Tradeoff-based decomposition and decision-making in multiobjective programming

被引:5
作者
Engau, Alexander [1 ,2 ]
机构
[1] Univ Waterloo, Dept Management Sci, Waterloo, ON N2L 3G1, Canada
[2] Univ Colorado, Dept Math & Stat Sci, Denver, CO 80217 USA
关键词
Multiobjective programming; Multicriteria decision-making; Preferences; Tradeoffs; Decomposition; Domination cones; Approximate efficiency; Portfolio optimization; EPSILON-EFFICIENT SOLUTIONS; MULTIPLE OBJECTIVES; CONVEX CONES; COORDINATION; GENERATION;
D O I
10.1016/j.ejor.2009.01.061
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
To facilitate the evaluation of tradeoffs and the articulation of preferences in multiple criteria decision-making, a multiobjective decomposition scheme is proposed that restructures the original problem as a collection of smaller-sized subproblems with only subsets of the original criteria. A priori preferences on objective tradeoffs are integrated into this process by modifying the ordinary Pareto order by more general domination cones, and decision makers are supported by an interactive decision-making procedure to coordinate any remaining tradeoffs using concepts of approximate efficiency. A theoretical foundation for this method is provided, and an illustrative application to multiobjective portfolio optimization is described in detail. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:883 / 891
页数:9
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