Setting targets with interval data envelopment analysis models via Wang Method

Data envelopment analysis (DEA) is a mathematical programming for evaluating the relative efficiency of decision making units (DMUs). The first DEA model (CCR model) assumed for exact data, later some authors introduced the applications of DEA which the data was imprecise. In imprecise data envelopm...

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Main Authors: Malekmohammadi, Najmeh, Jaafar, Azmi, Monsi, Mansor
Format: Article
Language:English
English
Published: Universiti Kebangsaan Malaya 2010
Subjects:
Online Access:http://psasir.upm.edu.my/id/eprint/16685/1/Setting%20targets%20with%20interval%20data%20envelopment%20analysis%20models%20via%20Wang%20Method.pdf
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author Malekmohammadi, Najmeh
Jaafar, Azmi
Monsi, Mansor
author_facet Malekmohammadi, Najmeh
Jaafar, Azmi
Monsi, Mansor
author_sort Malekmohammadi, Najmeh
collection UPM
description Data envelopment analysis (DEA) is a mathematical programming for evaluating the relative efficiency of decision making units (DMUs). The first DEA model (CCR model) assumed for exact data, later some authors introduced the applications of DEA which the data was imprecise. In imprecise data envelopment analysis (IDEA) the data can be ordinal, interval and fuzzy. Data envelopment analysis also can be used for the future programming of organizations and the response of the different policies, which is related to the target setting and resource allocation. The existing target model that conveys performance based targets in line with the policy making scenarios was defined for exact data. In this paper we improved the model for imprecise data such as fuzzy, ordinal and interval data. To deal with imprecise data we first established an interval DEA model. We used one of the methods to convert fuzzy and ordinal data into the interval data. A numerical experiment is used to illustrate the application to our interval model.
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spelling upm.eprints-166852015-10-21T08:00:22Z http://psasir.upm.edu.my/id/eprint/16685/ Setting targets with interval data envelopment analysis models via Wang Method Malekmohammadi, Najmeh Jaafar, Azmi Monsi, Mansor Data envelopment analysis (DEA) is a mathematical programming for evaluating the relative efficiency of decision making units (DMUs). The first DEA model (CCR model) assumed for exact data, later some authors introduced the applications of DEA which the data was imprecise. In imprecise data envelopment analysis (IDEA) the data can be ordinal, interval and fuzzy. Data envelopment analysis also can be used for the future programming of organizations and the response of the different policies, which is related to the target setting and resource allocation. The existing target model that conveys performance based targets in line with the policy making scenarios was defined for exact data. In this paper we improved the model for imprecise data such as fuzzy, ordinal and interval data. To deal with imprecise data we first established an interval DEA model. We used one of the methods to convert fuzzy and ordinal data into the interval data. A numerical experiment is used to illustrate the application to our interval model. Universiti Kebangsaan Malaya 2010 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/16685/1/Setting%20targets%20with%20interval%20data%20envelopment%20analysis%20models%20via%20Wang%20Method.pdf Malekmohammadi, Najmeh and Jaafar, Azmi and Monsi, Mansor (2010) Setting targets with interval data envelopment analysis models via Wang Method. Sains Malaysiana, 39 (3). pp. 485-489. ISSN 0126-6039 http://www.ukm.my/jsm/ Data envelopment analysis Programming (Mathematics) English
spellingShingle Data envelopment analysis
Programming (Mathematics)
Malekmohammadi, Najmeh
Jaafar, Azmi
Monsi, Mansor
Setting targets with interval data envelopment analysis models via Wang Method
title Setting targets with interval data envelopment analysis models via Wang Method
title_full Setting targets with interval data envelopment analysis models via Wang Method
title_fullStr Setting targets with interval data envelopment analysis models via Wang Method
title_full_unstemmed Setting targets with interval data envelopment analysis models via Wang Method
title_short Setting targets with interval data envelopment analysis models via Wang Method
title_sort setting targets with interval data envelopment analysis models via wang method
topic Data envelopment analysis
Programming (Mathematics)
url http://psasir.upm.edu.my/id/eprint/16685/1/Setting%20targets%20with%20interval%20data%20envelopment%20analysis%20models%20via%20Wang%20Method.pdf
work_keys_str_mv AT malekmohammadinajmeh settingtargetswithintervaldataenvelopmentanalysismodelsviawangmethod
AT jaafarazmi settingtargetswithintervaldataenvelopmentanalysismodelsviawangmethod
AT monsimansor settingtargetswithintervaldataenvelopmentanalysismodelsviawangmethod