A multiple criteria approach to data envelopment analysis

被引:235
作者
Li, XB [1 ]
Reeves, GR [1 ]
机构
[1] Univ S Carolina, Coll Business Adm, Dept Management Sci, Columbia, SC 29208 USA
关键词
data envelopment analysis; multiple criteria; discriminating power; weight restriction;
D O I
10.1016/S0377-2217(98)00130-1
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we present a Multiple Criteria Data Envelopment Analysis (MCDEA) model which can be used to improve discriminating power of DEA methods and also effectively yield more reasonable input and output weights without a priori information about the weights. In the proposed model, several different efficiency measures, including classical DEA efficiency, are defined under the same constraints. Each measure serves as a criterion to be optimized. Efficiencies are then evaluated under the framework of multiple objective linear programming (MOLP). The method is illustrated through three examples in which data sets are taken from previous research on DEA's discriminating power and weight restriction. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:507 / 517
页数:11
相关论文
共 21 条
[1]  
BELTON V, 1993, J OPERATIONAL RES SO, V39, P725
[2]   POLYHEDRAL CONE-RATIO DEA MODELS WITH AN ILLUSTRATIVE APPLICATION TO LARGE COMMERCIAL-BANKS [J].
CHARNES, A ;
COOPER, WW ;
HUANG, ZM ;
SUN, DB .
JOURNAL OF ECONOMETRICS, 1990, 46 (1-2) :73-91
[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., 1994, DATA ENVELOPMENT ANA
[5]  
Cohon J., 1978, Multiobjective programming and planning
[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]   AN INTERACTIVE MOLP PROCEDURE FOR THE EXTENSION OF DEA TO EFFECTIVENESS ANALYSIS [J].
GOLANY, B .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1988, 39 (08) :725-734
[8]   Preference voting and project ranking using DEA and cross-evaluation [J].
Green, RH ;
Doyle, JR ;
Cook, WD .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1996, 90 (03) :461-472
[9]  
GREENBERGER JS, 1993, EXP HEMATOL, V21, P713
[10]  
HALME M, 1997, VALUE EFFICIENCY APP