Cross-direction environmental performance evaluation based on directional distance function in data envelopment analysis

Cross-direction environmental performance evaluation based on directional distance function in data envelopment analysis
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数据包络分析中基于方向距离函数的横向环境绩效评价

DOI:
10.1016/j.eswa.2022.117327
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发表时间:
2022-05
影响因子:
8.5
通讯作者:
Yan Xia
Yan Xia
中科院分区:
计算机科学1区
文献类型:
--
作者:
Xiong Beibei;Zou Yuqing;An Qingxian;Yan Xia

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在使用方向距离函数(directional distance function, DDF)进行效率评价时,各决策单元倾向于选择自身效率最大化的方向进行评价,这可能会导致效率得分被高估而不被其他决策单元认可。本文研究了数据包络分析中DDF的公平评价问题。将交叉评价的概念引入到基于DDF的环境绩效评价中,提出了一种考虑不良产出的交叉评价方法。此外,我们提出了一种新的基于极坐标的方向矢量扫描方法来实现高效决策单元的同行评价。最后,将我们的方法应用于交通运输业的分析。
When using directional distance function (DDF) for efficiency evaluation, each decision-making unit tends to choose the direction that maximizes its own efficiency for evaluation, which may cause the efficiency score to be overestimated and unrecognized by others. This paper is concerned with the fair evaluation of the DDF in data envelopment analysis. The concept of cross evaluation is introduced into the environmental performance evaluation based on DDF, and then a new cross-direction evaluation method considering undesirable outputs is proposed. In addition, we propose a new direction vector scanning method based on polar coordinates to realize the peer-evaluation of efficient decision-making unit. Finally, our approach is applied to analyze the transportation industry.
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