Efficiency in the Worst Production Situation Using Data Envelopment Analysis
Data envelopment analysis (DEA) measures relative efficiency among the decision making units (DMU) without considering noise in data.The least efficient DMU indicates that it is in the worst situation. In this paper, we measure efficiency of individual DMU whenever it losses the maximum output, an...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Hindawi Publishing Corporation
2013
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| Subjects: | |
| Online Access: | http://eprints.usm.my/38928/1/Efficiency_in_the_Worst_Production_Situation_Using_Data_Envelopment_Analysis.pdf |
| _version_ | 1797010131776438272 |
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| 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 |
| collection | USM |
| description | Data envelopment analysis (DEA) measures relative efficiency among the decision making units (DMU) without considering noise
in data.The least efficient DMU indicates that it is in the worst situation. In this paper, we measure efficiency of individual DMU
whenever it losses the maximum output, and the efficiency of other DMUs is measured in the observed situation. This efficiency is
the minimum efficiency of a DMU.The concept of stochastic data envelopment analysis (SDEA) is a DEA method which considers
the noise in data which is proposed in this study.Using bounded Pareto distribution, we estimate theDEA efficiency fromefficiency
interval. Small value of shape parameter can estimate the efficiencymore accurately using the Pareto distribution. Rank correlations
were estimated between observed efficiencies and minimum efficiency as well as between observed and estimated efficiency. The
correlations are indicating the effectiveness of this SDEA model. |
| first_indexed | 2024-03-06T15:15:27Z |
| format | Article |
| id | usm.eprints-38928 |
| institution | Universiti Sains Malaysia |
| language | English |
| last_indexed | 2024-03-06T15:15:27Z |
| publishDate | 2013 |
| publisher | Hindawi Publishing Corporation |
| record_format | dspace |
| spelling | usm.eprints-389282018-02-14T06:36:40Z http://eprints.usm.my/38928/ Efficiency in the Worst Production Situation Using Data Envelopment Analysis Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md. Azizul LC5800-5808 Distance education. QA1-939 Mathematics Data envelopment analysis (DEA) measures relative efficiency among the decision making units (DMU) without considering noise in data.The least efficient DMU indicates that it is in the worst situation. In this paper, we measure efficiency of individual DMU whenever it losses the maximum output, and the efficiency of other DMUs is measured in the observed situation. This efficiency is the minimum efficiency of a DMU.The concept of stochastic data envelopment analysis (SDEA) is a DEA method which considers the noise in data which is proposed in this study.Using bounded Pareto distribution, we estimate theDEA efficiency fromefficiency interval. Small value of shape parameter can estimate the efficiencymore accurately using the Pareto distribution. Rank correlations were estimated between observed efficiencies and minimum efficiency as well as between observed and estimated efficiency. The correlations are indicating the effectiveness of this SDEA model. Hindawi Publishing Corporation 2013 Article PeerReviewed application/pdf en http://eprints.usm.my/38928/1/Efficiency_in_the_Worst_Production_Situation_Using_Data_Envelopment_Analysis.pdf Hossain, Md. Kamrul and Kamil, Anton Abdulbasah and Mustafa, Adli and Baten, Md. Azizul (2013) Efficiency in the Worst Production Situation Using Data Envelopment Analysis. Advances in Decision Sciences, 2013 (354509). pp. 1-9. ISSN 2090-3359 http://dx.doi.org/10.1155/2013/354509 |
| spellingShingle | LC5800-5808 Distance education. QA1-939 Mathematics Hossain, Md. Kamrul Kamil, Anton Abdulbasah Mustafa, Adli Baten, Md. Azizul Efficiency in the Worst Production Situation Using Data Envelopment Analysis |
| title | Efficiency in the Worst Production Situation Using
Data Envelopment Analysis |
| title_full | Efficiency in the Worst Production Situation Using
Data Envelopment Analysis |
| title_fullStr | Efficiency in the Worst Production Situation Using
Data Envelopment Analysis |
| title_full_unstemmed | Efficiency in the Worst Production Situation Using
Data Envelopment Analysis |
| title_short | Efficiency in the Worst Production Situation Using
Data Envelopment Analysis |
| title_sort | efficiency in the worst production situation using data envelopment analysis |
| topic | LC5800-5808 Distance education. QA1-939 Mathematics |
| url | http://eprints.usm.my/38928/1/Efficiency_in_the_Worst_Production_Situation_Using_Data_Envelopment_Analysis.pdf |
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