Active learning approach to concept drift problem.
Bartosz KurlejMichal WozniakPublished in: Log. J. IGPL (2012)
Keyphrases
- concept drift
- active learning
- data streams
- streaming data
- non stationary
- drift detection
- machine learning
- class imbalance
- drifting concepts
- evolving data streams
- incremental clustering
- change detection
- data distribution
- classification algorithm
- transfer learning
- data stream classification
- data stream mining
- training examples
- supervised learning
- batch learning
- labeled data
- concept descriptions
- training set
- learning algorithm
- learning process
- data mining
- semi supervised
- image analysis
- unlabeled data
- labeled examples
- computer vision
- multi dimensional
- image registration
- high dimensional
- sliding window
- pairwise