Promoting symmetric weight selection in data envelopment analysis: A penalty function approach

被引:30
作者
Dimitrov, Stanko [1 ]
Sutton, Warren [1 ]
机构
[1] Univ Michigan, Dept Ind & Operat Engn, Ann Arbor, MI 48109 USA
基金
美国国家科学基金会;
关键词
Data envelopment analysis; Penalty methods; Weight restrictions; EFFICIENCY ANALYSIS; RESTRICTIONS; DEA; FLEXIBILITY;
D O I
10.1016/j.ejor.2008.11.043
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Traditionally, data envelopment analysis models assume total flexibility in weight selection, though this assumption can lead to several variables being ignored in determining the efficiency score. Existing methods constrain weight selection to a predefined range, thus removing possible feasible solutions. As such, in this paper we propose the symmetric weight assignment technique (SWATH) that does not affect feasibility and rewards decision making units (DMUs) that make a symmetric selection of weights. This allows for a method of weight restrictions that does not require preference constraints on the variables. Moreover, we show that the SWAT method may be used to differentiate among efficient DMUs. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:281 / 288
页数:8
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