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作者:

Liu, Peide (Liu, Peide.) | Chen, Shyi-Ming (Chen, Shyi-Ming.) | Tang, Guolin (Tang, Guolin.)

收录:

EI SCIE

摘要:

In regard to multicriteria decision making (MCDM) problems where the values of the criteria are expressed by 2-D uncertain linguistic variables (2DULVs), where the criteria are interactive and the criteria weights are incompletely known, two novel MCDM methods are proposed in this paper. First, we offer some novel operational laws of 2DULVs, which can avoid the operational results exceeding the boundary of linguistic term sets. Then, we propose four operators to capture the interactions over the criteria, namely, the 2-D uncertain linguistic Choquet averaging (2DULCA) operator, the 2-D uncertain linguistic Choquet geometric (2DULCG) operator, the Shapley 2DULCA (S2DULCA) operator, and the Shapley 2DULCG (S2DULCG) operator. In addition, we establish the models based on the maximization deviation approach and the Shapley function to get the criteria weights. Finally, we propose two novel MCDM methods under 2-D uncertain linguistic environments, where four examples are used to explain the created MCDM methods. Comparative experimental results are presented to highlight the superiorities of the created approaches.

关键词:

2-D uncertain linguistic variable (2DULV) Choquet integral Cybernetics Decision making Economics Frequency modulation fuzzy measure (FM) generalized Shapley index (GSI) Indexes Linguistics multicriteria decision making Reliability

作者机构:

  • [ 1 ] [Liu, Peide]Shandong Univ Finance & Econ, Sch Management Sci & Engn, Jinan 250014, Peoples R China
  • [ 2 ] [Chen, Shyi-Ming]Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
  • [ 3 ] [Tang, Guolin]Beijing Univ Technol, Sch Econ & Management, Beijing 100124, Peoples R China

通讯作者信息:

  • [Liu, Peide]Shandong Univ Finance & Econ, Sch Management Sci & Engn, Jinan 250014, Peoples R China

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来源 :

IEEE TRANSACTIONS ON CYBERNETICS

ISSN: 2168-2267

年份: 2021

期: 4

卷: 51

页码: 1860-1874

1 1 . 8 0 0

JCR@2022

ESI学科: COMPUTER SCIENCE;

ESI高被引阀值:11

被引次数:

WoS核心集被引频次: 24

SCOPUS被引频次: 20

ESI高被引论文在榜: 0 展开所有

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