Decision-support with preference constraints

被引:3
|
作者
Joseph, Remy-Robert
Chan, Peter
Hiroux, Michael
Weil, Georges
机构
[1] Univ Grenoble 1, Lab IMAG, TIMC, Equipe SIC,Inst Ingn Informat Sante, F-38706 La Tronche, France
[2] Equitime SA, F-38700 La Tronche, France
关键词
combinatorial optimization; constraint programming; binary preference relation; branch-and-bound; compact representation of preferences;
D O I
10.1016/j.ejor.2005.04.016
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
One approach to Human Centered Processing is to take into account preferences of users within the context of multiple criteria optimization. The preference model of a problem encloses all the information needed to evaluate the quality of solutions. In this article, we propose a new soft constraint called preference constraint, based on the decision theory concept of binary preference relations. Preference-based constraint systems are defined and a generic algorithm, searching for best quality solutions, is then described. Finally, global constraints, based on a customizable level consistency [G. Verfaillie, D. Martinez, C. Bessiere, A generic customizable framework for inverse local consistency, in: Proc. of the 16th National Conf. on Artificial Intelligence and 11th Conf. on Innovative Applications of Artificial Intelligence, Orlando, Florida], are proposed for solving the preference constraint associated to the Pareto aggregation rule. This new model offers greater flexibility to represent and make complex decisions on computers. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:1469 / 1494
页数:26
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