDEAL (2007)
Keyphrases
- query by committee
- generalization error
- cross validation
- ensemble members
- active learning
- sample complexity
- random sampling
- model selection
- supervised learning
- learning algorithm
- upper bound
- sample size
- classification error
- binary classification
- learning machines
- linear classifiers
- training set
- training error
- generalization error bounds
- ensemble selection
- unbiased estimator
- training data
- target function
- decision trees
- ensemble learning
- base classifiers
- base learners
- machine learning
- conditional expectation
- regression problems
- support vector
- optimal solution