Development of intuitionistic fuzzy data envelopment analysis models and intuitionistic fuzzy input-output targets

被引:25
作者
Arya, Alka [1 ]
Yadav, Shiv Prasad [1 ]
机构
[1] Indian Inst Technol Roorkee, Dept Math, Roorkee 247667, Uttar Pradesh, India
关键词
Data envelopment analysis; Intuitionistic fuzzy efficiencies; Ranking; Intuitionistic fuzzy input-output targets; PERFORMANCE EVALUATION; EFFICIENCY; SETS; DEA;
D O I
10.1007/s00500-018-3504-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we develop intuitionistic fuzzy data envelopment analysis (IFDEA) and dual IFDEA (DIFDEA) models based on alpha\documentclass[12pt]{minimal}\usepackage{amsmath}\usepackage{wasysym}\usepackage{amsfonts}\usepackage{amssymb}\usepackage{amsbsy}\usepackage{mathrsfs}\usepackage{upgreek}\setlength{\oddsidemargin}{-69pt}\begin{document}$$\alpha $$\end{document}- and beta\documentclass[12pt]{minimal}\usepackage{amsmath}\usepackage{wasysym}\usepackage{amsfonts}\usepackage{amssymb}\usepackage{amsbsy}\usepackage{mathrsfs}\usepackage{upgreek}\setlength{\oddsidemargin}{-69pt}\begin{document}$$\beta $$\end{document}-cuts. We determine intuitionistic fuzzy (IF) efficiencies based on alpha\documentclass[12pt]{minimal}\usepackage{amsmath}\usepackage{wasysym}\usepackage{amsfonts}\usepackage{amssymb}\usepackage{amsbsy}\usepackage{mathrsfs}\usepackage{upgreek}\setlength{\oddsidemargin}{-69pt}\begin{document}$$\alpha $$\end{document}- and beta\documentclass[12pt]{minimal}\usepackage{amsmath}\usepackage{wasysym}\usepackage{amsfonts}\usepackage{amssymb}\usepackage{amsbsy}\usepackage{mathrsfs}\usepackage{upgreek}\setlength{\oddsidemargin}{-69pt}\begin{document}$$\beta $$\end{document}-cuts. We develop an IF correlation coefficient (IFCC) between IF variables to validate the DIFDEA models. We propose an index ranking approach to rank the decision making units (DMUs). Also, we propose an approach to find the IF input-output targets which help to make inefficient DMUs as efficient DMUs in IF environment. Finally, an example and a health sector application are presented to illustrate and compare the proposed methods.
引用
收藏
页码:8975 / 8993
页数:19
相关论文
共 34 条
[21]   Multiattribute decision making models and methods using intuitionistic fuzzy sets [J].
Li, DF .
JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 2005, 70 (01) :73-85
[22]  
Li DF, 2002, PATTERN RECOGN LETT, V23, P221, DOI 10.1016/S0167-8655(01)00110-6
[23]  
Mogha Sandeep Kumar, 2014, International Journal of Operational Research, V20, P21, DOI 10.1504/IJOR.2014.060515
[24]   The use of multi-criteria data envelopment analysis (MCDEA) for location-allocation problems in a fuzzy environment [J].
Moheb-Alizadeh, H. ;
Rasouli, S. M. ;
Tavakkoli-Moghaddam, R. .
EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (05) :5687-5695
[25]   Multi-expert performance evaluation of healthcare institutions using an integrated intuitionistic fuzzy AHP&DEA methodology [J].
Otay, Irem ;
Oztaysi, Basar ;
Onar, Sezi Cevik ;
Kahraman, Cengiz .
KNOWLEDGE-BASED SYSTEMS, 2017, 133 :90-106
[26]   Intuitionistic fuzzy data envelopment analysis: An application to the banking sector in India [J].
Puri, Jolly ;
Yadav, Shiv Prasad .
EXPERT SYSTEMS WITH APPLICATIONS, 2015, 42 (11) :4982-4998
[27]   A concept of fuzzy input mix-efficiency in fuzzy DEA and its application in banking sector [J].
Puri, Jolly ;
Yadav, Shiv Prasad .
EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (05) :1437-1450
[28]   A qualitative perspective to deriving weights from pairwise comparison matrices [J].
Ramanathan, Ramakrishnan ;
Ramanathan, Usha .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2010, 38 (3-4) :228-232
[29]   The DEA and Intuitionistic Fuzzy TOPSIS Approach to Departments' Performances: A Pilot Study [J].
Rouyendegh, Babak Daneshvar .
JOURNAL OF APPLIED MATHEMATICS, 2011,
[30]   Using intuitionistic fuzzy sets for fault-tree analysis on printed circuit board assembly [J].
Shu, Ming-Hung ;
Cheng, Ching-Hsue ;
Chang, Jing-Rong .
MICROELECTRONICS RELIABILITY, 2006, 46 (12) :2139-2148