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author:

Pan, Xiaohong (Pan, Xiaohong.) [1] | Wang, Yingming (Wang, Yingming.) [2] (Scholars:王应明) | He, Shifan (He, Shifan.) [3] | Chin, Kwai-Sang (Chin, Kwai-Sang.) [4]

Indexed by:

EI SCIE

Abstract:

This article focuses on employing the dynamic programming algorithm to solve the large-scale group decision-making problems, where the preference information takes the form of linguistic variables. Specifically, considering the linguistic variables cannot be directly computed, the interval type-2 fuzzy sets are employed to encode them. Then, new distance model and similarity model are respectively developed to measure the relationships between the interval type-2 fuzzy sets. After that, a dynamic programming algorithm-based clustering model is proposed to cluster the decision-makers from the overall perspective. Moreover, by taking both the cluster center and the group size into consideration, a new model is introduced to determine the weights of clusters and decision-makers, respectively. Finally, a centroid-based ranking method is developed to compare and rank the alternatives, and two illustrative experiments are provided to illustrate the effectiveness of the proposed method. Comparisons and discussions are also conducted to verify its superiority.

Keyword:

Centroid-based ranking method Clustering algorithms Clustering methods Decision making Dynamic programming dynamic programming algorithm-based clustering model Fuzzy sets Heuristic algorithms interval type-2 fuzzy sets large-scale group decision-making (GDM) Linguistics

Community:

  • [ 1 ] [Pan, Xiaohong]Fuzhou Univ, Decis Sci Inst, Fujian 350116, Peoples R China
  • [ 2 ] [Wang, Yingming]Fuzhou Univ, Decis Sci Inst, Fujian 350116, Peoples R China
  • [ 3 ] [He, Shifan]Fuzhou Univ, Decis Sci Inst, Fujian 350116, Peoples R China
  • [ 4 ] [Wang, Yingming]Fuzhou Univ, Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fujian 350108, Peoples R China
  • [ 5 ] [Chin, Kwai-Sang]City Univ Hong Kong Syst Engn & Engn Management, Hong Kong 999077, Peoples R China

Reprint 's Address:

  • 王应明

    [Wang, Yingming]Fuzhou Univ, Decis Sci Inst, Fujian 350116, Peoples R China;;[Wang, Yingming]Fuzhou Univ, Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fujian 350108, Peoples R China

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Source :

IEEE TRANSACTIONS ON FUZZY SYSTEMS

ISSN: 1063-6706

Year: 2022

Issue: 1

Volume: 30

Page: 108-120

1 1 . 9

JCR@2022

1 0 . 7 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:66

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 32

SCOPUS Cited Count: 36

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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