Ensembles of Heterogeneous Concept Drift Detectors - Experimental Study.
Michal WozniakPawel KsieniewiczBoguslaw CyganekKrzysztof WalkowiakPublished in: CISIM (2016)
Keyphrases
- experimental study
- concept drift
- ensemble learning
- ensemble classifier
- data streams
- drifting concepts
- streaming data
- drift detection
- non stationary
- ensemble methods
- change detection
- classification algorithm
- data stream classification
- data distribution
- classifier ensemble
- incremental clustering
- data stream mining
- batch learning
- experimental evaluation
- decision trees
- multi dimensional
- incremental learning
- neural network
- principal component analysis
- evolving data streams
- active learning