data envelopment analysis;
fuzzy set theory;
membership function;
technical efficiency;
alpha-cut level;
MATHEMATICAL-PROGRAMMING APPROACH;
NONPARAMETRIC FRONTIER MODELS;
DEA;
PERFORMANCES;
D O I:
10.1111/1467-8489.12008
中图分类号:
F3 [农业经济];
学科分类号:
0202 ;
020205 ;
1203 ;
摘要:
This article integrates fuzzy set theory in the data envelopment analysis (DEA) framework to compute technical efficiency scores when input and output data are imprecise. The underlying assumption in conventional DEA is that input and output data are measured with precision. However, production agriculture takes place in an uncertain environment, and, in some situations, input and output data may be imprecise. We present an approach of measuring efficiency when data are known to lie within specified intervals and empirically illustrate this approach using a group of 29 dairy producers in Pennsylvania. Compared to the conventional DEA scores that are point estimates, the computed fuzzy efficiency scores are interval bound allowing the decision maker to trace the performance of a decision-making unit at different possibility levels.
机构:
Prince Sultan Univ, Coll Business Adm, Dept Finance & Accounting, Riyadh, Saudi ArabiaPrince Sultan Univ, Coll Business Adm, Dept Finance & Accounting, Riyadh, Saudi Arabia
机构:
Ocean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R ChinaOcean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R China
Jiang, Bao
Feng, Wenxue
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机构:
Ocean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R ChinaOcean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R China
Feng, Wenxue
Li, Jian
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机构:
Ocean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R China
Ocean Univ China, Marine Dev Studies Inst, Qingdao 266100, Peoples R ChinaOcean Univ China, Dept Int Trade & Econ, Qingdao 266100, Peoples R China
机构:
Khajeh Nasir Toosi Univ, Dept Ind Engn, Tehran, IranLa Salle Univ, Dept Management, Lindback Distinguished Chair Informat Syst, Philadelphia, PA 19141 USA
Shokouhi, Amir H.
Hatami-Marbini, Adel
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h-index: 0
机构:
Catholic Univ Louvain, CORE, Louvain Sch Management, B-1348 Louvain Le Neuve, BelgiumLa Salle Univ, Dept Management, Lindback Distinguished Chair Informat Syst, Philadelphia, PA 19141 USA
Hatami-Marbini, Adel
Tavana, Madjid
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h-index: 0
机构:
La Salle Univ, Dept Management, Lindback Distinguished Chair Informat Syst, Philadelphia, PA 19141 USALa Salle Univ, Dept Management, Lindback Distinguished Chair Informat Syst, Philadelphia, PA 19141 USA
Tavana, Madjid
Saati, Saber
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机构:
Islamic Azad Univ, Tehran N Branch, Dept Math, Tehran, IranLa Salle Univ, Dept Management, Lindback Distinguished Chair Informat Syst, Philadelphia, PA 19141 USA