Prequential AUC: properties of the area under the ROC curve for data streams with concept drift.
Dariusz BrzezinskiJerzy StefanowskiPublished in: Knowl. Inf. Syst. (2017)
Keyphrases
- concept drift
- class distribution
- data streams
- streaming data
- sliding window
- drifting concepts
- drift detection
- data stream classification
- data stream mining
- mining data streams
- change detection
- target concept
- evolving data streams
- data distribution
- roc curve
- stream data
- receiver operating characteristic
- non stationary
- stream mining
- classification algorithm
- batch learning
- concept drifting data streams
- continuous queries
- outlier detection
- image processing
- data sets
- high speed data streams
- cost sensitive