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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Multidisciplinary Digital Publishing Institute (MDPI)
2023
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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 |
_version_ |
1809678016860651520 |