DEA models for ratio data: Convexity consideration

被引:157
作者
Emrouznejad, Ali [1 ]
Amin, Gholam R. [2 ]
机构
[1] Aston Univ, Operat & Informat Management Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, England
[2] Islam Azab Univ, S Tehran Branch, Dept Comp Engn, Postgrad Engn Ctr, Tehran, Iran
关键词
Linear programming; Data envelopment analysis (DEA); Production possibility set (PPS); Ratio data; Convexity; MEASURING EFFICIENCY; ENVELOPMENT; INPUT;
D O I
10.1016/j.apm.2007.11.018
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Data envelopment analysis (DEA) is defined based on observed units and by finding the distance of each unit to the border of estimated production possibility set (PPS). The convexity is one of the underlying assumptions of the PPS. This paper shows some difficulties of using standard DEA models in the presence of input-ratios and/or output-ratios. The paper defines a new convexity assumption when data includes a ratio variable. Then it proposes a series of modified DEA models which are capable to rectify this problem. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:486 / 498
页数:13
相关论文
共 16 条
[1]  
AGRELL PJ, 2005, ELECT INT J ADV MODE, V5, P211
[2]   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
[3]   DEA on relaxed convexity assumptions [J].
Bogetoft, P .
MANAGEMENT SCIENCE, 1996, 42 (03) :457-465
[4]   Convex input and output projections of nonconvex production possibility sets [J].
Bogetoft, P ;
Tama, JM ;
Tind, J .
MANAGEMENT SCIENCE, 2000, 46 (06) :858-869
[5]   Measuring efficiency with quasiconcave production frontiers [J].
Chang, KP .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 115 (03) :497-506
[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]  
Cooper W.W., 2006, DEA SOLVER SOFTWARE
[8]   A quasi-concave DEA model with an application for bank branch performance evaluation [J].
Dekker, D ;
Post, T .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 132 (02) :296-311
[9]  
Emrouznejad A., 2008, SOC EC PLANNING SCI, V42, P151, DOI [DOI 10.1016/J.SEPS.2007.07.002, 10.1016/j.seps.2007.07.002.]
[10]   Use of ratios in data envelopment analysis [J].
Hollingsworth, B ;
Smith, P .
APPLIED ECONOMICS LETTERS, 2003, 10 (11) :733-735