Two-level pruning based ensemble with abstained learners for concept drift in data streams.
Kanu GoelShalini BatraPublished in: Expert Syst. J. Knowl. Eng. (2021)
Keyphrases
- concept drift
- data streams
- ensemble learning
- drifting concepts
- ensemble classifier
- ensemble classification
- concept drifting data streams
- streaming data
- concept drifting
- noisy data streams
- pruning algorithm
- drift detection
- sliding window
- mining data streams
- data stream classification
- stream data
- learning environment
- change detection
- data distribution
- data stream mining
- evolving data streams
- non stationary
- batch learning
- learning process
- outlier detection
- ensemble methods
- high speed data streams
- classification algorithm
- data sets
- learning algorithm
- classifier ensemble
- continuous queries
- training data
- machine learning
- stream mining
- feature selection
- decision trees
- feature extraction
- random forest