Accuracy Updated Ensemble for Data Streams with Concept Drift.
Dariusz BrzezinskiJerzy StefanowskiPublished in: HAIS (2) (2011)
Keyphrases
- concept drift
- data streams
- drifting concepts
- ensemble learning
- ensemble classifier
- streaming data
- ensemble classification
- concept drifting data streams
- data stream classification
- mining data streams
- drift detection
- change detection
- non stationary
- stream data
- evolving data streams
- concept drifting
- noisy data streams
- sliding window
- classification algorithm
- data stream mining
- ensemble methods
- data distribution
- batch learning
- prediction accuracy
- continuous queries
- stream mining
- training set
- incoming data
- classifier ensemble
- database
- classification accuracy
- data sets
- random forest
- remote sensing
- high speed data streams
- feature vectors
- data structure
- stream clustering