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Efficiency in the worst production situation using data envelopment analysis


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. pp. 1-9. ISSN 2090-3359

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Abstract

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 the DEA efficiency from efficiency interval. Small value of shape parameter can estimate the efficiency more 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.

Item Type: Article
Subjects: Q Science > QA Mathematics > QA76 Computer software
Divisions: College of Arts and Sciences
Depositing User: Prof. Madya Dr. Md. Azizul Baten
Date Deposited: 21 Apr 2014 01:38
Last Modified: 21 Apr 2014 01:38
URI: http://repo.uum.edu.my/id/eprint/10620

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