A study of dynamic fuzzy cognitive map model with group consensus based on linguistic variables
被引:14
作者:
Chen, Chen-Tung
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机构:
Natl United Univ, Dept Informat Management, 1 Lien Da, Kung Ching Li 36003, Miao Li, TaiwanNatl United Univ, Dept Informat Management, 1 Lien Da, Kung Ching Li 36003, Miao Li, Taiwan
Chen, Chen-Tung
[1
]
Chiu, Yen-Ting
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机构:
Natl United Univ, Dept Informat Management, 1 Lien Da, Kung Ching Li 36003, Miao Li, TaiwanNatl United Univ, Dept Informat Management, 1 Lien Da, Kung Ching Li 36003, Miao Li, Taiwan
Chiu, Yen-Ting
[1
]
机构:
[1] Natl United Univ, Dept Informat Management, 1 Lien Da, Kung Ching Li 36003, Miao Li, Taiwan
Dynamic fuzzy cognitive map;
Linguistic variables;
Distance function;
Group consensus;
DECISION-MAKING;
THINGS IOT;
INTERNET;
SCENARIOS;
SAFETY;
D O I:
10.1016/j.techfore.2021.120948
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
A fuzzy cognitive map (FCM) is an analysis tool that uses a graph structure to show the causal relationships of influence factors in a decision-making system. During the decision-making process, it is reasonable for experts to use linguistic variables to express their subjective opinions. However, few studies have discussed methods for aggregating the linguistic opinions of experts to reach a group consensus in FCM. In addition, the interaction weights among the factors in FCM will usually change over time in a real environment. Therefore, we applied the learning algorithm to adjust the interaction weights among the factors in the steps of FCM, after which we proposed a dynamic fuzzy cognitive map model with group consensus based on the linguistic evaluations in this study. Finally, we presented a case study using the proposed model to illustrate the development possibility of the Internet of Things (IoT) industry in Taiwan. According to the analysis results, we found that the development prospects for the IoT industry in Taiwan are optimistic. The four key factors for IoT industry development were found to be the degree of authorization and trust, the development of application technologies, the complexity of systems and equipment and cross-platform possibility.
机构:
King Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi ArabiaKing Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
Altameem, Torki
;
Amoon, Mohammed
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机构:
King Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
Menoufia Univ, Comp Sci & Engn Dept, Fac Elect Engn, Menoufia, EgyptKing Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy
Bevilacqua, M.
;
Ciarapica, F. E.
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机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy
Ciarapica, F. E.
;
Mazzuto, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy
机构:
King Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi ArabiaKing Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
Altameem, Torki
;
Amoon, Mohammed
论文数: 0引用数: 0
h-index: 0
机构:
King Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
Menoufia Univ, Comp Sci & Engn Dept, Fac Elect Engn, Menoufia, EgyptKing Saud Univ, Dept Comp Sci, RCC, POB 28095-11437, Riyadh, Saudi Arabia
机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy
Bevilacqua, M.
;
Ciarapica, F. E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy
Ciarapica, F. E.
;
Mazzuto, G.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, ItalyUniv Politecn Marche, Dipartimento Ingn Ind & Sci Matemat, Via Brecce Blanche, I-60131 Ancona, Italy