CWIN: A New Windowing Technique for Detecting Concept Drift in Data Streams.
Ranjan BhatSharanya PrabhuNeelima BayyapuPublished in: HiPCW (2023)
Keyphrases
- concept drift
- data streams
- streaming data
- drifting concepts
- mining data streams
- data stream classification
- sliding window
- stream data
- change detection
- data stream mining
- evolving data streams
- drift detection
- incremental clustering
- non stationary
- ensemble classifier
- batch learning
- data distribution
- classification algorithm
- concept descriptions
- stream mining
- limited memory
- high speed data streams
- data sets
- small number
- concept drifting
- concept drifting data streams
- incoming data
- continuous queries
- image analysis
- pairwise
- pattern recognition
- similarity measure
- neural network