Promoting symmetric weight selection in data envelopment analysis: A penalty function approach

被引:30
作者
Dimitrov, Stanko [1 ]
Sutton, Warren [1 ]
机构
[1] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
Data envelopment analysis; Penalty methods; Weight restrictions; EFFICIENCY ANALYSIS; RESTRICTIONS; DEA; FLEXIBILITY;
D O I
10.1016/j.ejor.2008.11.043
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Traditionally, data envelopment analysis models assume total flexibility in weight selection, though this assumption can lead to several variables being ignored in determining the efficiency score. Existing methods constrain weight selection to a predefined range, thus removing possible feasible solutions. As such, in this paper we propose the symmetric weight assignment technique (SWATH) that does not affect feasibility and rewards decision making units (DMUs) that make a symmetric selection of weights. This allows for a method of weight restrictions that does not require preference constraints on the variables. Moreover, we show that the SWAT method may be used to differentiate among efficient DMUs. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:281 / 288
页数:8
相关论文
共 22 条
[1]   Weights restrictions and value judgements in data envelopment analysis: Evolution, development and future directions [J].
Allen, R ;
Athanassopoulos, A ;
Dyson, RG ;
Thanassoulis, E .
ANNALS OF OPERATIONS RESEARCH, 1997, 73 (0) :13-34
[2]   CONE RATIO DATA ENVELOPMENT ANALYSIS AND MULTI-OBJECTIVE PROGRAMMING [J].
CHARNES, A ;
COOPER, WW ;
WEI, QL ;
HUANG, ZM .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1989, 20 (07) :1099-1118
[3]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[4]  
Charnes A., 1995, Data envelopment analysis: Theory, methodology and applications
[5]  
Cooper W., 2004, INT SERIES OPERATION, V71
[6]   REDUCING WEIGHT FLEXIBILITY IN DATA ENVELOPMENT ANALYSIS [J].
DYSON, RG ;
THANASSOULIS, E .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1988, 39 (06) :563-576
[7]   Constructing and evaluating balanced portfolios of R&D projects with interactions: A DEA based methodology [J].
Eilat, H ;
Golany, B ;
Shtub, A .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 172 (03) :1018-1039
[8]   Avoiding infeasibility in DEA models with weight restrictions [J].
Estellita Lins, M. P. ;
Moreira da Silva, A. C. ;
Lovell, C. A. K. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2007, 181 (02) :956-966
[9]   Restricting weights in value efficiency analysis [J].
Halme, M ;
Korhonen, P .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2000, 126 (01) :175-188
[10]  
*ILOG SA ILOG I, 2008, ILOG AMPL CPLEX SYST