1999 · 68 citations · 11 references
ComputingComputer ScienceArtificial IntelligenceKnowledge RepresentationMachine LearningEvolutionary ComputationExpert SystemsNeural NetworksOnline AlgorithmsPattern RecognitionRule-based RepresentationAdaptive Rule SystemsFuzzy Expert SystemsFuzzy Rule-based SystemsKnowledge-based Expert SystemsLearning In Expert SystemsRule ExtractionRule LearningRule-based Adaptation
Discusses the concept of intelligent expert systems and suggests tools for building an adaptable, in an online or in an off-line mode, rule base during the system operation in a changing environment. It applies evolving fuzzy neural networks (EFuNNs) as associative memories for the purpose of dynamic storing and modifying a rule base. Algorithms for rule extraction and rule insertion from EFuNNs are explained and applied to a case study using gas furnace data and the iris data set.
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L. A. Zadeh · Information and Control · 1965 · 66.1K citations
Teuvo Kohonen · Proceedings of the IEEE · 1990 · 8.2K citations