The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art

A Z-number is very powerful in describing imperfect information, in which fuzzy numbers are paired such that the partially reliable information is properly processed. During a decision-making process, human beings always use natural language to describe their preferences, and the decision informatio...

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Published in:Information (Switzerland)
Main Author: Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
Format: Review
Language:English
Published: Multidisciplinary Digital Publishing Institute (MDPI) 2023
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85166394569&doi=10.3390%2finfo14070400&partnerID=40&md5=2501fde1a826991bd545983f4ba83f87
id 2-s2.0-85166394569
spelling 2-s2.0-85166394569
Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
2023
Information (Switzerland)
14
7
10.3390/info14070400
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85166394569&doi=10.3390%2finfo14070400&partnerID=40&md5=2501fde1a826991bd545983f4ba83f87
A Z-number is very powerful in describing imperfect information, in which fuzzy numbers are paired such that the partially reliable information is properly processed. During a decision-making process, human beings always use natural language to describe their preferences, and the decision information is usually imprecise and partially reliable. The nature of the Z-number, which is composed of the restriction and reliability components, has made it a powerful tool for depicting certain decision information. Its strengths and advantages have attracted many researchers worldwide to further study and extend its theory and applications. The current research trend on Z-numbers has shown an increasing interest among researchers in the fuzzy set theory, especially its application to decision making. This paper reviews the application of Z-numbers in decision making, in which previous decision-making models based on Z-numbers are analyzed to identify their strengths and contributions. The decision making based on Z-numbers improves the reliability of the decision information and makes it more meaningful. Another scope that is closely related to decision making, namely, the ranking of Z-numbers, is also reviewed. Then, the evaluative analysis of the Z-numbers is conducted to evaluate the performance of Z-numbers in decision making. Future directions and recommendations on the applications of Z-numbers in decision making are provided at the end of this review. © 2023 by the authors.
Multidisciplinary Digital Publishing Institute (MDPI)
20782489
English
Review
All Open Access; Gold Open Access
author Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
spellingShingle Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
author_facet Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
author_sort Alam N.M.F.H.N.B.; Ku Khalif K.M.N.; Jaini N.I.; Gegov A.
title The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
title_short The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
title_full The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
title_fullStr The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
title_full_unstemmed The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
title_sort The Application of Z-Numbers in Fuzzy Decision Making: The State of the Art
publishDate 2023
container_title Information (Switzerland)
container_volume 14
container_issue 7
doi_str_mv 10.3390/info14070400
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85166394569&doi=10.3390%2finfo14070400&partnerID=40&md5=2501fde1a826991bd545983f4ba83f87
description A Z-number is very powerful in describing imperfect information, in which fuzzy numbers are paired such that the partially reliable information is properly processed. During a decision-making process, human beings always use natural language to describe their preferences, and the decision information is usually imprecise and partially reliable. The nature of the Z-number, which is composed of the restriction and reliability components, has made it a powerful tool for depicting certain decision information. Its strengths and advantages have attracted many researchers worldwide to further study and extend its theory and applications. The current research trend on Z-numbers has shown an increasing interest among researchers in the fuzzy set theory, especially its application to decision making. This paper reviews the application of Z-numbers in decision making, in which previous decision-making models based on Z-numbers are analyzed to identify their strengths and contributions. The decision making based on Z-numbers improves the reliability of the decision information and makes it more meaningful. Another scope that is closely related to decision making, namely, the ranking of Z-numbers, is also reviewed. Then, the evaluative analysis of the Z-numbers is conducted to evaluate the performance of Z-numbers in decision making. Future directions and recommendations on the applications of Z-numbers in decision making are provided at the end of this review. © 2023 by the authors.
publisher Multidisciplinary Digital Publishing Institute (MDPI)
issn 20782489
language English
format Review
accesstype All Open Access; Gold Open Access
record_format scopus
collection Scopus
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