Using slacks-based model to solve inverse DEA with integer intervals for input estimation

被引:5
|
作者
Younesi, Atefeh [1 ]
Hosseinzadeh Lotfi, Farhad [2 ]
Arana-Jimenez, Manuel [1 ]
机构
[1] Univ Cadiz, INDESS Inst Univ Invest Desarrollo Social, Dept Stat & Operat Res, Cadiz, Spain
[2] Islamic Azad Univ, Dept Math, Sci & Res Branch, Tehran, Iran
关键词
Data envelopment analysis (DEA); Inverse DEA; Integer interval; Multiple-objective nonlinear programming (MONLP); Slacks-based model; EFFICIENCY;
D O I
10.1007/s10700-022-09403-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with an inverse data envelopment analysis (DEA) based on the non-radial slacks-based model in the presence of uncertainty employing both integer and continuous interval data. To this matter, suitable technology and formulation for the DEA are proposed using arithmetic and partial orders for interval numbers. The inverse DEA is discussed from the following question: if the output of DMUo increases from Y-o to /beta(o), such the new DMU is given by (alpha(*)(o), beta) belongs to the technology, and its inefficiency score is not less than t-percent, how much should the inputs of the DMU increase? A new model of inverse DEA is offered to respond to the previous question, whose interval Pareto solutions are characterized using the Pareto solution of a related multiple-objective nonlinear programming (MONLP). Necessary and sufficient conditions for input estimation are proposed when output is increased. A functional example is presented on data to illustrate the new model and methodology, with continuous and integer interval variables.
引用
收藏
页码:587 / 609
页数:23
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