Entropy measures for hesitant fuzzy sets and their application in multi-criteria decision-making

被引:41
|
作者
Wei, Cuiping [1 ]
Yan, Feifei [2 ]
Rodriguez, Rosa M. [3 ]
机构
[1] Yangzhou Univ, Coll Math Sci, Yangzhou 225009, Jiangsu, Peoples R China
[2] Zhangdian Fengshui Middle Sch, Zibo, Peoples R China
[3] Univ Granada, Dept Comp Sci & Artificial Intelligence, E-18071 Granada, Spain
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Hesitant fuzzy set; entropy measure; multi-criteria decision-making; CORRELATION-COEFFICIENTS;
D O I
10.3233/IFS-2180
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Entropy is used to measure the uncertain degree of fuzzy sets and has been widely used in many fields. This paper introduces an axiomatic definition of entropy measure and a novel entropy formula for hesitant fuzzy elements (HFEs). Afterwards, a general form of entropy measures for HFEs is proposed, from which a family of concrete entropy formulas for HFEs can be derived. Compared with the existing ones, these formulas can measure both fuzziness and hesitation of HFEs, as a result, the uncertain information can be described in a more appropriate manner. The proposed axiomatic definition and entropy formulas are used to define the entropy measure for hesitant fuzzy sets. A multi-criteria decision making model which uses the proposed entropy measures for HFEs to compute the criteria weights and obtain a ranking of alternatives is introduced.
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页码:673 / 685
页数:13
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