TY - JOUR
T1 - A new robust optimization approach to common weights formulation in DEA
AU - Salahi, Maziar
AU - Toloo, Mehdi
AU - Torabi, Narges
N1 - Funding Information:
Maziar Salahi would like to thank University of Guilan for partial support. The research of Mehdi Toloo was supported by the Czech Science Foundation (GAČR 19-13946S).
Publisher Copyright:
© Operational Research Society 2020.
PY - 2021
Y1 - 2021
N2 - 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.
AB - 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.
KW - Data envelopment analysis
KW - common set of weights
KW - robust optimization
KW - uncertainty
UR - http://www.scopus.com/inward/record.url?scp=85085503686&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85085503686&partnerID=8YFLogxK
U2 - 10.1080/01605682.2020.1718016
DO - 10.1080/01605682.2020.1718016
M3 - Article
AN - SCOPUS:85085503686
SN - 0160-5682
VL - 72
SP - 1390
EP - 1402
JO - Journal of the Operational Research Society
JF - Journal of the Operational Research Society
IS - 6
ER -