An Empirical Study of Uncertainty Estimation Techniques for Detecting Drift in Data Streams.
Anton WinterNicolas JourdanTristan WirthVolker KnautheArjan KuijperPublished in: CoRR (2023)
Keyphrases
- data streams
- concept drift
- uncertain data
- streaming data
- sliding window
- high dimensional data streams
- automatic detection
- accurate estimation
- data sets
- estimation algorithm
- estimation error
- robust optimization
- sensor data
- parameter estimation
- probability distribution
- estimation process
- data stream mining
- mining data streams
- drift detection
- data mining