Tracking concept drift using a constrained penalized regression combiner.
Li-Yu WangCheolwoo ParkKyupil YeonHosik ChoiPublished in: Comput. Stat. Data Anal. (2017)
Keyphrases
- concept drift
- data streams
- streaming data
- drift detection
- data stream mining
- model selection
- change detection
- drifting concepts
- non stationary
- classification algorithm
- incremental clustering
- ensemble learning
- evolving data streams
- data distribution
- batch learning
- concept descriptions
- data stream classification
- least squares
- machine learning
- data sets
- ensemble classifier
- neural network
- query processing
- pattern recognition
- feature selection