Selection of Decision Stumps in Bagging Ensembles.
Gonzalo Martínez-MuñozDaniel Hernández-LobatoAlberto SuárezPublished in: ICANN (1) (2007)
Keyphrases
- decision stumps
- selection algorithm
- ensemble learning
- base learners
- decision forest
- learning algorithm
- ensemble classifier
- base classifiers
- weak classifiers
- kernel machines
- decision trees
- logistic regression
- imbalanced data
- ensemble selection
- generalization bounds
- ensemble methods
- data sets
- generalization ability
- support vector machine
- variable selection
- cost sensitive
- feature selection
- supervised learning
- prediction accuracy
- genetic algorithm ga
- benchmark datasets