Network data envelopment analysis in uncertain environment

被引:8
|
作者
Ghaffari-Hadigheh, Alireza [1 ]
Lio, Waichon [2 ]
机构
[1] Azarbaijan Shahid Madani Univ, Appl Math, Tabriz, Iran
[2] Tsinghua Univ, Beijing, Peoples R China
关键词
Network DEA; Uncertainty theory; Uncertain programming; DEA; EFFICIENCY; MODEL; INPUT; PRODUCTIVITY; PERFORMANCE;
D O I
10.1016/j.cie.2020.106657
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the Network data envelopment analysis, in addition to external inputs and outputs of a decision-making unit, interactions between internal subprocesses are also respected. These interactions could be an essential part of an efficiency assessment of decision-making units, while in many circumstances, they are represented as undetermined quantitative values by the experts of the domain. Uncertainty theory, initiated in 2007 and then completed in 2009, is an axiomatic mathematical framework for formalizing human reasoning. Here, we consider the network DEA at which both external and internal data are provided by an expert and design a novel procedure in the efficiency evaluation process of decision-making units using the uncertainty theory. We consider the basic model for a typical small instance, and a crisp counterpart is provided. The presented numerical example could be evidence of the applicability of the methodology in practice.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Uncertain Data Envelopment Analysis
    Ehrgott, Matthias
    Holder, Allen
    Nohadani, Omid
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 268 (01) : 231 - 242
  • [2] Classifying with uncertain data envelopment analysis
    Garner, Casey
    Holder, Allen
    [J]. EURO JOURNAL ON COMPUTATIONAL OPTIMIZATION, 2024, 12
  • [3] Some new ranking criteria in data envelopment analysis under uncertain environment
    Wen, Meilin
    Zhang, Qingyuan
    Kang, Rui
    Yang, Yi
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2017, 110 : 498 - 504
  • [4] Data Envelopment Analysis with Uncertain Inputs and Outputs
    Wen, Meilin
    Guo, Linhan
    Kang, Rui
    Yang, Yi
    [J]. JOURNAL OF APPLIED MATHEMATICS, 2014,
  • [5] A note on "Some new ranking criteria in data envelopment analysis under uncertain environment"
    Shiraz, Rashed Khanjani
    Fukuyama, Hirofumi
    Vakili, Javad
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2019, 131 : 259 - 262
  • [6] Implementing Data Envelopment Analysis in an Uncertain Perception-Based Online Evaluation Environment
    Di Caprio, Debora
    Santos-Arteaga, Francisco Javier
    [J]. INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: APPLICATIONS, IPMU 2018, PT III, 2018, 855 : 299 - 309
  • [7] A new Data Envelopment Analysis under uncertain environment with respect to fuzziness and an estimation of reliability
    Sadi-Nezhad S.
    Sotoudeh-Anvari A.
    [J]. OPSEARCH, 2016, 53 (1) : 103 - 115
  • [8] Data envelopment analysis in fuzzy environment
    Guh, Yuh-Yuan
    [J]. International Journal of Information and Management Sciences, 2001, 12 (02): : 51 - 65
  • [9] Uncertain random data envelopment analysis for technical efficiency
    Bao Jiang
    Wenxue Feng
    Jian Li
    [J]. Fuzzy Optimization and Decision Making, 2022, 21 : 1 - 20
  • [10] Uncertain random data envelopment analysis for technical efficiency
    Jiang, Bao
    Feng, Wenxue
    Li, Jian
    [J]. FUZZY OPTIMIZATION AND DECISION MAKING, 2022, 21 (01) : 1 - 20