Online semi-supervised active learning ensemble classification for evolving imbalanced data streams.
Yinan GuoJiayang PuBotao JiaoYanyan PengDini WangShengxiang YangPublished in: Appl. Soft Comput. (2024)
Keyphrases
- semi supervised
- active learning
- ensemble classification
- data streams
- concept drift
- batch mode
- class imbalance
- pool based active learning
- semi supervised learning
- unlabeled data
- labeled data
- supervised learning
- ensemble classifier
- data sets
- change detection
- class distribution
- multiple classifier systems
- pairwise
- training set
- machine learning
- data distribution
- training examples
- high dimensional
- ensemble learning
- ensemble methods
- binary classification
- support vector machine svm
- multi class
- learning algorithm