Online Active Learning Paired Ensemble for Concept Drift and Class Imbalance.
Hang ZhangWeike LiuJicheng ShanQingbao LiuPublished in: IEEE Access (2018)
Keyphrases
- class imbalance
- concept drift
- active learning
- ensemble learning
- ensemble classifier
- imbalanced data
- data streams
- class distribution
- streaming data
- imbalanced class distribution
- non stationary
- change detection
- training set
- classification algorithm
- sampling methods
- drift detection
- data distribution
- learning algorithm
- semi supervised
- imbalanced datasets
- neural network
- minority class
- training data
- decision trees
- machine learning
- ensemble methods
- random sampling
- labeled data
- database systems