Determining the Exact Stability Region and Radius through Efficient Hyperplanes

Nasim Arabjazi, M. Rostamy-Malkhalifeh, F. Hosseinzadeh-Lotfi, M. Behzadi
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引用次数: 4

Abstract

The main goal of this study is to address the sensitivity analysis for a specific efficient decision-making unit (DMU), which is under evaluation, by variable returns to scale (VRS) technology to extend the efficiency stability region. Variations in inputs or outputs of any DMU can change the efficiency classification of that DMU as well as other DMUs, i.e. an efficient DMU can become inefficient and vice versa. This study considers the largest performance stability region for an extreme efficient DMU whose data can be changed in all directions of input/output space, including both directions of improving the situation and worsening the situation such that under these changes the efficiency classification of all extreme DMUs will be preserved. Moreover, we find the largest symmetric cell to the center of the extreme efficient DMU under evaluation, leading to an efficiency stability radius. Also, data changes are only applied for the extreme efficient DMU and the data for the other DMUs are assumed fixed. This stability region is determined by the concept of defining hyperplanes of production possibility set (PPS) of VRS technology and the corresponding half-spaces. The suggested method is illustrated using real-world data.
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通过有效超平面确定精确的稳定区域和半径
本研究的主要目标是通过可变规模回报率(VRS)技术对正在评估的特定高效决策单元(DMU)进行敏感性分析,以扩展效率稳定区域。任何DMU的输入或输出的变化都可以改变该DMU以及其他DMU的效率分类,即有效的DMU可能变得低效,反之亦然。本研究考虑了极端高效DMU的最大性能稳定区域,其数据可以在输入/输出空间的所有方向上变化,包括改善情况和恶化情况的两个方向,以便在这些变化下,所有极端DMU的效率分类都将得到保持。此外,我们发现在评估中的极端有效DMU的中心最大的对称单元,导致效率稳定半径。此外,数据更改仅适用于极端高效的DMU,并且假设其他DMU的数据是固定的。该稳定区域是通过定义VRS技术的生产可能性集(PPS)的超平面和相应的半空间的概念来确定的。建议的方法使用真实世界的数据进行了说明。
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审稿时长
20 weeks
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