An Adaptive Selective Ensemble for Data Streams Classification.
Valerio GrossiFranco TuriniPublished in: ICAART (1) (2011)
Keyphrases
- data streams
- concept drifting data streams
- training set
- classification scheme
- final classification
- image classification
- pattern recognition
- classification accuracy
- neural network
- support vector machine svm
- decision trees
- sliding window
- streaming data
- classification systems
- ensemble classifier
- ensemble methods
- machine learning methods
- classification method
- support vector machine
- data sets
- anytime classification
- supervised learning
- feature extraction
- individual classifiers
- multiple classifiers
- data stream classification
- mining concept drifting data streams
- ensemble learning
- concept drift
- classification algorithm
- text classification
- sensor networks
- machine learning
- majority voting
- classifier combination
- class labels
- benchmark datasets
- combining classifiers
- learning algorithm