Title :
Comparison between interval type-2 fuzzy sets based on a fuzzy preference relation with probability degree
Author :
Zhang, Feng ; Joshua, Ignatius ; Lim, Chee-Peng
Abstract :
Interval Type-2 Fuzzy Set (IT2 FS), with membership grades which are intervals of a subset of [0, 1], is useful in circumstances where it is difficult to determine the exact membership function. IT2 FS has been widely used in many applications, where the comparison between IT2 FSs plays a significant role. A new comparison method based on a fuzzy preference relation with the probability degrees between two IT2 FSs is proposed in this paper. Comparing with the current two methods, the proposed method overcomes the conflicts between comparison results and human intuitive, preserves the consistency of ranking, and it makes the comparison results more precisely by attaching the probability degrees with the comparison results. The numerical example showed its validity.
Keywords :
fuzzy set theory; probability; IT2 FS; fuzzy preference relation; interval type-2 fuzzy sets; membership grades; probability degrees; Cybernetics; Frequency selective surfaces; Fuzzy sets; Humans; Machine learning; Pragmatics; Uncertainty; IT2 FSs; Interval comparison; Preference relation; Ranking;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2011 International Conference on
Conference_Location :
Guilin
Print_ISBN :
978-1-4577-0305-8
DOI :
10.1109/ICMLC.2011.6016741