Evolving rule-based classifiers with genetic programming on GPUs for drifting data streams.
Pattern Recognition(2019)
摘要
•Grammar-guided genetic programming rule-based classifier for drifting data streams.•Online induction of highly accurate and interpretable rules.•Fast adaptation to any type of concept drift.•Mechanisms for rule diversification and adaptation.•Efficient implementation on GPUs suitable for high-speed data streams.
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关键词
Machine learning,Data streams,Concept drift,Genetic programming,Rule-based classification,GPU,High-performance data mining
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