New construction of Ensemble Classifiers for imbalanced datasets.
Yun ZhaiBingru YangNan MaDa RuanPublished in: ISKE (2010)
Keyphrases
- imbalanced datasets
- ensemble classifier
- imbalanced data
- ensemble methods
- ensemble learning
- decision trees
- base classifiers
- random forest
- cost sensitive learning
- support vector machine
- class distribution
- concept drift
- prediction accuracy
- sampling methods
- class imbalance
- feature selection
- classification models
- preprocessing step
- benchmark datasets
- generalization ability
- machine learning methods
- active learning
- machine learning
- fusion method
- high dimensional
- bayesian networks
- k nearest neighbor