A general inverse DEA model for non-radial DEA

doi:10.1016/j.cie.2020.106368

CSpace > 应用数学研究所

	A general inverse DEA model for non-radial DEA
	Zhang, GuoJun 1,2; Cui, JinChuan1
	2020-04-01
发表期刊	COMPUTERS & INDUSTRIAL ENGINEERING
ISSN	0360-8352
卷号	142 页码:7
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.
关键词	Inverse DEA Non-radial DEA SBM Multi-objective programming
DOI	10.1016/j.cie.2020.106368
收录类别	SCI
语种	英语
资助项目	Key Laboratory of Management, Decision and Information Systems, Chinese Academy of Science
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Interdisciplinary Applications ; Engineering, Industrial
WOS记录号	WOS:000525375800044
出版者	PERGAMON-ELSEVIER SCIENCE LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/51092
专题	应用数学研究所
通讯作者	Zhang, GuoJun
作者单位	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
推荐引用方式 GB/T 7714	Zhang, GuoJun,Cui, JinChuan. A general inverse DEA model for non-radial DEA[J]. COMPUTERS & INDUSTRIAL ENGINEERING,2020,142:7.
APA	Zhang, GuoJun,&Cui, JinChuan.(2020).A general inverse DEA model for non-radial DEA.COMPUTERS & INDUSTRIAL ENGINEERING,142,7.
MLA	Zhang, GuoJun,et al."A general inverse DEA model for non-radial DEA".COMPUTERS & INDUSTRIAL ENGINEERING 142(2020):7.