Question selection for multi-attribute decision-aiding

被引:27
作者
Holloway, HA [1 ]
White, CC [1 ]
机构
[1] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
关键词
decision analysis; dynamic programming; question selection;
D O I
10.1016/S0377-2217(02)00436-8
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
A decision-maker (DM), or a group of DMs, must select a most preferred alternative from a finite set of alternatives. Each alternative has a single consequence. There are multiple and conflicting attributes. All value scores are known precisely. However, all that is known about the vector of trade-off weights is that it is a member of a given set, the tradeoff weight set. A facilitator can ask questions and use the responses to update the trade-off weight set and hence the set of non-dominated alternatives, i.e., those alternatives that are candidates for being a most preferred alternative. The DM can terminate this process at any point. Termination typically occurs when the non-dominated set contains a sufficiently small number of alternatives. The facilitator's role is to ask questions that efficiently lead the DM to a most preferred alternative. The objective of this research is to aid the facilitator in selecting the best question to ask next. We model the question-response process as a sequential decision-making problem under uncertainty and develop a dynamic programming-based approach that guarantees a finite, and hence potentially computable, representation of the expected optimal cost-to-go function. An example serves to illustrate the approach. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:525 / 533
页数:9
相关论文
共 17 条
[11]   A CHOICE SET-SENSITIVE ANALYSIS OF PREFERENCE INFORMATION ACQUISITION ABOUT DISCRETE RESOURCES [J].
RAO, HR .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1993, 23 (04) :1062-1071
[12]   The utility efficient set and its interactive reduction [J].
Rios-Insua, S ;
Mateos, A .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1998, 105 (03) :581-593
[13]  
Shannon Claude, 1998, The Mathematical Theory of Communication
[14]   DECISION-MAKING WITH INCOMPLETE INFORMATION [J].
WEBER, M .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1987, 28 (01) :44-57
[15]   BEHAVIORAL-INFLUENCES ON WEIGHT JUDGMENTS IN MULTIATTRIBUTE DECISION-MAKING [J].
WEBER, M ;
BORCHERDING, K .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1993, 67 (01) :1-12
[16]   A MODEL OF MULTIATTRIBUTE DECISION-MAKING AND TRADE-OFF WEIGHT DETERMINATION UNDER UNCERTAINTY [J].
WHITE, CC ;
SAGE, AP ;
DOZONO, S .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1984, 14 (02) :223-229
[17]  
WHITE CC, 1976, INFORM CONTROL, V32, P61, DOI 10.1016/S0019-9958(76)90110-8