Optimal weights in DEA models with weight restrictions

被引:56
|
作者
Podinovski, Victor V. [1 ]
机构
[1] Univ Loughborough, Sch Business & Econ, Loughborough LE11 3TU, Leics, England
关键词
Data envelopment analysis; Multiplier model; Weight restrictions; Production trade-offs; DATA ENVELOPMENT ANALYSIS; DECISION-MAKING UNITS; RELATIVE EFFICIENCY; VALUE JUDGMENTS; BOUNDS; SCALE; FLEXIBILITY; FRONTIERS;
D O I
10.1016/j.ejor.2016.04.035
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
According to a conventional interpretation of a multiplier DEA model, its optimal weights show the decision making unit under the assessment, denoted DMU0, in the best light in comparison to all observed DMUs. For multiplier models with additional weight restrictions such an interpretation is known to be generally incorrect (specifically, if weight restrictions are linked or nonhomogeneous), and the meaning of optimal weights in such models has remained unclear. In this paper we prove that, for any weight restrictions, the optimal weights of the multiplier model show DMU0 in the best light in comparison to the entire technology expanded by the weight restrictions. This result is consistent with the fact that the dual envelopment DEA model benchmarks DMU0 against all DMUs in the technology, and not only against the observed DMUs. Our development overcomes previous concerns about the use of weight restrictions of certain types in DEA models and provides their rigorous and meaningful interpretation. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:916 / 924
页数:9
相关论文
共 50 条
  • [21] A review of the literature on DEA models under common set of weights
    Contreras, Ignacio
    JOURNAL OF MODELLING IN MANAGEMENT, 2020, 15 (04) : 1277 - 1300
  • [22] Evaluation of market risk models: changing the weights in the DEA approach
    Kresta, Ales
    Tichy, Tomas
    Toloo, Mehdi
    34TH INTERNATIONAL CONFERENCE MATHEMATICAL METHODS IN ECONOMICS (MME 2016), 2016, : 459 - 464
  • [23] Cross evaluation using weight restrictions in unitary input DEA models: Theoretical aspects and application to Olympic Games ranking
    Production Engineering Department, Fluminense Federal University, Rua Passo da Pátria 156, 24210-240 Niterói RJ, Brazil
    不详
    不详
    不详
    WSEAS Trans. Syst., 2008, 1 (31-39): : 31 - 39
  • [24] Optimal frame designs for multitasking devices with weight restrictions
    María J. Benac
    Pedro Massey
    Mariano Ruiz
    Demetrio Stojanoff
    Advances in Computational Mathematics, 2020, 46
  • [25] Optimal frame designs for multitasking devices with weight restrictions
    Benac, Maria J.
    Massey, Pedro
    Ruiz, Mariano
    Stojanoff, Demetrio
    ADVANCES IN COMPUTATIONAL MATHEMATICS, 2020, 46 (02)
  • [26] IMPROVED INTERVAL DEA MODELS WITH COMMON WEIGHT
    Sun, Jiasen
    Miao, Yajun
    Wu, Jie
    Cui, Lianbiao
    Zhong, Runyang
    KYBERNETIKA, 2014, 50 (05) : 774 - 785
  • [27] A complete ranking of DMUs with undesirable outputs using restrictions in DEA models
    Guo, Dong
    Wu, Jie
    MATHEMATICAL AND COMPUTER MODELLING, 2013, 58 (5-6) : 1102 - 1109
  • [28] Introducing Weights Restrictions in Data Envelopment Analysis Models for Mutual Funds
    Basso, Antonella
    Funari, Stefania
    MATHEMATICS, 2018, 6 (09)
  • [29] NEAR-OPTIMAL WEIGHTS IN NONPARAMETRIC REGRESSION UNDER SOME COMMON RESTRICTIONS
    HOLIDAY, DB
    STATISTICS & PROBABILITY LETTERS, 1995, 22 (01) : 33 - 42
  • [30] Suitability and redundancy of non-homogeneous weight restrictions for measuring the relative efficiency in DEA
    Podinovski, VV
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 154 (02) : 380 - 395