A fuzzy mapping framework for risk aggregation based on risk matrices

被引:19
作者
Bao, Chunbing [1 ,2 ]
Li, Jianping [1 ]
Wu, Dengsheng [1 ]
机构
[1] Chinese Acad Sci, Inst Policy & Management, Beijing, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
risk matrices; risk aggregation; qualitative risk analysis; fuzzy set; UNCERTAINTY;
D O I
10.1080/13669877.2016.1223161
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
Extant research has focused upon assessing individual risks with the aid of risk matrices. Although risk aggregation is an important issue in risk management, aggregation of risks measured by risk matrices remains unresolved despite the wide usage of risk matrices. This paper proposes a framework to resolve the problem. We start from modifying the two notions of non-aggregatability of risk matrices, namely, qualitative description of inputs and non-comparability of different types of consequences. Then, we explicate the strong connection between risk matrices and fuzzy sets and propose that the transformation from risk matrices to fuzzy sets clear some confusions encountered in the aggregation process. A framework which covers membership analysis, composing different risk and defuzzification of the aggregated membership function, is proposed to aggregate different risks. In the framework, we pay maximum attention to accurate estimation of memberships of different risks. Besides, technical problems of composition and defuzzification are solved in detail. At last, an illustrative example is presented to show the feasibility of our method where we report the ranking of the aggregated risks of different scenarios.
引用
收藏
页码:539 / 561
页数:23
相关论文
共 33 条
[1]   Aggregate Risk and the Choice between Cash and Lines of Credit [J].
Acharya, Viral V. ;
Almeida, Heitor ;
Campello, Murillo .
JOURNAL OF FINANCE, 2013, 68 (05) :2059-2116
[2]   On the origin of PCDS - (Probability consequence diagrams) [J].
Ale, Ben ;
Burnap, Pete ;
Slater, David .
SAFETY SCIENCE, 2015, 72 :229-239
[3]  
[Anonymous], 2001, FUZZY SET THEORY ITS, DOI [DOI 10.1007/978-94-010-0646-0, 10.1007/978-94-010-0646-0]
[4]   Decision Making for Group Risk Reduction: Dealing with Epistemic Uncertainty [J].
Bedford, Tim .
RISK ANALYSIS, 2013, 33 (10) :1884-1898
[5]   Risk aggregation with dependence uncertainty [J].
Bernard, Carole ;
Jiang, Xiao ;
Wang, Ruodu .
INSURANCE MATHEMATICS & ECONOMICS, 2014, 54 :93-108
[6]   Improving Communication of Uncertainty in the Reports of the Intergovernmental Panel on Climate Change [J].
Budescu, David V. ;
Broomell, Stephen ;
Por, Han-Hui .
PSYCHOLOGICAL SCIENCE, 2009, 20 (03) :299-308
[7]   Aircraft safety analysis using clustering algorithms [J].
Cokorilo, Olja ;
De Luca, Mario ;
Dell'Acqua, Gianluca .
JOURNAL OF RISK RESEARCH, 2014, 17 (10) :1325-1340
[8]   Simplifying the creation and use of the risk matrix [J].
Cook, Robin .
IMPROVEMENTS IN SYSTEM SAFETY, 2008, :239-264
[9]   What's wrong with risk matrices? [J].
Cox, Louis Anthony , Jr. .
RISK ANALYSIS, 2008, 28 (02) :497-512
[10]   Risk-type density diagrams by crash type on two-lane rural roads [J].
Dell'Acqua, Gianluca ;
Russo, Francesca ;
Biancardo, Salvatore Antonio .
JOURNAL OF RISK RESEARCH, 2013, 16 (10) :1297-1314