A new robust optimization approach to common weights formulation in DEA
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27510%2F21%3A10244986" target="_blank" >RIV/61989100:27510/21:10244986 - isvavai.cz</a>
Result on the web
<a href="https://www.tandfonline.com/doi/abs/10.1080/01605682.2020.1718016?journalCode=tjor20" target="_blank" >https://www.tandfonline.com/doi/abs/10.1080/01605682.2020.1718016?journalCode=tjor20</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1080/01605682.2020.1718016" target="_blank" >10.1080/01605682.2020.1718016</a>
Alternative languages
Result language
angličtina
Original language name
A new robust optimization approach to common weights formulation in DEA
Original language description
Flexibility in selecting the weights of inputs and outputs in data envelopment analysis models and uncertainty associated with the data might lead to unreliable efficiency scores. In this paper, to avoid these problems, first, we discuss robust Charnes, Cooper, Rhodes (CCR) model under Bertsimas and Sim approach. Then, the robust CCR solutions are used to find robust common set of weights under norm-1 and Bertsimas and Sim approach. Finally, on two numerical real-world examples, the performance of the proposed approach is compared by a similar recent approach from the literature to show the advantages of the new method and its applicability.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
—
OECD FORD branch
10102 - Applied mathematics
Result continuities
Project
<a href="/en/project/GA19-13946S" target="_blank" >GA19-13946S: Performance evaluation in the presence of unclassified factors</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Journal of the Operational Research Society
ISSN
0160-5682
e-ISSN
1476-9360
Volume of the periodical
72
Issue of the periodical within the volume
6
Country of publishing house
GB - UNITED KINGDOM
Number of pages
13
Pages from-to
1390-1402
UT code for WoS article
000536109500001
EID of the result in the Scopus database
2-s2.0-85085503686