A First Attempt to Construct Effective Concept Drift Detector Ensembles.
Michal WozniakPawel KsieniewiczAndrzej KasprzakKarol PuchalaPrzemyslaw RybaPublished in: IP&C (2016)
Keyphrases
- concept drift
- data streams
- ensemble learning
- ensemble classifier
- drifting concepts
- drift detection
- data stream mining
- streaming data
- machine learning
- active learning
- data distribution
- non stationary
- classification algorithm
- change detection
- ensemble methods
- data management
- dimensionality reduction
- reinforcement learning
- incremental clustering
- batch learning
- decision trees
- data mining