An Intuitionistic Fuzzy Decision-Making for Developing Cause and Effect Criteria of Subcontractors Selection

被引:16
作者
Abdullah, Lazim [1 ]
Ong, Zheeching [2 ]
Rahim, Nuraini [1 ]
机构
[1] Univ Malaysia Terengganu, Fac Ocean Engn Technol & Informat, Management Sci Res Grp, Kuala Nerus 21030, Malaysia
[2] Publ Bank Berhad, Jalan Sultan Yahya Petra, Kota Baharu 15200, Kelantan, Malaysia
关键词
Intuitionistic fuzzy set; Decision-making; DEMATEL; Causal diagram; Subcontractor selection; SUPPLIER SELECTION; CONTRACTOR SELECTION; DEMATEL METHOD; SOFT SET; MANAGEMENT; CONSTRUCTION; METHODOLOGY; DESIGN; CHAIN;
D O I
10.2991/ijcis.d.210222.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The decision-making trial and evaluation laboratory (DEMATEL) method has been applied to solve numerous multi-criteria decision-making (MCDM) problems where crisp numbers are utilized in defining linguistic evaluation. Previous literature suggests that the intuitionistic fuzzy DEMATEL (IF-DEMATEL) can offer a new decision-making method in solving MCDM problems where intuitionistic fuzzy sets (IFSs) are utilized in defining linguistic evaluation. This paper aims to develop a cause-effect diagram of subcontractor selection using a modified IF-DEMATEL method. In this paper, three modifications are made to the IF-DEMATEL method. Two memberships of IFSs, relative weights of experts, and a transformation equation are the elements introduced to the IF-DEMATEL. The linguistic variables that defined in IFSs are meant to capture wide arrays of uncertain and fuzzy information in solving MCDM problems. Furthermore, the modified IF-DEMATEL is applied it to a subcontractors' selection problem where groups of cause and effect criteria are segregated. A group of experts' opinions were sought to provide linguistic evaluations regarding the degree of influence between criteria in subcontractors' selection. The results show that four criteria are identified as cause criteria while six other criteria are identified as effect criteria. The results also suggest that the criteria "experience" is the main cause that influence the selection of subcontractors. The identification of cause and effect criteria would be a great significance for practical implementation of subcontractors' selection. (C) 2021 The Authors. Published by Atlantis Press B.V.
引用
收藏
页码:991 / 1002
页数:12
相关论文
共 46 条
[1]  
Abdullah Lazim, 2020, Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making. Proceedings of the INFUS 2019 Conference. Advances in Intelligent Systems and Computing (AISC 1029), P722, DOI 10.1007/978-3-030-23756-1_86
[2]   Developing a causal relationship among factors of e-commerce: A decision making approach [J].
Abdullah, Lazim ;
Ramli, Razamin ;
Bakodah, Huda Omar ;
Othman, Mahmod .
JOURNAL OF KING SAUD UNIVERSITY-COMPUTER AND INFORMATION SCIENCES, 2020, 32 (10) :1194-1201
[3]   Application of interval valued intuitionistic fuzzy TOPSIS for flood management [J].
Abdullah, Lazim ;
Goh, Chunmin ;
Zamri, Nurnadiah ;
Othman, Mahmod .
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (01) :873-881
[4]   An interval-valued intuitionistic fuzzy DEMATEL method combined with Choquet integral for sustainable solid waste management [J].
Abdullah, Lazim ;
Zulkifli, Norsyahida ;
Liao, Huchang ;
Herrera-Viedma, Enrique ;
Al-Barakati, Abdullah .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2019, 82 :207-215
[5]   Decision making method based on Pythagorean fuzzy sets and its application to solid waste management [J].
Abdullah, Lazim ;
Goh, Pinxin .
COMPLEX & INTELLIGENT SYSTEMS, 2019, 5 (02) :185-198
[6]   A new DEMATEL method based on interval type-2 fuzzy sets for developing causal relationship of knowledge management criteria [J].
Abdullah, Lazim ;
Zulkifli, Norsyahida .
NEURAL COMPUTING & APPLICATIONS, 2019, 31 (08) :4095-4111
[7]   An integrated method to plan, structure and validate a business strategy using fuzzy DEMATEL and the balanced scorecard [J].
Acuna-Carvajal, Felipe ;
Pinto-Tarazona, Leonardo ;
Lopez-Ospina, Hector ;
Barros-Castro, Ricardo ;
Quezada, Luis ;
Palacio, Katherine .
EXPERT SYSTEMS WITH APPLICATIONS, 2019, 122 :351-368
[8]   Work outcomes and job design for contract versus permanent information systems professionals on software development teams [J].
Ang, S ;
Slaughter, SA .
MIS QUARTERLY, 2001, 25 (03) :321-350
[9]   Improving sub-contractor selection process in construction projects: Web-based sub-contractor evaluation system (WEBSES) [J].
Arslan, Gokhan ;
Kivrak, Serkan ;
Birgonul, M. Talat ;
Dikmen, Irem .
AUTOMATION IN CONSTRUCTION, 2008, 17 (04) :480-488
[10]   INTUITIONISTIC FUZZY-SETS [J].
ATANASSOV, KT .
FUZZY SETS AND SYSTEMS, 1986, 20 (01) :87-96