Estimating DEA efficiency using uniform distribution
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...
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my.uum.repo.194082016-11-14T04:29:36Z http://repo.uum.edu.my/19408/ Estimating DEA efficiency using uniform distribution Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md Azizul QA Mathematics 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. Universiti Sains Malaysia 2014 Article PeerReviewed application/pdf en http://repo.uum.edu.my/19408/1/BMMSS%202%2037%204%202014%201075%E2%80%931083.pdf 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 http://math.usm.my/bulletin/html/vol37_4_13.html |
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QA Mathematics Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md Azizul Estimating DEA efficiency using uniform distribution |
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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. |
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Article |
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Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md Azizul |
author_facet |
Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md Azizul |
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Hossain, Md. Kamrul |
title |
Estimating DEA efficiency using uniform distribution |
title_short |
Estimating DEA efficiency using uniform distribution |
title_full |
Estimating DEA efficiency using uniform distribution |
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Estimating DEA efficiency using uniform distribution |
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Estimating DEA efficiency using uniform distribution |
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estimating dea efficiency using uniform distribution |
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Universiti Sains Malaysia |
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2014 |
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http://repo.uum.edu.my/19408/1/BMMSS%202%2037%204%202014%201075%E2%80%931083.pdf http://repo.uum.edu.my/19408/ http://math.usm.my/bulletin/html/vol37_4_13.html |
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