Proactive drift detection: Predicting concept drifts in data streams using probabilistic networks.
Kylie ChenYun Sing KohPatricia RiddlePublished in: IJCNN (2016)
Keyphrases
- concept drift
- drift detection
- probabilistic networks
- data streams
- streaming data
- concept drifting data streams
- mining data streams
- drifting concepts
- data stream classification
- sliding window
- probabilistic inference
- influence diagrams
- bayesian networks
- stream data
- change detection
- data stream mining
- graphical models
- data distribution
- non stationary
- data sets
- continuous queries
- classification algorithm
- incoming data
- stream mining
- concept drifting
- text mining
- domain knowledge