Adaptation of Decision Trees for Handling Concept Drift.
Lena PietruczukPiotr DudaMaciej JaworskiPublished in: ICAISC (1) (2013)
Keyphrases
- concept drift
- decision trees
- concept drifting data streams
- drift detection
- data streams
- streaming data
- drifting concepts
- non stationary
- data distribution
- change detection
- classification algorithm
- incremental clustering
- naive bayes
- target concept
- stream data
- data stream mining
- data stream classification
- evolving data streams
- batch learning
- random forest
- training data
- machine learning algorithms
- concept descriptions
- classifier ensemble
- random forests
- text categorization
- pattern recognition
- constructive induction
- pairwise