Evolving rule-based classifiers with genetic programming on GPUs for drifting data streams

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Alberto Cano, Bartosz Krawczyk

Published: 2019, Last Modified: 08 Mar 2025Pattern Recognit. 2019EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•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.