Online Ensemble Learning of Data Streams with Gradually Evolved Classes.
Yu SunKe TangLeandro L. MinkuShuo WangXin YaoPublished in: IEEE Trans. Knowl. Data Eng. (2016)
Keyphrases
- ensemble learning
- data streams
- concept drift
- ensemble methods
- generalization ability
- sliding window
- stream data
- ensemble classifier
- streaming data
- concept drifting
- random forest
- data distribution
- weak learners
- base classifiers
- mutual subspace method
- class labels
- prediction accuracy
- artificial neural networks
- data sets
- bp neural network
- non stationary
- unlabeled data
- support vector machine
- classification accuracy
- pattern recognition
- feature selection
- learning algorithm
- neural network