Online ensemble learning with abstaining classifiers for drifting and noisy data streams.
Bartosz KrawczykAlberto CanoPublished in: Appl. Soft Comput. (2018)
Keyphrases
- ensemble learning
- concept drift
- noisy data streams
- ensemble classifier
- roc analysis
- data streams
- concept drifting
- class distribution
- generalization ability
- ensemble methods
- streaming data
- change detection
- classification algorithm
- non stationary
- random forest
- base classifiers
- data distribution
- class imbalance
- decision trees
- prediction accuracy
- unlabeled data
- machine learning methods
- unsupervised learning
- support vector machine