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Author:

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

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

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

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Source :

IEEE TRANSACTIONS ON CYBERNETICS

ISSN: 2168-2267

Year: 2021

Issue: 4

Volume: 51

Page: 1860-1874

1 1 . 8 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:87

JCR Journal Grade:1

Cited Count:

WoS CC Cited Count: 25

SCOPUS Cited Count: 22

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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