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Estimating DEA efficiency using uniform distribution

Hossain, Md. Kamrul and Kamil, Anton Abdulbasah and Mustafa, Adli and Baten, Md Azizul (2014) Estimating DEA efficiency using uniform distribution. Bulletin of the Malaysian Mathematical Sciences Society, 37 (4). pp. 1075-1083. ISSN ISSN 0126-6705

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Abstract

The most commonly used non-parametric tool for measuring the relative efficiency of Decision Making Units (DMU) is Data Envelopment Analysis (DEA). In this article, a method for measuring the efficiency level of a DMU when it is in an unfavourable situation as well as estimating the efficiency using uniform distribution is shown. The efficiency score from the traditional BCC-DEA model and the efficiency score in an unfavourable situation form an interval.This interval, known as interval efficiency, is used to estimate efficiency using uniform distribution.In an empirical example, a 95 percent confidence interval (CI) is calculated for the efficiency score using a three-point estimation method.The analysis indicated that the efficiencies that were estimated from uniform distribution are all within the confidence interval. In addition, a statistical test shows that there is no significant different between the estimated efficiency and the efficiency from DEA.

Item Type: Article
Uncontrolled Keywords: Interval efficiency, data envelopment analysis, uniform distribution, three-point estimation.
Subjects: Q Science > QA Mathematics
Divisions: School of Quantitative Sciences
Depositing User: Prof. Madya Dr. Md. Azizul Baten
Date Deposited: 14 Nov 2016 04:29
Last Modified: 14 Nov 2016 04:29
URI: https://repo.uum.edu.my/id/eprint/19408

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