One or two things we know about concept drift - a survey on monitoring in evolving environments. Part A: detecting concept drift.
Fabian HinderValerie VaquetBarbara HammerPublished in: Frontiers Artif. Intell. (2024)
Keyphrases
- concept drift
- data streams
- streaming data
- non stationary
- drift detection
- drifting concepts
- incremental clustering
- data distribution
- change detection
- novelty detection
- classification algorithm
- stream data
- data stream mining
- target concept
- batch learning
- concept descriptions
- data stream classification
- data sets
- ensemble classifier
- small number
- computer vision