Knowledge-Based Neurocomputing: A Fuzzy Logic Approach

• Main Authors: Kolman, Eyal (Author), Margaliot, Michael (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2009.
• Series: Studies in Fuzziness and Soft Computing, 234
• Subjects: Computer science.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Computer Science.; Artificial Intelligence (incl. Robotics).; Appl.Mathematics/Computational Methods of Engineering.

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...

Table of Contents:

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