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Published in: Journal of Combinatorial Optimization 1/2018

08-10-2016

Creating an acceptable consensus ranking for group decision making

Authors: Kelin Luo, Yinfeng Xu, Bowen Zhang, Huili Zhang

Published in: Journal of Combinatorial Optimization | Issue 1/2018

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Abstract

This paper examines the problem of combining a set of ordinal rankings to form an acceptable consensus ranking. The objective of traditional group decision making problem is to determine the Minimum Violation Ranking. Motived by the applications of adjusted consensus in recent years, we study this problem from a new perspective, for obtaining an acceptable consensus ranking for group decision making. In this paper, every voter ranks a set of alternatives respectively, and we know the acceptability index, which represents the minimum adjustments that are allowed for each voter. The problem is to find the Minimum Acceptable Violation Ranking (MAVR) which minimizes the sum of voter’s unacceptable violations. Besides, we develop a branch and bound ranking algorithm to solve this problem. The suggested improvement include: (1) analysing the ranking preference by two ways: pairwise preference and ranking-based preference; (2) constructing the lower bound and upper bound, which exclude at most half of the feasible solutions in each iteration process. Furthermore, the effectiveness and efficiency of this algorithm are verified with an example and numerical experiments. Finally, we discuss two extensions of the basic MAVR problem: the Minimum Weighted Acceptable Violation problem, whose voters are accompanied with a set of weights or multiples, and the Minimum Hierarchy Acceptable Violation problem, which uses hierarchical acceptability indexes. In addition, our results can be applied to other ranking and subset selection problems in which provide consensus rankings over the alternatives.

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Appendix
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Metadata
Title
Creating an acceptable consensus ranking for group decision making
Authors
Kelin Luo
Yinfeng Xu
Bowen Zhang
Huili Zhang
Publication date
08-10-2016
Publisher
Springer US
Published in
Journal of Combinatorial Optimization / Issue 1/2018
Print ISSN: 1382-6905
Electronic ISSN: 1573-2886
DOI
https://doi.org/10.1007/s10878-016-0086-9

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