Minimizing deviations of input and output weights from their means in data envelopment analysis

被引:23
作者
Lam, Kim Fung [1 ]
Bai, Feng [1 ]
机构
[1] City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
关键词
Data envelopment analysis; Cross-efficiency matrix; Linear programming; Goal programming; Weights; DECISION-MAKING UNITS; DEA MODELS; CROSS-EFFICIENCY; RESTRICTIONS; EPSILON;
D O I
10.1016/j.cie.2010.12.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, we propose a model that minimizes deviations of input and output weights from their means for efficient decision-making units in data envelopment analysis. The mean of an input or output weight is defined as the average of the maximum and the minimum attainable values of the weight when the efficient decision making unit under evaluation remains efficient. Alternate optimal weights usually exist in the linear programming solutions of efficient decision-making units and the optimal weights obtained from most of the linear programming software are some what arbitrary. Our proposed model can yield more rational weights without a priori information about tie weights. Input and output weights can be used to compute cross-efficiencies of decision-making units in peer evaluations or group decision-making units, which have similar production processes via cluster analysis. If decision makers want to avoid using weights with extreme or zero values to access performance of decision-making units, then choosing weights that are close to their means, may be a rational choice. (C) 2010 Elsevier Ltd. All rights reserved.
引用
收藏
页码:527 / 533
页数:7
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