Statistical Instance-Based Pruning in Ensembles of Independent Classifiers.
Daniel Hernández-LobatoGonzalo Martínez-MuñozAlberto SuárezPublished in: IEEE Trans. Pattern Anal. Mach. Intell. (2009)
Keyphrases
- decision trees
- ensemble learning
- ensemble classifier
- diversity measures
- ensemble pruning
- training data
- combining classifiers
- classifier ensemble
- weighted voting
- pruning method
- multiple classifier systems
- support vector
- instance based learning
- statistical models
- statistical tests
- class labels
- ensemble methods
- naive bayes
- supervised classification
- linear classifiers
- feature ranking
- majority voting
- neural network
- base classifiers
- svm classifier
- test set
- feature set
- search space
- classification models
- multiple classifiers
- pruning algorithm
- machine learning algorithms
- knn
- decision stumps
- ensemble members
- data streams
- pruning algorithms
- data sets
- trained classifiers