A Robustness Evaluation of Concept Drift Detectors against Unreliable Data Streams.
Sixiang WangFumio MachidaPublished in: WF-IoT (2021)
Keyphrases
- concept drift
- data streams
- streaming data
- drifting concepts
- drift detection
- mining data streams
- data stream classification
- change detection
- sliding window
- data stream mining
- evolving data streams
- stream data
- incremental clustering
- data distribution
- classification algorithm
- non stationary
- stream mining
- ensemble classifier
- batch learning
- data sets
- noisy data streams
- incoming data
- nearest neighbor
- classification accuracy
- similarity measure