Cross efficiency evaluation method based on weight-balanced data envelopment analysis model

被引:106
作者
Wu, Jie [1 ]
Sun, Jiasen [1 ]
Liang, Liang [1 ]
机构
[1] Univ Sci & Technol China, Sch Management, Hefei 230026, Anhui, Peoples R China
基金
高等学校博士学科点专项科研基金;
关键词
Data envelopment analysis (DEA); Cross-efficiency; Weights; DECISION-MAKING UNITS; DEA MODELS; FLEXIBILITY; RANKING;
D O I
10.1016/j.cie.2012.04.017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, the cross efficiency evaluation method, regarded as a DEA extension tool, is firstly reviewed for its utilization in identifying the Decision Making Unit (DMU) with the best practice and ranking the DMUs by their respective cross-efficiency scores. However, we then point out that the main drawback of the method lies in non-uniqueness of cross-efficiency scores resulted from the presence of alternate optima in traditional DEA models, obviously making it become less effective. Aiming at the research gap, a weight-balanced DEA model is proposed to lessen large differences in weighted data (weighted inputs and weighted outputs) and to effectively reduce the number of zero weights for inputs and outputs. Finally, we use two examples of the literature to illustrate the performance of this approach and discuss some issues of interest regarding the choosing of weights in cross-efficiency evaluations. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:513 / 519
页数:7
相关论文
共 40 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]   The fixed weighting nature of a cross-evaluation model [J].
Anderson, TR ;
Hollingsworth, K ;
Inman, L .
JOURNAL OF PRODUCTIVITY ANALYSIS, 2002, 17 (03) :249-255
[3]  
[Anonymous], 1986, MEASURING EFFICIENCY
[4]  
[Anonymous], COMPUT IND ENG
[5]   APPLIED DATA ENVELOPMENT ANALYSIS [J].
BOUSSOFIANE, A ;
DYSON, RG ;
THANASSOULIS, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 52 (01) :1-15
[6]   Probabilistically constrained models for efficiency and dominance in DEA [J].
Bruni, M. E. ;
Conforti, D. ;
Beraldi, P. ;
Tundis, E. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2009, 117 (01) :219-228
[7]   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
[8]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[9]   Selecting non-zero weights to evaluate effectiveness of basketball players with DEA [J].
Cooper, W. W. ;
Ruiz, Jose L. ;
Sirvent, Inmaculada .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 195 (02) :563-574
[10]  
Cooper W. W., 1994, Data Envelopment Analysis: Theory, Methodology and Applications