DECO3RUM: A Differential Evolution learning approach for generating compact Mamdani fuzzy rule-based models

•A novel evolutionary Fuzzy Rule-based System for modeling problems is proposed.•The system utilizes Differential Evolution as its learning algorithm.•DECORUM was validated using 24 real-world datasets.•Additionally, one dataset from the domain of soil spectroscopy was examined.•Experimental results...

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Veröffentlicht in:	Expert systems with applications 2017-10, Vol.83, p.257-272
Hauptverfasser:	Tsakiridis, Nikolaos L., Theocharis, John B., Zalidis, George C.
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Big Data Data management Datasets Differential Evolution Evolutionary algorithms Evolutionary fuzzy systems Fuzzy logic Fuzzy Rule-based System (FRBS) Fuzzy systems Fuzzy Token Competition Genetic Cooperative - Competitive Learning (GCCL) Machine learning Post-production processing Soil sciences Soil spectroscopy
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