Additive DEA based on MCDA with imprecise information

被引:42
作者
Gouveia, M. C. [1 ,2 ]
Dias, L. C. [1 ,3 ]
Antunes, C. H. [1 ,4 ]
机构
[1] INESC, P-3000033 Coimbra, Portugal
[2] ISCAC, Coimbra, Portugal
[3] Univ Coimbra, Fac Econ, Coimbra, Portugal
[4] DEEC FCT Univ Coimbra Polo II, Coimbra, Portugal
关键词
Data Envelopment Analysis; decision analysis; multi-criteria analysis; imprecise information;
D O I
10.1057/palgrave.jors.2602317
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This work exploits links between Data Envelopment Analysis (DEA) and multicriteria decision analysis (MCDA), with decision making units (DMUs) playing the role of decision alternatives. A novel perspective is suggested on the use of the additive DEA model in order to overcome some of its shortcomings, using concepts from multiattribute utility models with imprecise information. The underlying idea is to convert input and output factors into utility functions that are aggregated using a weighted sum (additive model of multiattribute utility theory), and then let each DMU choose the weights associated with these functions that minimize the difference of utility to the best DMU. The resulting additive DEA model with oriented projections has a clear rationale for its efficiency measures, and allows meaningful introduction of constraints on factor weights.
引用
收藏
页码:54 / 63
页数:10
相关论文
共 50 条
  • [41] Mode choice analysis with imprecise location information
    Yamamoto, Toshiyuki
    Komori, Ryosuke
    TRANSPORTATION, 2010, 37 (03) : 491 - 503
  • [42] Mode choice analysis with imprecise location information
    Toshiyuki Yamamoto
    Ryosuke Komori
    Transportation, 2010, 37 : 491 - 503
  • [43] Measuring paper industry's ecological performance in an imprecise and vague scenario: a fuzzy DEA-based analytical framework
    Jauhar, Sunil Kumar
    Singh, Natthan
    Rajeev, A.
    Pant, Millie
    BENCHMARKING-AN INTERNATIONAL JOURNAL, 2022, 29 (08) : 2471 - 2494
  • [44] Risk-based optimization of pipe inspections in large underground networks with imprecise information
    Mancuso, A.
    Compare, M.
    Salo, A.
    Zio, E.
    Laakso, T.
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2016, 152 : 228 - 238
  • [45] An integrated model for slack-based measure of super-efficiency in additive DEA
    Guo, I-Lung
    Lee, Hsuan-Shih
    Lee, Dan
    OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2017, 67 : 160 - 167
  • [46] Integer interval DEA: An axiomatic derivation of the technology and an additive, slacks-based model
    Arana-Jimenez, Manuel
    Carmen Sanchez-Gil, M.
    Younesi, Atefeh
    Lozano, Sebastian
    FUZZY SETS AND SYSTEMS, 2021, 422 (422) : 83 - 105
  • [47] Efficiency Evaluation of Agricultural Information Management based on DEA Models in China
    Zhang, Chaohui
    Li, Ning
    2012 7TH INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2012, : 439 - 442
  • [48] Information Entropy-Based Stochastic DEA Approach in Provider Selection
    Lu Tao
    Zhang Jiepei
    Zhang Kan
    EBM 2010: INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT, VOLS 1-8, 2010, : 2808 - +
  • [49] A combination of QFD and imprecise DEA with enhanced Russell graph measure: A case study in healthcare
    Azadi, Majid
    Saen, Reza Farzipoor
    SOCIO-ECONOMIC PLANNING SCIENCES, 2013, 47 (04) : 281 - 291
  • [50] Identifying "best-buys" in the market of prepaid mobile telephony: An application of imprecise DEA
    Smirlis, YG
    Despotis, DK
    Jablonsky, J
    Fiala, P
    INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2004, 3 (01) : 167 - 177