Data envelopment analysis;
Inverse;
Change range;
Variable returns to scale;
Production possibility set;
DEA;
MODEL;
D O I:
10.1016/j.eswa.2021.115344
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
As an important component of data envelopment analysis (DEA), the inverse DEA method often has no feasible solution under variable returns to scale (VRS). By analyzing the reason of this problem, the limitation of inputs and outputs in the inverse DEA method under VRS is identified. Then the outputs possible set and the inputs possible set are defined for different inverse DEA models; and some models are thus developed to determine the change range of outputs/inputs. Sequentially, by determining the optimal given outputs/inputs, the inverse DEA model under VRS is used to estimate the optimal inputs increment or outputs diminution for the optimal given efficiency, and the problem that the inverse DEA method has no feasible solution is avoided. In addition, the effects of efficiency change and technological change on the optimization of inputs and outputs are further discussed in this paper. Finally, two examples are provided to illustrate the validity and effectiveness of our methods.
机构:
Aston Univ, OIM Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, EnglandAston Univ, OIM Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, England
Thanassoulis, Emmanuel
Kortelainen, Mika
论文数: 0引用数: 0
h-index: 0
机构:
Aston Univ, OIM Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, England
Univ Manchester, Manchester M13 9PL, Lancs, England
Govt Inst Econ Res, FI-00101 Helsinki, FinlandAston Univ, OIM Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, England
Kortelainen, Mika
Allen, Rachel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Warwick, Warwick Business Sch, Coventry CV4 7AL, W Midlands, England
ABB Grp Proc, CH-8050 Zurich, SwitzerlandAston Univ, OIM Grp, Aston Business Sch, Birmingham B4 7ET, W Midlands, England
机构:
York Univ, Schulich Sch Business, Dept Management Sci, N York, ON M3J 1P3, CanadaYork Univ, Schulich Sch Business, Dept Management Sci, N York, ON M3J 1P3, Canada
Cook, Wade D.
Zhu, Joe
论文数: 0引用数: 0
h-index: 0
机构:York Univ, Schulich Sch Business, Dept Management Sci, N York, ON M3J 1P3, Canada