On Ensemble Components Selection in Data Streams Scenario with Gradual Concept-Drift.
Piotr DudaPublished in: ICAISC (2) (2018)
Keyphrases
- concept drift
- data streams
- drifting concepts
- ensemble learning
- ensemble classifier
- streaming data
- concept drifting data streams
- ensemble classification
- noisy data streams
- drift detection
- concept drifting
- mining data streams
- data stream classification
- sliding window
- data distribution
- change detection
- data stream mining
- non stationary
- stream data
- classification algorithm
- evolving data streams
- batch learning
- data sets
- ensemble methods
- high speed data streams
- neural network
- database
- random forest
- training set
- data mining
- multi dimensional
- continuous queries