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

Kolman, Eyal

Brossura

ISBN 10: 3642099858 ISBN 13: 9783642099854

Casa editrice: Springer, 2010

Riassunto

This book details the state-of-the-art in knowledge-based neurocomputing. It introduces a novel fuzzy-rule base known as Fuzzy All-permutations Rule-Base (FARB) and presents new connections between artificial neural networks and FARB.

Su questo libro

Dalla quarta di copertina

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.

Contenuti

The FARB.- The FARB–ANN Equivalence.- Rule Simplification.- Knowledge Extraction Using the FARB.- Knowledge-Based Design of ANNs.- Conclusions and Future Research.

Dettagli dell?edizione

• Editore: Springer
• Data di pubblicazione: 2010
• ISBN 10: 3642099858
• ISBN 13: 9783642099854
• Rilegatura: Copertina flessibile
• Lingua: Inglese
• Numero di pagine: 116