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Article type: Research Article
Authors: Jamshidi, Mohammada | Saneie, Masouda; * | Mahmoodirad, Alib | Lotfi, Farhad Hoseinzadehc | Tohidi, Ghasema
Affiliations: [a] Department of Mathematics, Central Tehran Branch, Islamic Azad University, Tehran, Iran | [b] Department of Mathematics, Masjed-Soleiman Branch, Islamic Azad University, Masjed-Soleiman, Iran | [c] Department of Mathematics, Science & Research Branch, Islamic Azad University, Tehran, Iran
Correspondence: [*] Corresponding author. Masoud Saneie, Department of Mathematics, Central Tehran Branch, Islamic Azad University, Tehran, Iran. Tel.: +00989122858036; E-mail: [email protected].
Abstract: Data Envelopment Analysis (DEA) is recognized as a robust analytical tool extensively utilized in measuring the relative efficiency of a group of decision-making units (DMUs) with multiple inputs and outputs. The DEA models require inputs and outputs equipped with precise information. However, in real-world situations, inputs and outputs may be unstable and complicated, thus unable to be accurately measured. This problem resulted in the investigation of uncertain DEA models. The RUSSELL model was studied in this paper in an uncertain environment where uncertain inputs and outputs were belief degree-based uncertainty, useful for the cases for which no historical information of an uncertain event is available. As the solution method, the uncertain RUSSELL model was converted to a crisp form using two approaches of expected value model and expected value and dependent chance-constrained model separately. Finally, an applied example regarding the Iranian banking system was presented to document the proposed models.
Keywords: Data envelopment analysis, Uncertainty theory, New product, RUSSELL model, Iranian Bank
DOI: 10.3233/JIFS-190067
Journal: Journal of Intelligent & Fuzzy Systems, vol. 37, no. 2, pp. 2937-2951, 2019
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