Efficiency evaluation in data envelopment analysis using strong defining hyperplanes a cross-efficiency framework

被引:3
作者
Dellnitz, Andreas [1 ]
Reucher, Elmar [2 ]
Kleine, Andreas [3 ]
机构
[1] Fernuniv, Dept Operat Res, POB 940, D-58084 Hagen, Germany
[2] Private Hsch Wirtschaft & Tech, Dept Business Adm, Rombergstr 40, D-49377 Vechta, Germany
[3] Fernuniv, Dept Operat Res, POB 940, D-58084 Hagen, Germany
关键词
Data envelopment analysis; Facet analysis; Strong defining hyperplanes; Cross-efficiency evaluation; VARIABLE RETURNS; SCALE ELASTICITY; DEA; MODEL;
D O I
10.1007/s00291-021-00623-2
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
Cross-efficiency analysis in DEA generally uses a two-stage procedure: first, optimize a DMU's individual efficiency score; next, push the efficiencies of all DMUs in a desired direction. In order to reduce subjective judgement in the second step, we provide a cross-efficiency method using only strong defining hyperplanes of the underlying technology. We develop a new DEA-based algorithm, and prove its finiteness and correctness. To reduce the computational burden, we show how one can combine the procedure with a known beneath-and-beyond procedure. Numerical investigations-comprising real-world data-demonstrate the superiority of the new method.
引用
收藏
页码:441 / 465
页数:25
相关论文
共 31 条
[1]   Generating strong defining hyperplanes of the production possibility set in data envelopment analysis [J].
Amirteimoori, Alireza ;
Kordrostami, Sohrab .
APPLIED MATHEMATICS LETTERS, 2012, 25 (03) :605-609
[2]  
[Anonymous], 2014, J OPERATIONAL RES SO
[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]   ESTIMATION OF RETURNS TO SCALE USING DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
THRALL, RM .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1992, 62 (01) :74-84
[5]   The Quickhull algorithm for convex hulls [J].
Barber, CB ;
Dobkin, DP ;
Huhdanpaa, H .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1996, 22 (04) :469-483
[6]   An alternative neutral approach for cross-efficiency evaluation [J].
Carrillo, Marianela ;
Jorge, Jesus M. .
COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 120 :137-145
[7]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[8]  
Cooper William W., 2007, Data Envelopment Analysis: A Comprehensive Text With Models, Applications, References and DEA-Solver Software, V2, DOI [DOI 10.1007/B109347, 10.1007b109347]
[9]   On characterizing full dimensional weak facets in DEA with variable returns to scale technology [J].
Davtalab-Olyaie, M. ;
Roshdi, I. ;
Nia, V. Partovi ;
Asgharian, M. .
OPTIMIZATION, 2015, 64 (11) :2455-2476
[10]   Efficiency in education: a review of literature and a way forward [J].
De Witte, Kristof ;
Lopez-Torres, Laura .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2017, 68 (04) :339-363