Knowledge-Based Neurocomputing: A Fuzzy Logic Approach

von Eyal Kolman, Michael Margaliot

100 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

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.

• Reihe: Studies in Fuzziness and Soft Computing
• Themen: Informatik und Informationstechnologie Informatik Künstliche Intelligenz (KI)
• ISBN: 9783642099854
• Sprache: Englisch
• Erscheinungsdatum: 21.10.2010
• Größe: 23.5 x 15.5 cm
• Verlag: Springer Berlin