Similarity in fuzzy reasoning

Fuzzy set theory is based on a `fuzzification' of the predicate in (element of), the concept of membership degrees is considered as fundamental. In this paper we elucidate the connection between indistinguishability modelled by fuzzy equivalence relations and fuzzy sets. We show that the indistinguishability inherent to fuzzy sets can be computed and that this indistinguishability cannot be overcome in approximate reasoning. For our investigations we generalize from the unit interval as the basis for fuzzy sets, to the framework of GL-monoids that can be understood as a generalization of MV-algebras. Residuation is a basic concept in GL-monoids and many proofs can be formulated in a simple and clear way instead of using special properties of the unit interval.

[1]  Juan Luis Castro,et al.  On consequence in approximate reasoning , 1994, J. Appl. Non Class. Logics.

[2]  C. Chang,et al.  Algebraic analysis of many valued logics , 1958 .

[3]  H. Thiele,et al.  On the mutual definability of fuzzy equivalence relations and fuzzy partitions , 1995, Proceedings of 1995 IEEE International Conference on Fuzzy Systems..

[4]  U. Höhle M-valued Sets and Sheaves over Integral Commutative CL-Monoids , 1992 .

[5]  L. Valverde On the structure of F-indistinguishability operators , 1985 .

[6]  Juan Luis Castro,et al.  Fuzzy logic controllers are universal approximators , 1995, IEEE Trans. Syst. Man Cybern..

[7]  W. Pedrycz,et al.  Fuzzy Relation Equations and Their Applications to Knowledge Engineering , 1989, Theory and Decision Library.

[8]  J. Recasens,et al.  Eigenvectors and generators of fuzzy relations , 1992, [1992 Proceedings] IEEE International Conference on Fuzzy Systems.

[9]  Frank Klawonn,et al.  Equality Relations as a Basis for Fuzzy Control , 1993 .

[10]  J. Jacas Similarity relations: the calculation of minimal generating families , 1990 .

[11]  J. Jacas On the generators of T-indistinguishability operator. , 1988 .

[12]  Frank Klawonn,et al.  Similarity Based Reasoning , 1995 .

[13]  Siegfried Gottwald,et al.  Fuzzy Sets and Fuzzy Logic , 1993 .

[14]  Frank Klawonn,et al.  Fuzzy control on the basis of equality relations with an example from idle speed control , 1995, IEEE Trans. Fuzzy Syst..

[15]  L. Valverde,et al.  An Inquiry into Indistinguishability Operators , 1984 .

[16]  E. Trillas,et al.  ON IMPLICATION AND INDISTINGUISHABILITY IN THE SETTING OF FUZZY LOGIC , 1993 .

[17]  F. Klawonn Fuzzy sets and vague environments , 1994 .

[18]  Frank Klawonn,et al.  Foundations of fuzzy systems , 1994 .

[19]  L. N. Stout,et al.  Foundations of fuzzy sets , 1991 .

[20]  L. P. Belluce Semisimple algebras of infinite valued logic and bold fuzzy set theory , 1986 .

[21]  Lotfi A. Zadeh,et al.  Similarity relations and fuzzy orderings , 1971, Inf. Sci..