Data envelopment analysis and robust optimization: A review

Pejman Peykani; Emran Mohammadi; Reza Farzipoor Saen; Seyed Jafar Sadjadi; Mohsen Rostamy-Malkhalifeh

doi:10.1111/exsy.12534

Data envelopment analysis and robust optimization: A review

Pejman Peykani, Emran Mohammadi, Reza Farzipoor Saen^*, Seyed Jafar Sadjadi, Mohsen Rostamy-Malkhalifeh

^*Corresponding author for this work

Operations Management & Business Statistics

Research output: Contribution to journal › Review article › peer-review

71 Citations (Scopus)

Abstract

This paper reviews the milestone approaches for handling uncertainty in data envelopment analysis (DEA). This paper presents the detailed classifications of robust data envelopment analysis (RDEA). RDEA is appropriate for measuring the efficiencies of decision-making units in the presence of the data and distributional uncertainties. This paper reviews scenario-based and uncertainty set of DEA models. It covers 73 studies from 2008 to 2019. The paper concludes with suggestions about the guidelines for future researches in the field of RDEA.

Original language	English
Article number	e12534
Journal	Expert Systems
Volume	37
Issue number	4
DOIs	https://doi.org/10.1111/exsy.12534
Publication status	Published - Aug 1 2020

Keywords

continuous uncertainty
data envelopment analysis (DEA)
discrete uncertainty
robust DEA (RDEA)
robust optimization

ASJC Scopus subject areas

Control and Systems Engineering
Theoretical Computer Science
Computational Theory and Mathematics
Artificial Intelligence

Access to Document

10.1111/exsy.12534

Cite this

@article{1bcd57b90b4f40b1a13444411739f08c,

title = "Data envelopment analysis and robust optimization: A review",

abstract = "This paper reviews the milestone approaches for handling uncertainty in data envelopment analysis (DEA). This paper presents the detailed classifications of robust data envelopment analysis (RDEA). RDEA is appropriate for measuring the efficiencies of decision-making units in the presence of the data and distributional uncertainties. This paper reviews scenario-based and uncertainty set of DEA models. It covers 73 studies from 2008 to 2019. The paper concludes with suggestions about the guidelines for future researches in the field of RDEA.",

keywords = "continuous uncertainty, data envelopment analysis (DEA), discrete uncertainty, robust DEA (RDEA), robust optimization",

author = "Pejman Peykani and Emran Mohammadi and Saen, {Reza Farzipoor} and Sadjadi, {Seyed Jafar} and Mohsen Rostamy-Malkhalifeh",

note = "Publisher Copyright: {\textcopyright} 2020 John Wiley & Sons, Ltd",

year = "2020",

month = aug,

day = "1",

doi = "10.1111/exsy.12534",

language = "English",

volume = "37",

journal = "Expert Systems",

issn = "0266-4720",

publisher = "Wiley-Blackwell",

number = "4",

}

TY - JOUR

T1 - Data envelopment analysis and robust optimization

T2 - A review

AU - Peykani, Pejman

AU - Mohammadi, Emran

AU - Saen, Reza Farzipoor

AU - Sadjadi, Seyed Jafar

AU - Rostamy-Malkhalifeh, Mohsen

PY - 2020/8/1

Y1 - 2020/8/1

N2 - This paper reviews the milestone approaches for handling uncertainty in data envelopment analysis (DEA). This paper presents the detailed classifications of robust data envelopment analysis (RDEA). RDEA is appropriate for measuring the efficiencies of decision-making units in the presence of the data and distributional uncertainties. This paper reviews scenario-based and uncertainty set of DEA models. It covers 73 studies from 2008 to 2019. The paper concludes with suggestions about the guidelines for future researches in the field of RDEA.

AB - This paper reviews the milestone approaches for handling uncertainty in data envelopment analysis (DEA). This paper presents the detailed classifications of robust data envelopment analysis (RDEA). RDEA is appropriate for measuring the efficiencies of decision-making units in the presence of the data and distributional uncertainties. This paper reviews scenario-based and uncertainty set of DEA models. It covers 73 studies from 2008 to 2019. The paper concludes with suggestions about the guidelines for future researches in the field of RDEA.

KW - continuous uncertainty

KW - data envelopment analysis (DEA)

KW - discrete uncertainty

KW - robust DEA (RDEA)

KW - robust optimization

UR - http://www.scopus.com/inward/record.url?scp=85082761705&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85082761705&partnerID=8YFLogxK

U2 - 10.1111/exsy.12534

DO - 10.1111/exsy.12534

M3 - Review article

AN - SCOPUS:85082761705

SN - 0266-4720

VL - 37

JO - Expert Systems

JF - Expert Systems

IS - 4

M1 - e12534

ER -

Data envelopment analysis and robust optimization: A review

Abstract

Keywords

ASJC Scopus subject areas

Access to Document

Other files and links

Cite this