Fuzzy Boost Classifier of Decision Experts for Multicriteria Group Decision-Making
Joint Authors
Wang, Xiao-yi
Bai, Yuting
Yang, Yi
Yu, Jia-bin
Zhao, Zhi-yao
Xue-bo, Jin
Source
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-08-17
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
The expert is a vital role in multicriteria decision-making, which provides source decision opinions.
In the existing group decision-making activities, the selection of experts is usually conducted artificially, which relies on personal subjective experience.
It has been the urgent demand for an automatic selection of experts, which can help to determine their weights for the follow-up decision calculation.
In this paper, an expert classification method is proposed to solve the problem.
First, the CatBoost classification algorithm is improved by integrating the 2-tuple linguistic, which can effectively extract the features of samples.
Second, the framework of the expert classification is designed.
The flow combines the expert resume collection, expert classification, and database update.
Third, a decision-making case is analyzed for the expert selection issue.
The experiment and result indicate that the proposed classifier performs better than the classic methods.
The proposed classification method of the decision experts can support the automatic and intelligent operation of the decision-making activities.
American Psychological Association (APA)
Wang, Xiao-yi& Yang, Yi& Bai, Yuting& Yu, Jia-bin& Zhao, Zhi-yao& Xue-bo, Jin. 2020. Fuzzy Boost Classifier of Decision Experts for Multicriteria Group Decision-Making. Complexity،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1144098
Modern Language Association (MLA)
Wang, Xiao-yi…[et al.]. Fuzzy Boost Classifier of Decision Experts for Multicriteria Group Decision-Making. Complexity No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1144098
American Medical Association (AMA)
Wang, Xiao-yi& Yang, Yi& Bai, Yuting& Yu, Jia-bin& Zhao, Zhi-yao& Xue-bo, Jin. Fuzzy Boost Classifier of Decision Experts for Multicriteria Group Decision-Making. Complexity. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1144098
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1144098