Are fuzzy systems universal approximators?

被引:39
作者
Klement, EP [1 ]
Kóczy, LT
Moser, B
机构
[1] Johannes Kepler Univ, Dept Math, Fuzzy Log Lab Linz, A-4040 Linz, Austria
[2] Tech Univ Budapest, Dept Telecommun & Telemat, H-1111 Budapest, Hungary
关键词
fuzzy system; universal approximator;
D O I
10.1080/03081079908935238
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper is a critical reflection on various results in literature claiming that fuzzy systems are universal approximators. For this purpose the most specific features of fuzzy systems are outlined and it is discussed to which extent they are incorporated in the formal definition of a fuzzy system in literature. It is argued that fuzzy systems can only be universal approximators in a rather reduced sense where some crucial features are neglected. The goal is to give an impulse to investigate more adequate mathematical concepts of a fuzzy system that also rake into account such features as transparency and linguistic interpretability.
引用
收藏
页码:259 / 282
页数:24
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