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A Fuzzy Evolutionary System for Concept Formation and Adaptive Behaviour in Software Agents Export

Fuzzy Systems, 2005. FUZZ '05. The 14th IEEE International Conference on In Fuzzy Systems, 2005. FUZZ '05. The 14th IEEE International Conference on (2005), pp. 631-635.

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anticipatory_learning evolutionary fuzzy ontology

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Software agent technology is currently based on fixed ontologies and languages, handcrafted for a particular application. The advent of massively distributed systems however calls for not only a common language between all agents involved but also the ability to autonomously adapt and form concepts about novel experiences and events. The authors proposed a method by which agents can autonomously form new concepts grounded in their own experience. This is an improvement on previous approaches because it can tackle a much wider range of conceptual types and provides an efficient, accurate representation, which can be used in a rule based system or conceptual framework. Furthermore, the method allowed an agent to simultaneously learn new concepts and the rules to govern its behaviour whilst providing a more robust system which is also adaptive


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