Online Ensemble Using Adaptive Windowing for Data Streams with Concept Drift.
Yange SunZhihai WangHaiyang LiuChao DuJidong YuanPublished in: Int. J. Distributed Sens. Networks (2016)
Keyphrases
- concept drift
- data streams
- drifting concepts
- ensemble learning
- ensemble classifier
- ensemble classification
- concept drifting data streams
- streaming data
- drift detection
- noisy data streams
- mining data streams
- data stream classification
- concept drifting
- stream data
- stream clustering
- data stream mining
- evolving data streams
- change detection
- sliding window
- data distribution
- classification algorithm
- batch learning
- non stationary
- neural network
- ensemble methods
- outlier detection
- stream mining
- high speed data streams
- feature selection
- nearest neighbor
- classifier ensemble
- text categorization
- high dimensional
- machine learning