Title :
A similarity measure between interval type-2 fuzzy sets
Author :
Zheng, Gao ; Wang, Jing ; Zhou, Wengwei ; Zhang, Yong
Author_Institution :
Sch. of Electr. Eng., Southwest Jiaotong Univ., Chengdu, China
Abstract :
The fuzzy similarity measure shows the similar degree of two fuzzy sets (FSs) and can be used in various areas. There are numerous studies as to it on type-1 fuzzy sets (T1 FSs), but little attention has been received on type-2 fuzzy sets (T2 FSs). In this paper, a new similarity measure between interval type-2 fuzzy sets (IT2 FSs) is proposed. Firstly, we select an axiomatic definition for the new similarity measure. Then, according to the selected definition, we propose a computation formula. Finally, we give examples to explain its calculation and combine it with Yang and Shih´s clustering method for an application of clustering analysis of Gaussian IT2 FSs. The results show that the proposed similarity measure is reasonable and acceptable for IT2 FSs.
Keywords :
fuzzy set theory; statistical analysis; Gaussian IT2 FS; axiomatic definition; clustering analysis; fuzzy similarity measure; interval type-2 fuzzy sets; Approximation methods; Area measurement; Clustering methods; Cognition; Entropy; Frequency selective surfaces; Fuzzy sets;
Conference_Titel :
Mechatronics and Automation (ICMA), 2010 International Conference on
Conference_Location :
Xi´an
Print_ISBN :
978-1-4244-5140-1
Electronic_ISBN :
2152-7431
DOI :
10.1109/ICMA.2010.5589072