Indirect elicitation of non-linear multi-attribute utility functions. A dual procedure combined with DEA

被引:17
作者
Andre, Francisco J. [1 ]
机构
[1] Pablo de Olavide Univ, Dept Econ, Seville 41013, Spain
来源
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE | 2009年 / 37卷 / 04期
关键词
Multi-criteria; Decision making; Data envelopment analysis (DEA); MULTICRITERIA ANALYSIS; DECISION-MAKING; OPTIMIZATION; MODELS;
D O I
10.1016/j.omega.2008.06.002
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper proposes a non-interactive method to elicit non-linear multi-attribute utility functions which is based on duality results. The idea is to obtain a utility function which is compatible with the observed behavior of decision makers. The paper builds on a previous work by Andre and Riesgo [A non-interactive method to elicit non-linear multi-attribute utility functions. Theory and application to agricultural economics, European journal of Operational Research 2008;181:793-807] but it eliminates an important shortcoming: the necessity to have an analytical expression of the efficient set or an estimation of it. The alternative approach presented in this paper consists in using a method of projection onto the true efficient set, based on data envelopment analysis (DEA). In a simulation exercise we check the ability of the method to recover true preference parameters in the presence of errors made by decision makers. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:883 / 895
页数:13
相关论文
共 30 条
[1]   A non-interactive methodology to assess farmers' utility functions: An application to large farms in Andalusia, Spain [J].
Amador, F ;
Sumpsi, JM ;
Romero, C .
EUROPEAN REVIEW OF AGRICULTURAL ECONOMICS, 1998, 25 (01) :92-109
[2]   A non-interactive elicitation method for non-linear multiattribute utility functions:: Theory and application to agricultural economics [J].
Andre, Francisco J. ;
Riesgo, Laura .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 181 (02) :793-807
[3]   A THEOREM CONNECTING UTILITY FUNCTION OPTIMIZATION AND COMPROMISE PROGRAMMING [J].
BALLESTERO, E ;
ROMERO, C .
OPERATIONS RESEARCH LETTERS, 1991, 10 (07) :421-427
[4]   UTILITY OPTIMIZATION WHEN THE UTILITY FUNCTION IS VIRTUALLY UNKNOWN [J].
BALLESTERO, E ;
ROMERO, C .
THEORY AND DECISION, 1994, 37 (02) :233-243
[5]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[6]  
Barzilai J., 2005, International Transactions in Operational Research, V12, P173, DOI 10.1111/j.1475-3995.2005.00496.x
[7]  
BARZILAI J, 2004, P IEEE INT C SYST MA
[8]  
BOTTI L, 2007, OMEGA, DOI DOI 10.1016/I.OMEGA.2007.12.002
[9]   Phased multicriteria preference finding [J].
Brugha, CM .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 158 (02) :308-316
[10]   Combining decision tree and MAUT for selecting a country for a global manufacturing facility [J].
Canbolat, Yavuz Burak ;
Chelst, Kenneth ;
Garg, Nitin .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2007, 35 (03) :312-325