A general inverse DEA model for non-radial DEA

被引:36
作者
Zhang, GuoJun [1 ,2 ]
Cui, JinChuan [1 ]
机构
[1] Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Sch Math Sci, Beijing 100049, Peoples R China
关键词
Inverse DEA; Non-radial DEA; SBM; Multi-objective programming; RESOURCE-ALLOCATION; EFFICIENCY; INPUTS;
D O I
10.1016/j.cie.2020.106368
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Traditional inverse DEA models could be called inverse radial DEA because they are based on radial efficiency measures. Due to the neglect of slacks in evaluating the efficiency score, inverse radial DEA may mislead decision-making in some cases where slacks play important roles. In this paper, we proposed an integrated framework of inverse DEA called inverse non-radial DEA since it is based on non-radial DEA by multi-objective programming, which covers existing inverse DEA models. To further illustrate the inverse non-radial DEA, we construct the concrete mathematical formula of inverse SBM and some properties. In contrast to the radial approach, inverse non-radial DEA can overcome the error caused by ignoring slacks and provides more valuable information about inputs and outputs for decision-making by considering slacks. Although inverse non-radial DEA models are usually non-linear, we can convert it into a one-dimensional search problem about efficiency score, which can be solved by many existing efficient algorithms. A practical example is provided to demonstrate the advantages of inverse non-radial DEA models over inverse radial DEA models.
引用
收藏
页数:7
相关论文
共 50 条
  • [1] Bridging radial and non-radial measures of efficiency in DEA
    Avkiran, Necmi Kemal
    Tone, Kaoru
    Tsutsui, Miki
    ANNALS OF OPERATIONS RESEARCH, 2008, 164 (01) : 127 - 138
  • [2] Bridging radial and non-radial measures of efficiency in DEA
    Necmi Kemal Avkiran
    Kaoru Tone
    Miki Tsutsui
    Annals of Operations Research, 2008, 164 : 127 - 138
  • [3] Non-radial two-stage network DEA model to estimate returns to scale
    Fakhr Mousavi, Seyed Mohamad
    Amirteimoori, Alireza
    Kordrostami, Sohrab
    Vaez-Ghasemi, Mohsen
    JOURNAL OF MODELLING IN MANAGEMENT, 2023, 18 (01) : 36 - 60
  • [4] Ranking all units with non-radial models in DEA
    Jabbari, A.
    Hosseinzadehlotfi, F.
    Jahanshahloo, Gh
    Rostamy-Malkhalifeh, M.
    INTERNATIONAL JOURNAL OF NONLINEAR ANALYSIS AND APPLICATIONS, 2019, 10 (02): : 111 - 129
  • [5] Measurement of returns to scale using non-radial DEA models
    Krivonozhko, Vladimir E.
    Forsund, Finn R.
    Lychev, Andrey V.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 232 (03) : 664 - 670
  • [6] ESTIMATING RETURNS TO SCALE USING NON-RADIAL DEA MODELS
    Allahyar, M.
    Rostamy-Malkhalifeh, M.
    Mirbolouki, M.
    TWMS JOURNAL OF APPLIED AND ENGINEERING MATHEMATICS, 2018, 8 (1A): : 275 - 283
  • [7] A non-radial DEA model for location optimization of Jatropha curcas L. cultivation
    Babazadeh, Reza
    Razmi, Jafar
    Pishvaee, Mir Saman
    Rabbani, Masoud
    INDUSTRIAL CROPS AND PRODUCTS, 2015, 69 : 197 - 203
  • [8] Non-radial DEA model: A new approach to evaluation of safety at railway level crossings
    Djordjevic, Boban
    Krmac, Evelin
    Mlinaric, Tomislav Josip
    SAFETY SCIENCE, 2018, 103 : 234 - 246
  • [9] Fuzzy assessment of performance of a decision making units using DEA: A non-radial approach
    Angiz, M. Zerafat L.
    Emrouznejad, A.
    Mustafa, A.
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (07) : 5153 - 5157
  • [10] CENTRALIZED ALLOCATION OF FLEXIBLE MEASURES: A NON-RADIAL DIRECTIONAL DISTANCE FUNCTION DEA APPROACH
    Noveiri, Monireh Jahani Sayyad
    Kordrostami, Sohrab
    JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2024, 20 (02) : 808 - 824