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...

Full description

Saved in:
Bibliographic Details
Main Authors: Hossain, Md. Kamrul, Kamil, Anton Abdulbasah, Mustafa, Adli, Baten, Md Azizul
Format: Article
Language:English
Published: Universiti Sains Malaysia 2014
Subjects:
Online Access: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
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Universiti Utara Malaysia
Language: English
id my.uum.repo.19408
record_format eprints
spelling 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
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Hossain, Md. Kamrul
Kamil, Anton Abdulbasah
Mustafa, Adli
Baten, Md Azizul
Estimating DEA efficiency using uniform distribution
description 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.
format Article
author Hossain, Md. Kamrul
Kamil, Anton Abdulbasah
Mustafa, Adli
Baten, Md Azizul
author_facet Hossain, Md. Kamrul
Kamil, Anton Abdulbasah
Mustafa, Adli
Baten, Md Azizul
author_sort 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
title_fullStr Estimating DEA efficiency using uniform distribution
title_full_unstemmed Estimating DEA efficiency using uniform distribution
title_sort estimating dea efficiency using uniform distribution
publisher Universiti Sains Malaysia
publishDate 2014
url 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
_version_ 1644282697252601856