Title :
A fuzzy Choquet integral with an interval type-2 fuzzy number-valued integrand
Author :
Havens, Timothy C. ; Anderson, Derek T. ; Keller, James M.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Missouri, Columbia, MO, USA
Abstract :
Fuzzy integrals have been used to fuse the evidence or opinions from a variety of sources. These integrals are nonlinear combinations of the support functions and the (possibly subjective) worth of subsets of the sources of information, realized by a fuzzy measure. There have been many applications and extensions of fuzzy integrals and this paper proposes a fuzzy Choquet integral, where the integrand takes an interval type-2 fuzzy number and the fuzzy measure is real number-valued. Interval type-2 fuzzy numbers encode the second-order uncertainty in a fuzzy number. Type-2 fuzzy numbers have been been shown to be useful in many applications, including computing with words and control systems. We illustrate our method on several numerical examples as well as on a bioinformatics application.
Keywords :
fuzzy set theory; integral equations; fuzzy Choquet integral; fuzzy measurement; fuzzy number-valued integrand; interval type-2 fuzzy number; Density measurement; Electric variables measurement; Equations; Frequency selective surfaces; Fuzzy sets; Integral equations; Uncertainty;
Conference_Titel :
Fuzzy Systems (FUZZ), 2010 IEEE International Conference on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4244-6919-2
DOI :
10.1109/FUZZY.2010.5584291