Knowledge-Based Neurocomputing: A Fuzzy Logic Approach (Studies in Fuzziness and Soft Computing, 234)

Kolman, Eyal; Margaliot, Michael

ISBN 10: 3540880763 / ISBN 13: 9783540880769

Edité par Springer, 2009

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N° de réf. du vendeur I-9783540880769

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Titre : Knowledge-Based Neurocomputing: A Fuzzy ...

Éditeur : Springer

Date d'édition : 2009

Reliure : Couverture rigide

Etat : New

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Synopsis :

Book by Kolman Eyal Margaliot Michael

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In this monograph, the authors introduce a novel fuzzy rule-base, referred to as the Fuzzy All-permutations Rule-Base (FARB). They show that inferring the FARB, using standard tools from fuzzy logic theory, yields an input-output map that is mathematically equivalent to that of an artificial neural network. Conversely, every standard artificial neural network has an equivalent FARB. The FARB-ANN equivalence integrates the merits of symbolic fuzzy rule-bases and sub-symbolic artificial neural networks, and yields a new approach for knowledge-based neurocomputing in artificial neural networks.