Evolving rule-based classifiers with genetic programming on GPUs for drifting data streams.
Alberto CanoBartosz KrawczykPublished in: Pattern Recognit. (2019)
Keyphrases
- genetic programming
- data streams
- concept drift
- data stream classification
- ensemble classifier
- anytime classification
- fitness function
- sliding window
- evolutionary computation
- streaming data
- evolutionary algorithm
- data stream mining
- data distribution
- classification algorithm
- ensemble learning
- symbolic regression
- training data
- gene expression programming
- grammar guided genetic programming
- financial forecasting
- expert systems
- decision trees
- naive bayes
- change detection
- general purpose
- sensor networks
- test set
- concept drifting data streams
- training samples
- classification rules
- training set
- stream data
- feature selection
- continuous queries
- svm classifier
- machine learning algorithms
- genetic algorithm
- linear classifiers
- parallel processing
- concept drifting
- multi class
- support vector
- binary classifiers
- roc curve
- continuous data streams
- mining concept drifting data streams