Sensitivity and stability analysis on the first and second levels of efficiency score relative to data error |
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Authors: | Gholam Reza Jahanshahloo Farhad Hosseinzadeh Lotfi Seyed Ali Kharazmi Masumeh Khanmohammadi |
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Institution: | 1. Department of Mathematics, Science and Research Branch, Islamic Azad University, Tehran, Iran;2. Department of Mathematics, Eslamshahr Branch, Islamic Azad University, Eslamshahr, Iran |
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Abstract: | In data envelopment analysis (DEA), efficient decision making units (DMUs) are of primary importance as they define the efficient frontier. The current paper develops a new sensitivity analysis approach for a category DMUs and finds the stability radius for all efficient DMUs. By means of combining some classic DEA models and with the condition that the efficiency scores of efficient DMUs remain unchanged, we are able to determine what perturbations of the data can be tolerated before efficient DMUs become inefficient. Our approach generalizes the conventional sensitivity analysis approach in which the inputs of efficient DMUs increase and their outputs decrease, while the inputs of inefficient DMUs decrease and their outputs increase. We find the maximum quantity of perturbations of data so that all first level efficient DMUs remain at the same level. |
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