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
  • [1] Usage of Weights in MCDA Methods Based on DEA Results
    Kuncova, Martina
    Seknickova, Jana
    MATHEMATICAL METHODS IN ECONOMICS (MME 2018), 2018, : 288 - 293
  • [2] A PROGRESSIVE MULTIPLE CRITERIA SORTING APPROACH BASED ON ADDITIVE UTILITY FUNCTIONS CONSIDERING IMPRECISE INFORMATION
    Cai, Fuling
    Liao, Xiuwu
    Wang, Kanliang
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (5B): : 2727 - 2738
  • [3] Application of DEA for Selecting Most Efficient Information System Project with Imprecise Data
    Nalchigar, Soroosh
    Nasserzadeh, Seyed Mohammad Reza
    2009 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1-4, 2009, : 1653 - 1657
  • [4] An Approach to Support Negotiation Processes with Imprecise Information Multicriteria Additive Models
    João N. Clímaco
    Luis C. Dias
    Group Decision and Negotiation, 2006, 15 : 171 - 184
  • [5] An approach to support negotiation processes with imprecise information multicriteria additive models
    Clímaco, JN
    Dias, LC
    GROUP DECISION AND NEGOTIATION, 2006, 15 (02) : 171 - 184
  • [6] A GENERALIZED DEA MODEL WITH IMPRECISE DATA
    Wu, Jiali
    Xie, Wenxuan
    Sheng, Yuhong
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (08) : 2617 - 2639
  • [7] A Z-Number Slacks-Based Measure DEA model-based framework for sustainable supplier selection with imprecise information
    Sarkar, Sobhan
    Paramanik, Arup Ratan
    Mahanty, Biswajit
    JOURNAL OF CLEANER PRODUCTION, 2024, 436
  • [8] Efficiency evaluation of 28 health systems by MCDA and DEA
    Dlouhy, Martin
    Havlik, Pavel
    HEALTH ECONOMICS REVIEW, 2024, 14 (01):
  • [9] Duality, efficiency computations and interpretations in imprecise DEA
    Park, K. Sam
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 200 (01) : 289 - 296
  • [10] PID Control Loop Performance Assessment and Diagnosis Based on DEA-Related MCDA
    Wang, Zun
    Han, Yongming
    Geng, Zhiqiang
    Zhu, Qunxiong
    Xu, Yuan
    He, Yanlin
    2017 6TH INTERNATIONAL SYMPOSIUM ON ADVANCED CONTROL OF INDUSTRIAL PROCESSES (ADCONIP), 2017, : 535 - 540