A novel mixed binary linear DEA model for ranking decision-making units with preference information

被引:15
|
作者
Ebrahimi, Bohlool [1 ]
Tavana, Madjid [2 ,3 ]
Toloo, Mehdi [4 ,5 ]
Charles, Vincent [6 ]
机构
[1] Fernuniv, Hagen, Germany
[2] La Salle Univ, Business Syst & Analyt Dept, Business Analyt, Philadelphia, PA 19141 USA
[3] Univ Paderborn, Fac Business Adm & Econ, Business Informat Syst Dept, Paderborn, Germany
[4] Tech Univ Ostrava, Fac Econ, Dept Syst Engn, Ostrava, Czech Republic
[5] Sultan Qaboos Univ, Coll Econ & Polit Sci, Dept Operat Management & Business Stat, Muscat, Oman
[6] Univ Bradford, Sch Management, Bradford, W Yorkshire, England
关键词
Data envelopment analysis; Efficient units; Decision-makers' preferences; Weight restrictions; Mixed binary linear programming; DATA ENVELOPMENT ANALYSIS; EFFICIENT UNIT; WEIGHT RESTRICTIONS; GENERALIZED-MODEL; VALUE JUDGMENTS; IMPRECISE DATA; DMUS; PERFORMANCE; TRANSITION; BOUNDS;
D O I
10.1016/j.cie.2020.106720
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Several mixed binary linear programming models have been proposed in the literature to rank decision-making units (DMUs) in data envelopment analysis (DEA). However, some of these models fail to consider the decision-makers' preferences. We propose a new mixed binary linear DEA model for finding the most efficient DMU by considering the decision-makers' preferences. The model proposed in this study is motivated by the approach introduced by Toloo and Salahi (2018). We extend their model by introducing additional assurance region type I (ARI) weight restrictions (WRs) based on the decision-makers' preferences. We show that direct addition of assurance region type II (ARII) and absolute WRs in traditional DEA models leads to infeasibility and free production problems, and we prove ARI eliminates these problems. We also show our epsilon-free model is less complicated and requires less effort to determine the best efficient unit compared with the existing epsilon-based models in the literature. We provide two real-life applications to show the applicability and exhibit the efficacy of our model.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] A novel method of ranking fuzzy numbers for decision-making problems
    Lian, Zhigang
    Jiao, Bin
    Gu, Xingsheng
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 1, 2006, : 354 - 357
  • [32] Information needs and decision-making preference in patients with lung cancer
    Caress, A
    Luker, K
    Anderson, H
    Woodcock, A
    Rose, K
    PSYCHO-ONCOLOGY, 2002, 11 (06) : 548 - 548
  • [33] BEYOND PREFERENCE INFORMATION BASED MULTIPLE CRITERIA DECISION-MAKING
    ROSINGER, EE
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 53 (02) : 217 - 227
  • [34] The global system-ranking efficiency model and calculating examples with consideration of the nonhomogeneity of decision-making units
    Wang, Shuhong
    Sun, Xiaoli
    EXPERT SYSTEMS, 2020, 37 (04)
  • [35] Calculation, principle or bias? Information preference and ethical decision-making
    Bento, Regina
    Mertins, Lasse
    White, Lourdes F.
    INTERNATIONAL STUDIES OF MANAGEMENT & ORGANIZATION, 2020, 50 (03) : 232 - 252
  • [36] Global correlation coordination model for ranking decision-making units based on cross-efficiency game
    Li, Meiling
    Wang, Ying-Ming
    Lin, Jian
    COMPUTERS & INDUSTRIAL ENGINEERING, 2023, 185
  • [37] A Practical Decision-Making Model for Security Products Preference
    Kim, SungJin
    Son, JunYoung
    Nam, SeungHun
    Lim, ChaeHo
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2014, 8 (02): : 145 - 156
  • [38] Inverse DEA based resource allocation method for nonhomogeneous decision-making units
    Lu, Jin-Cheng
    Li, Mei-Juan
    Wang, Ying-Ming
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2024, 75 (12) : 2464 - 2483
  • [39] A Method of Group Decision-making Based on Preference Distance of Binary Relation
    Guo Chun-xiang
    Shi Rui-li
    Guo Qiang
    2011 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING - 18TH ANNUAL CONFERENCE PROCEEDINGS, VOLS I AND II, 2011, : 165 - +
  • [40] On the importance of perspective and flexibility for efficiency measurement: effects on the ranking of decision-making units
    Leonor Pla, Ma
    Casasus, Trinidad
    Liern, Vicente
    Carlos Perez, Juan
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2018, 69 (10) : 1640 - 1652