A case-based distance method for screening in multiple-criteria decision aid

被引:38
作者
Chen, Ye
Kilgour, D. Marc
Hipel, Keith W. [1 ]
机构
[1] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON N2L 3G1, Canada
[2] Wilfrid Laurier Univ, Dept Math, Waterloo, ON N2L 3C5, Canada
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2008年 / 36卷 / 03期
基金
加拿大自然科学与工程研究理事会;
关键词
multiple criteria aid; screening; case-based reasoning; distance; weight generation; water supply planning;
D O I
10.1016/j.omega.2006.04.016
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Screening is a process of multiple-criteria decision aid (MCDA) in which a large set of alternatives is reduced to a smaller set that most likely contains the best choice. We propose screening using a distance model calibrated on the basis of the decision maker's own judgement. Viewing MCDA as preference aggregation based on consequence data, we define consequence and preference expressions (values and weights) and describe how they are aggregated. Then we define screening and explain some of its properties. Using an appropriate definition of distance, our case-based distance method screens a set of alternatives using criterion weights and a distance threshold obtained by quadratic optimization using the decision-maker's selection of alternatives from a test set. This case-based method can elicit the decision maker's preferences more expeditiously and accurately than direct inquiry. An application in water supply planning is used to demonstrate the procedure. (C) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:373 / 383
页数:11
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