Tracking recurring concepts from evolving data streams using ensemble method.
Yange SunZhihai WangJidong YuanWei ZhangPublished in: Int. Arab J. Inf. Technol. (2019)
Keyphrases
- ensemble methods
- evolving data streams
- random forests
- concept drift
- prediction accuracy
- random forest
- ensemble learning
- data streams
- benchmark datasets
- decision trees
- ensemble classifier
- machine learning methods
- base classifiers
- streaming data
- real time
- stream mining
- machine learning
- logistic regression
- bayesian networks
- subspace methods
- learning algorithm
- feature subset
- image registration
- formal concept analysis