A cross-dependence based ranking system for efficient and inefficient units in DEA

被引:18
作者
Chen, Jin-Xiao [1 ]
Deng, Mingrong [1 ]
机构
[1] Zhejiang Univ, Sch Management, Hangzhou 310058, Zhejiang, Peoples R China
关键词
Data envelopment analysis; Ranking; Cross-dependence; Reference set; DATA ENVELOPMENT ANALYSIS; DECISION-MAKING UNITS; SUPER-EFFICIENCY; SENSITIVITY-ANALYSIS; REFERENCE SET; MODELS; INFEASIBILITY; SLACKS;
D O I
10.1016/j.eswa.2011.01.165
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Decision making units (DMUs) can be ranked using data envelopment analysis (DEA) technologies. This paper develops a new ranking system under the condition of variable returns to scale (VRS) based on a measure of cross-dependence efficiency (MCDE), where the evaluation for an efficient DMU is dependent of the efficiency changes of all inefficient units due to its absence in the reference set, while the appraisal of inefficient DMUs depends on the influence of the exclusion of each efficient unit from the reference set. The infeasibility problem that arises from the conventional super-efficiency models is eliminated. A new approach to ranking inefficient units is embedded in the proposed ranking system. Through an example, advantages of our proposal are demonstrated. A real application illustrates the effectiveness of the cross-dependence based ranking system. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:9648 / 9655
页数:8
相关论文
共 20 条
[1]   Review of ranking methods in the data envelopment analysis context [J].
Adler, N ;
Friedman, L ;
Sinuany-Stern, Z .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 140 (02) :249-265
[2]   A PROCEDURE FOR RANKING EFFICIENT UNITS IN DATA ENVELOPMENT ANALYSIS [J].
ANDERSEN, P ;
PETERSEN, NC .
MANAGEMENT SCIENCE, 1993, 39 (10) :1261-1265
[3]   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
[4]   Models and measures for efficiency dominance in DEA .1. Additive models and MED measures [J].
Bardhan, I ;
Bowlin, WF ;
Cooper, WW ;
Sueyoshi, T .
JOURNAL OF THE OPERATIONS RESEARCH SOCIETY OF JAPAN, 1996, 39 (03) :322-332
[5]  
Chames A., 1991, J PROD ANAL, V2, P197, DOI DOI 10.1007/BF00159732
[6]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[7]   Measuring super-efficiency in DEA in the presence of infeasibility [J].
Chen, Y .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 161 (02) :545-551
[8]   Measures of inefficiency in data envelopment analysis and stochastic frontier estimation [J].
Cooper, WW ;
Tone, K .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1997, 99 (01) :72-88
[9]  
COOPER WW, 2007, DATA ENELOPMENT ANAL
[10]   DEA sensitivity analysis by changing a reference set: regional contribution to Japanese industrial development [J].
Hibiki, N ;
Sueyoshi, T .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1999, 27 (02) :139-153