4.7 Article

A group evidential reasoning approach based on expert reliability

Journal

EUROPEAN JOURNAL OF OPERATIONAL RESEARCH
Volume 246, Issue 3, Pages 886-893

Publisher

ELSEVIER SCIENCE BV
DOI: 10.1016/j.ejor.2015.05.042

Keywords

Decision analysis; Multiple attribute group decision analysis; Expert reliability; Evidential reasoning rule; Evidential reasoning approach

Funding

  1. National Natural Science Foundation of China [71131002, 71201043, 71231004]
  2. National Key Basic Research Program of China [2013CB329603]
  3. European Commission [EC-GPF-314836]
  4. US Air Force Office of Scientific Research [FA2386-14-1-5004]
  5. Humanities and Social Science Foundation of Ministry of Education in China [12YJC630046]
  6. Natural Science Foundation of Anhui Province of China [1408085MG136]

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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.

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