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

Kolman, Eyal; Margaliot, Michael

 
9783540880769: Knowledge-Based Neurocomputing: A Fuzzy Logic Approach: 234 (Studies in Fuzziness and Soft Computing)

Inhaltsangabe

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.

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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.

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9783642099854: Knowledge-Based Neurocomputing: A Fuzzy Logic Approach: A Fuzzy Logic Approach (Studies in Fuzziness and Soft Computing): 234

Vorgestellte Ausgabe

ISBN 10:  3642099858 ISBN 13:  9783642099854
Verlag: Springer, 2010
Softcover