An approach to construct entropies on interval-valued intuitionistic fuzzy sets by their distance functions

被引:13
作者
Che, Renqing [1 ]
Suo, Chunfeng [1 ]
Li, Yongming [1 ]
机构
[1] Shaanxi Normal Univ, Coll Math & Informat Sci, Xian 710062, Shaanxi, Peoples R China
基金
美国国家科学基金会;
关键词
Entropy measure; Distance function; Interval-valued intuitionistic fuzzy set; Interval-valued fuzzy set;
D O I
10.1007/s00500-021-05713-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The main contribution of this paper is to give a new axiomatic definition of entropy measure and provide a constructing approach in the context of interval-valued intuitionistic fuzzy set (IVIFS). We give a new idea to define entropy on IVIFS: From the graphical representation, we consider the difference between a given IVIFS and its corresponding two interval fuzzy sets (IVFSs) by introducing a distance function that meets some specific conditions. The relationship between the distance function and the distance measure has also been illustrated. Based on distance functions, we give an approach to construct entropy measures on IVIFS. Then, a plenty of new entropies on IVIFS are introduced. Furthermore, we use a comparative example to show the proposed measures outperform the existing measures and utilize a demonstrative example to explain the application of the entropy measure in the multi-criteria decision making (MCDM), which verify the feasibility of our entropy construction method.
引用
收藏
页码:6879 / 6889
页数:11
相关论文
共 38 条
[1]   INTERVAL VALUED INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, K ;
GARGOV, G .
FUZZY SETS AND SYSTEMS, 1989, 31 (03) :343-349
[2]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96
[3]   Entropy on intuitionistic fuzzy sets and on interval-valued fuzzy sets [J].
Burillo, P ;
Bustince, H .
FUZZY SETS AND SYSTEMS, 1996, 78 (03) :305-316
[4]   Similarity between interval-valued fuzzy sets taking into account the width of the intervals and admissible orders [J].
Bustince, H. ;
Marco-Detchart, C. ;
Fernandez, J. ;
Wagner, C. ;
Garibaldi, J. M. ;
Takac, Z. .
FUZZY SETS AND SYSTEMS, 2020, 390 :23-47
[5]   An interval-valued intuitionistic fuzzy LINMAP method with inclusion comparison possibilities and hybrid averaging operations for multiple criteria group decision making [J].
Chen, Ting-Yu .
KNOWLEDGE-BASED SYSTEMS, 2013, 45 :134-146
[6]   Weight computation of criteria in a decision-making problem by knowledge measure with intuitionistic fuzzy set and interval-valued intuitionistic fuzzy set [J].
Das, Satyajit ;
Dutta, Bapi ;
Guha, Debashree .
SOFT COMPUTING, 2016, 20 (09) :3421-3442
[7]   Construction of admissible linear orders for interval-valued Atanassov intuitionistic fuzzy sets with an application to decision making [J].
De Miguel, L. ;
Bustince, H. ;
Fernandez, J. ;
Indurain, E. ;
Kolesarova, A. ;
Mesiar, R. .
INFORMATION FUSION, 2016, 27 :189-197
[8]   Uncertainty measure in evidence theory [J].
Deng, Yong .
SCIENCE CHINA-INFORMATION SCIENCES, 2020, 63 (11)
[9]   A new distance measure for interval valued intuitionistic fuzzy sets and its application to group decision making problems with incomplete weights information [J].
Dugenci, Muharrem .
APPLIED SOFT COMPUTING, 2016, 41 :120-134
[10]   A new interval-valued knowledge measure for interval-valued intuitionistic fuzzy sets and application in decision making [J].
Hoang Nguyen .
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 56 :143-155