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
  • [21] Two-stage innovation efficiency of new energy enterprises in China: A non-radial DEA approach
    Wang, Qunwei
    Hang, Ye
    Sun, Licheng
    Zhao, Zengyao
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2016, 112 : 254 - 261
  • [22] A general model framework for DEA
    Kleine, A
    OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2004, 32 (01): : 17 - 23
  • [23] A FUZZY NON-RADIAL DATA ENVELOPMENT ANALYSIS (DEA) APPROACH TO MEASURE REGIONAL ENVIRONMENTAL PERFORMANCE OF CHINA
    Zhou, Zhongbao
    Zhao, Wei
    Lui, Siya
    Ma, Chaoqun
    Liu, Wenbin
    ENVIRONMENTAL ENGINEERING AND MANAGEMENT JOURNAL, 2015, 14 (04): : 719 - 730
  • [24] A Novel Inverse DEA-R Model for Inputs/Outputs Estimation
    Sohrabi, A.
    Gerami, J.
    Mozaffari, M. M.
    JOURNAL OF MATHEMATICAL EXTENSION, 2022, 16 (08)
  • [25] A COMPARISON BETWEEN RADIAL AND NON-RADIAL DATA ENVELOPMENT ANALYSIS (DEA) MODELS: A CASE OF TRAWL VESSELS IN MALAYSIA COASTAL SEAS
    Alias, Aishah najihah
    Ismail, Wan rosmanira
    JOURNAL OF QUALITY MEASUREMENT AND ANALYSIS, 2024, 20 (03): : 109 - 120
  • [26] Efficiency analysis of penitentiary centers in Spain using radial and non-radial DEA and its determinants factors 2015-2020
    De Jorge-Moreno, J.
    Delgado, Laura Gil
    Fernandez, Victor Garcia
    Ventura, Silvia Garcia
    Mendez, Laura Granado
    Moreno, Ainhoa Samaniego
    EUROPEAN JOURNAL OF LAW AND ECONOMICS, 2024, 58 (01) : 47 - 69
  • [27] DEA Non-Radial Approach for Resource Allocation and Energy Usage to Enhance Corporate Sustainability in Japanese Manufacturing Industries
    Sueyoshi, Toshiyuki
    Goto, Mika
    ENERGIES, 2019, 12 (09)
  • [28] Analysis of China's Regional Economic Environmental Performance: A Non-radial Multi-objective DEA Approach
    Ding, Tao
    Zhou, Zhixiang
    Dai, Qianzhi
    Liang, Liang
    COMPUTATIONAL ECONOMICS, 2020, 55 (04) : 1209 - 1231
  • [29] Regional operational and environmental performance evaluation in China: non-radial DEA methodology under natural and managerial disposability
    Malin Song
    Guijun Zhang
    Kuangnan Fang
    Jing Zhang
    Natural Hazards, 2016, 84 : 243 - 265
  • [30] An Integrated Model for Classifying Flexible Measures in Inverse DEA: Application to Banking Industry
    Gerami, J.
    JOURNAL OF MATHEMATICAL EXTENSION, 2024, 18 (04)