On ensemble components selection in data streams scenario with reoccurring concept-drift.
Piotr DudaMaciej JaworskiLeszek RutkowskiPublished in: SSCI (2017)
Keyphrases
- concept drift
- data streams
- drifting concepts
- ensemble learning
- ensemble classifier
- streaming data
- concept drifting data streams
- ensemble classification
- drift detection
- noisy data streams
- concept drifting
- evolving data streams
- data stream classification
- data distribution
- mining data streams
- non stationary
- stream data
- sliding window
- data stream mining
- change detection
- batch learning
- classification algorithm
- ensemble methods
- high speed data streams
- data sets
- data mining
- image analysis
- high resolution
- decision trees
- neural network