Analyzing fuzzy risk based on similarity measures between interval-valued fuzzy numbers

被引:39
作者
Chen, Shyi-Ming [1 ]
Sanguansat, Kata [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei, Taiwan
关键词
Fuzzy risk analysis; Interval-valued fuzzy numbers; Linguistic terms; Linguistic values; Similarity measures; SET APPROACH; UNCERTAINTIES;
D O I
10.1016/j.eswa.2011.01.065
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a new method for handling fuzzy risk analysis problems based on the proposed new similarity measure between interval-valued fuzzy numbers. First, we present a new similarity measure between interval-valued fuzzy numbers. It considers the degrees of closeness between interval-valued fuzzy numbers on the X-axis and the degrees of differences between the shapes of the interval-valued fuzzy numbers on the X-axis and the Y-axis, respectively. We also prove three properties of the proposed similarity measure. Then, we make an experiment to compare the experimental results of the proposed method with the existing similarity measures between interval-valued fuzzy numbers. The proposed method can overcome the drawbacks of the existing methods. Finally, based on the proposed similarity measure between interval-valued fuzzy numbers, we present a new fuzzy risk analysis algorithm for dealing with fuzzy risk analysis problems. Because the proposed method allows the evaluating values of sub-components to be represented by interval-valued fuzzy numbers, it is more flexible than Chen and Chen's method (2003). (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:8612 / 8621
页数:10
相关论文
共 25 条
[1]  
Chen J.H., 2006, P 9 JOINT C INF SCI, P1196
[2]  
Chen S., 2006, VLDB
[3]  
CHEN SH, 1995, PATHS TO PRODUCTIVE AGING, P206
[4]   Fuzzy risk analysis based on the ranking of generalized trapezoidal fuzzy numbers [J].
Chen, Shi-Jay ;
Chen, Shyi-Ming .
APPLIED INTELLIGENCE, 2007, 26 (01) :1-11
[5]   Fuzzy risk analysis based on similarity measures between interval-valued fuzzy numbers and interval-valued fuzzy number arithmetic operators [J].
Chen, Shyi-Ming ;
Chen, Jim-Ho .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (03) :6309-6317
[6]   Handling information filtering problems based on interval-valued fuzzy numbers [J].
Chen, SJ ;
Chen, SM .
JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2006, 29 (01) :83-96
[7]   Fuzzy risk analysis based on similarity measures of generalized fuzzy numbers [J].
Chen, SJ ;
Chen, SM .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2003, 11 (01) :45-56
[8]  
CHEN SJ, 2004, P JOINT 2 INT C SOFT
[9]   New methods for subjective mental workload assessment and fuzzy risk analysis [J].
Chen, SM .
CYBERNETICS AND SYSTEMS, 1996, 27 (05) :449-472
[10]  
CHEN SM, 1997, P IEEE INT C SYST MA, P12