Title :
Approximation capability of SISO Fuzzy Relational Inference systems based on fuzzy implications
Author :
Mandal, Srimanta ; Jayaram, Balasubramaniam
Author_Institution :
Dept. of Math., Indian Inst. of Technol. Hyderabad, Hyderabad, India
Abstract :
In this work, we show that fuzzy inference systems based on Fuzzy Relational Inference (FRI) with implicative interpretation of the rule base are universal approximators under suitable choice of operations for the rest of the components of the fuzzy system. The presented proofs make no assumption on the form or representations of the considered fuzzy implications and hence show that a much larger class of fuzzy implications other than what is typically considered in the literature can be employed meaningfully in FRIs based on implicative models.
Keywords :
approximation theory; fuzzy set theory; inference mechanisms; FRI; SISO fuzzy relational inference systems; approximation capability; fuzzy implications; fuzzy inference systems; fuzzy system; implicative interpretation; universal approximators; Coherence; Function approximation; Fuzzy logic; Fuzzy sets; Kernel; Nickel; Fuzzy Relational Inference; Fuzzy implications; Universal approximation;
Conference_Titel :
Fuzzy Systems (FUZZ), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
Print_ISBN :
978-1-4799-0020-6
DOI :
10.1109/FUZZ-IEEE.2013.6622438