Pareto approach for DEA cross efficiency evaluation based on interval programming

被引:13
|
作者
Huang, Yan [1 ,2 ]
Wang, Ying-Ming [1 ]
机构
[1] Fuzhou Univ, Decis Sci Inst, Fuzhou 350116, Fujian, Peoples R China
[2] Fujian Agr & Forestry Univ, Coll Comp & Informat Sci, Fuzhou, Fujian, Peoples R China
基金
中国国家自然科学基金;
关键词
Interval programming; Pareto optimal; DEA; cross-efficiency; ENVELOPMENT ANALYSIS; IMPRECISE DATA; MODEL; PERFORMANCE; WEIGHTS; IDEA;
D O I
10.3233/JIFS-17514
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Efficiency assessment by using data envelopment analysis (DEA) in interval environment is studied. Two parameters with regard to the input and output are introduced to characterize the variability of the production possibility sets. The extended production facets with different production possibility sets are determined. The inclusion relation between different extended production facets is discussed, and self-evaluation models are constructed to calculate the interval efficiency of the decisionmaking units (DMUs) with the optimal production facet. By setting self-evaluation as a target, the aggressive and benevolent cross-efficiency models are established based on the likelihood between the values of self-evaluation and peer evaluation. The analysis of the models yields the interval cross-efficiency matrices and the weight allocation method that is more advantageous to the DMU for aggregating the interval cross-efficiency matrices. An example is used to illustrate the applications of the models.
引用
收藏
页码:2375 / 2389
页数:15
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