Novel distance measure between intuitionistic fuzzy sets and its application in pattern recognition
عنوان مقاله: Novel distance measure between intuitionistic fuzzy sets and its application in pattern recognition
شناسه ملی مقاله: JR_IJFS-19-3_009
منتشر شده در در سال 1401
شناسه ملی مقاله: JR_IJFS-19-3_009
منتشر شده در در سال 1401
مشخصات نویسندگان مقاله:
W. Y. Zeng - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
H. S. Cui - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Y. Q. Liu - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Q. Yin - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Z. S. Xu - Business School, Sichuan University, Chengdu ۶۱۰۰۶۴, PR China
خلاصه مقاله:
W. Y. Zeng - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
H. S. Cui - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Y. Q. Liu - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Q. Yin - School of Artificial Intelligence, Beijing Normal University, Beijing ۱۰۰۸۷۵, PR China
Z. S. Xu - Business School, Sichuan University, Chengdu ۶۱۰۰۶۴, PR China
In this article, we propose a new distance measure between intuitionistic fuzzy sets(IFSs), which takes into account the membership degree, non-membership degree, and their difference between membership and non-membership degree of intuitionistic fuzzy sets, as well as the exponential distance measure to avoid information loss. Meanwhile we prove that it satisfies the axiomatic definition of distance measure, and do comparison analysis with some widely used distance measures. Finally, we apply our distance measure in pattern recognition, these results show that our distance measure can significantly overcome the drawback of information loss and have more widely application scope.
کلمات کلیدی: Intuitionistic fuzzy set, distance measure, exponential distance measure, pattern recognition, Decision making
صفحه اختصاصی مقاله و دریافت فایل کامل: https://civilica.com/doc/1460278/