A New Distance for Intuitionistic Fuzzy Sets Based on Similarity Matrix

被引:20
|
作者
Cheng, Cuiping [1 ]
Xiao, Fuyuan [1 ]
Cao, Zehong [2 ]
机构
[1] Southwest Univ, Sch Comp & Informat Sci, Chongqing 400715, Peoples R China
[2] Univ Tasmania, Sch Technol Environm & Design, Discipline ICT, Hobart, Tas 7001, Australia
关键词
Intuitionistic fuzzy set; distance function; similarity measure; pattern recognition; medical diagnosis; DECISION-MAKING; BELIEF STRUCTURE; ENTROPY;
D O I
10.1109/ACCESS.2019.2919521
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Measuring the distance between two intuitionistic fuzzy sets (IFSs) is an open issue. Many types of distances for the IFSs have been proposed in previous studies. Some existing methods cannot satisfy the axioms of similarity or provide counterintuitive cases. Others ignore the relationship between three parameters characterizing the information carried by the IFS. To address these issues, a new distance is proposed by analyzing the similarity among the three parameters of the IFS. The comparison with some existing distances illustrates that the new distance has a higher sensitivity and can effectively measure the similarity between the IFSs. The results of the application of pattern recognition are also shown that the proposed method has better recognition ability.
引用
收藏
页码:70436 / 70446
页数:11
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