Reducing Inconsistency in Pairwise Comparisons Using Multi-objective Evolutionary Computing

被引:3
作者
Abel, Edward [1 ]
Mikhailov, Ludmil [2 ]
Keane, John [1 ]
机构
[1] Univ Manchester, Sch Comp Sci, Manchester M13 9PL, Lancs, England
[2] Univ Manchester, Manchester Business Sch, Manchester M15 6PB, Lancs, England
来源
2013 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC 2013) | 2013年
基金
英国工程与自然科学研究理事会;
关键词
Decision analysis; Inconsistency; Evolutionary computing; Genetic algorithmns; Multi-objective optimiszation; COMPARISON MATRICES; JUDGMENTS;
D O I
10.1109/SMC.2013.21
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Pairwise comparisons are commonly used to estimate values of preference among a finite set of decision alternatives with regards to intangible factors. Inconsistency within decision making judgments may occur. This work proposes an approach to reducing inconsistency using multi-objective optimization with the objectives of different inconsistency types and judgment modification measures. The approach allows the decision maker to choose both the inconsistency measure(s) and the modification measure(s) employed to suit their needs and attitudes. Utilizing multi-objective optimization allows for a range of possible trade-off solutions to be presented to the decision maker for selection, aiding them in their pursuit of inconsistency reduction. It also enables better understanding of the characteristics of the decision problem and its inconsistency.
引用
收藏
页码:80 / 85
页数:6
相关论文
共 19 条
  • [1] [Anonymous], 1975, ADAPTATION NATURE AR
  • [2] Modifying inconsistent comparison matrix in analytic hierarchy process: A heuristic approach
    Cao, D.
    Leung, L. C.
    Law, J. S.
    [J]. DECISION SUPPORT SYSTEMS, 2008, 44 (04) : 944 - 953
  • [3] A common framework for deriving preference values from pairwise comparison matrices
    Choo, EU
    Wedley, WC
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (06) : 893 - 908
  • [4] A Genetic Algorithm to Obtain Consistency in Analytic Hierarchy Process
    da Serra Costa, Jose Fabiano
    [J]. BRAZILIAN JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT, 2011, 8 (01) : 55 - 64
  • [5] A fast and elitist multiobjective genetic algorithm: NSGA-II
    Deb, K
    Pratap, A
    Agarwal, S
    Meyarivan, T
    [J]. IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) : 182 - 197
  • [6] THEORY OF ROUND ROBIN TOURNAMENTS
    HARARY, F
    MOSER, L
    [J]. AMERICAN MATHEMATICAL MONTHLY, 1966, 73 (03) : 231 - &
  • [7] On distance-based inconsistency reduction algorithms for pairwise comparisons
    Koczkodaj, W. W.
    Szarek, S. J.
    [J]. LOGIC JOURNAL OF THE IGPL, 2010, 18 (06) : 859 - 869
  • [8] Inconsistent and contradictory judgements in pairwise comparison method in the AHP
    Kwiesielewicz, M
    van Uden, E
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (05) : 713 - 719
  • [9] Ma W. Y., 1990, DECISION ANAL HIERAR, V2, P56
  • [10] Mikhailov L, 2010, SPRINGERS LECT NOTES, V634, P249