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Robustness analysis based on weight restrictions in data envelopment analysis

Includes bibliographical references.

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Main Author: Kantu, Dieudonne Kabongo
Other Authors: Stewart, Theodor J
Format: Thesis
Language:English
Published: Department of Statistical Sciences 2015
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access_status_str Open Access
author Kantu, Dieudonne Kabongo
author2 Stewart, Theodor J
author_browse Kantu, Dieudonne Kabongo
Stewart, Theodor J
author_facet Stewart, Theodor J
Kantu, Dieudonne Kabongo
author_sort Kantu, Dieudonne Kabongo
collection Thesis
description Includes bibliographical references.
format Thesis
id oai:open.uct.ac.za:11427/11829
institution University of Cape Town (South Africa)
language eng
last_indexed 2026-06-10T12:32:26.116Z
license_str Not specified — see source repository
provenance_str_mv Harvested via OAI-PMH from UCTD — University of Cape Town Open Access Repository
publishDate 2015
publishDateRange 2015
publishDateSort 2015
publisher Department of Statistical Sciences
publisherStr Department of Statistical Sciences
record_format dspace
source_str UCTD — University of Cape Town Open Access Repository
spelling oai:open.uct.ac.za:11427/11829 Robustness analysis based on weight restrictions in data envelopment analysis Kantu, Dieudonne Kabongo Stewart, Theodor J Operations Research Includes bibliographical references. Evaluating the performance of organisations is essential to good planning and control. Part of this process is monitoring the performance of organisations against their goals. The comparative efficiency of organizations using common inputs and outputs makes it possible for organizations to improve their performance so that can operate as the most efficient organizations. Resources and outputs can be very diversified in nature and it is complex to assess organizations using such resources and outputs. Data Envelopment Analysis models are designed to facilitate this of assessment and aim to evaluate the relative efficiency of organisations. Chapter 2 is dedicated to the basic Data Envelopment Analysis. We present the following: * A review of the Data Envelopment Analysis models; * The properties and particularities of each model. In chapter 3, we present our literature survey on restrictions. Data Envelopment Analysis is a value-free frontier which has the of yielding more objective efficiency measures. However, the complete freedom in the determination of weights for the factors and products) relevant to the assessment of organisations has led to some problems such as: zero-weights and lack of discrimination between efficient organizations. Weight restriction methods were introduced in order to tackle these problems. The first part of chapter 3 in detail the motivations for weight restrictions while the second part presents the actual weight restriction rnethods. 2015-01-09T08:55:07Z 2015-01-09T08:55:07Z 2006 Master Thesis Masters MSc http://hdl.handle.net/11427/11829 eng application/pdf Department of Statistical Sciences Faculty of Science University of Cape Town
spellingShingle Operations Research
Kantu, Dieudonne Kabongo
Robustness analysis based on weight restrictions in data envelopment analysis
thesis_degree_str Master's
title Robustness analysis based on weight restrictions in data envelopment analysis
title_full Robustness analysis based on weight restrictions in data envelopment analysis
title_fullStr Robustness analysis based on weight restrictions in data envelopment analysis
title_full_unstemmed Robustness analysis based on weight restrictions in data envelopment analysis
title_short Robustness analysis based on weight restrictions in data envelopment analysis
title_sort robustness analysis based on weight restrictions in data envelopment analysis
topic Operations Research
url http://hdl.handle.net/11427/11829
work_keys_str_mv AT kantudieudonnekabongo robustnessanalysisbasedonweightrestrictionsindataenvelopmentanalysis