Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making

For many multi-attribute decision-making (MADM) problems, linguistic variables are more convenient for people to express the attribute values. In this paper, a novel shadowed set-based method is proposed to deal with linguistic terms, where the linguistic term sets are symmetrical both in meaning an...

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Main Authors: Huidong Wang, Shifan He, Xiaohong Pan, Chengdong Li
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Symmetry
Subjects:
Online Access:https://www.mdpi.com/2073-8994/10/12/688
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author Huidong Wang
Shifan He
Xiaohong Pan
Chengdong Li
author_facet Huidong Wang
Shifan He
Xiaohong Pan
Chengdong Li
author_sort Huidong Wang
collection DOAJ
description For many multi-attribute decision-making (MADM) problems, linguistic variables are more convenient for people to express the attribute values. In this paper, a novel shadowed set-based method is proposed to deal with linguistic terms, where the linguistic term sets are symmetrical both in meaning and form. Firstly, to effectively express the linguistic variables, we develop a data-driven method to construct the shadowed set model for the linguistic terms. Secondly, the Pythagorean shadowed set is defined, and some theorems are subsequently explored. Thirdly, we propose the score function of the Pythagorean shadowed number and develop a new MADM method on the basis of the Pythagorean shadowed set. Finally, a case study of the supplier selection problem is provided to illustrate the effectiveness of the proposed method, and the superiority of our method is demonstrated by comparison analysis.
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spelling doaj.art-71035e78c74047d48cd680f08f8d6c3a2022-12-22T02:18:48ZengMDPI AGSymmetry2073-89942018-12-01101268810.3390/sym10120688sym10120688Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-MakingHuidong Wang0Shifan He1Xiaohong Pan2Chengdong Li3School of Management Science and Engineering, Shandong University of Finance and Economics, Jinan 250014, ChinaSchool of Management Science and Engineering, Shandong University of Finance and Economics, Jinan 250014, ChinaSchool of Management Science and Engineering, Shandong University of Finance and Economics, Jinan 250014, ChinaSchool of Information and Electrical Engineering, Shandong Jianzhu University, Jinan 250101, ChinaFor many multi-attribute decision-making (MADM) problems, linguistic variables are more convenient for people to express the attribute values. In this paper, a novel shadowed set-based method is proposed to deal with linguistic terms, where the linguistic term sets are symmetrical both in meaning and form. Firstly, to effectively express the linguistic variables, we develop a data-driven method to construct the shadowed set model for the linguistic terms. Secondly, the Pythagorean shadowed set is defined, and some theorems are subsequently explored. Thirdly, we propose the score function of the Pythagorean shadowed number and develop a new MADM method on the basis of the Pythagorean shadowed set. Finally, a case study of the supplier selection problem is provided to illustrate the effectiveness of the proposed method, and the superiority of our method is demonstrated by comparison analysis.https://www.mdpi.com/2073-8994/10/12/688Pythagorean fuzzy linguistic setshadowed setPythagorean shadowed setmulti-attribute decision-making
spellingShingle Huidong Wang
Shifan He
Xiaohong Pan
Chengdong Li
Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
Symmetry
Pythagorean fuzzy linguistic set
shadowed set
Pythagorean shadowed set
multi-attribute decision-making
title Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
title_full Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
title_fullStr Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
title_full_unstemmed Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
title_short Shadowed Sets-Based Linguistic Term Modeling and Its Application in Multi-Attribute Decision-Making
title_sort shadowed sets based linguistic term modeling and its application in multi attribute decision making
topic Pythagorean fuzzy linguistic set
shadowed set
Pythagorean shadowed set
multi-attribute decision-making
url https://www.mdpi.com/2073-8994/10/12/688
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AT xiaohongpan shadowedsetsbasedlinguistictermmodelinganditsapplicationinmultiattributedecisionmaking
AT chengdongli shadowedsetsbasedlinguistictermmodelinganditsapplicationinmultiattributedecisionmaking