Information measures for hesitant fuzzy sets and interval-valued hesitant fuzzy sets

被引:310
作者
Farhadinia, B. [1 ]
机构
[1] Quchan Inst Engn & Technol, Dept Math, Quchan, Iran
关键词
Hesitant fuzzy set; Interval-valued hesitant fuzzy set; Entropy; Similarity measure; Distance measure; Clustering algorithm; SIMILARITY MEASURE; ENTROPY; DISTANCE;
D O I
10.1016/j.ins.2013.03.034
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main purpose of this paper is to investigate the relationship between the entropy, the similarity measure and the distance measure for hesitant fuzzy sets (HFSs) and interval-valued hesitant fuzzy sets (IVHFSs). The primary goal of the study is to suggest the systematic transformation of the entropy into the similarity measure for HFSs and vice versa. Achieving this goal is important to the task of introducing new formulas for the entropy and the similarity measure of HFSs. With results having been obtained for HFSs, similar results are also obtainable for IVHFSs. This paper also discusses the need for proposing a new entropy for HFSs and subsequently a new similarity measure for HFSs. Finally, two clustering algorithms are developed under a hesitant fuzzy environment in which indices of similarity measures of HFSs and IVHFSs are applied in data analysis and classification. Moreover, two practical examples are examined to compare the proposed methods with the existing ones. (C) 2013 Elsevier Inc. All rights reserved.
引用
收藏
页码:129 / 144
页数:16
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