A group evidential reasoning approach based on expert reliability

被引:171
作者
Fu, Chao [1 ,2 ]
Yang, Jian-Bo [3 ]
Yang, Shan-Lin [1 ,2 ]
机构
[1] Hefei Univ Technol, Sch Management, Hefei 230009, Anhui, Peoples R China
[2] Minist Educ, Key Lab Proc Optimizat & Intelligent Decis Making, Hefei 230009, Anhui, Peoples R China
[3] Univ Manchester, Manchester Business Sch, Manchester M15 6PB, Lancs, England
基金
中国国家自然科学基金;
关键词
Decision analysis; Multiple attribute group decision analysis; Expert reliability; Evidential reasoning rule; Evidential reasoning approach; GROUP-DECISION-MAKING; UNKNOWN ATTRIBUTE WEIGHTS; AGGREGATION OPERATORS; RATIONAL CHOICE; CONSENSUS MODEL; SELECTION; UNCERTAINTIES; METHODOLOGY; SOFTWARE; NUMBERS;
D O I
10.1016/j.ejor.2015.05.042
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The reliability of an expert is an important concept in multiple attribute group decision analysis (MAGDA). However, reliability is rarely considered in MAGDA, or it may. be simply assumed that all experts are fully reliable and thus their reliabilities do not need to be considered explicitly. In fact, any experts can Only be bounded rational and their various degrees of reliabilities may significantly influence MAGDA results. In this paper, we propose a new method based on the evidential reasoning rule to explicitly measure the reliability of each expert in a group and use expert weights and reliabilities to combine expert assessments. Two sets of assessments, i.e., original assessments and updated assessments provided after group analysis and discussion are taken into account to measure expert reliabilities. When the assessments of some experts are incomplete while global ignorance is incurred, pairs of optimization problems are constructed to decide interval-valued expert reliabilities. The resulting expert reliabilities are applied to combine the expert assessments of alternatives on each attribute and then to generate the aggregated assessments of alternatives. An industry evaluation problem in Wuhu, a city in Anhui Province of China is analyzed by using the proposed method as a real case study to demonstrate its detailed implementation process, validity, and applicability. (C) 2015 Elsevier B.V. and Association of European Operational Research Societies (EURO) within the International Federation of Operational Research Societies (IFORS). All rights reserved.
引用
收藏
页码:886 / 893
页数:8
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