Handling Local Concept Drift with Dynamic Integration of Classifiers: Domain of Antibiotic Resistance in Nosocomial Infections.
Alexey TsymbalMykola PechenizkiyPadraig CunninghamSeppo PuuronenPublished in: CBMS (2006)
Keyphrases
- concept drift
- dynamic integration
- data stream classification
- ensemble classifier
- classification algorithm
- ensemble learning
- drifting concepts
- data streams
- weighted voting
- drift detection
- non stationary
- data distribution
- training data
- change detection
- feature selection
- decision trees
- k nearest neighbor
- data fusion
- training set
- machine learning algorithms
- support vector
- classifier ensemble
- multi class
- data sets