Knowledge-Based Neurocomputing: A Fuzzy Logic Approach

丛 书 名：Studies in Fuzziness and Soft Computing

版本说明：2009

作     者：Eyal Kolman Michael Margaliot 

I S B N：(纸本) 9783540880769 

出 版 社：Springer Berlin Heidelberg 

出 版 年：2009年

摘      要：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.