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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Main Authors: Nik Muhammad Farhan Hakim, Nik Badrul Alam, Ku Muhammad Naim, Ku Khalif, Nor Izzati, Jaini, Gegov, Alexander
Format: Article
Language:English
Published: MDPI AG 2023
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Online Access:http://umpir.ump.edu.my/id/eprint/38386/1/The%20application%20of%20z-numbers%20in%20fuzzy%20decision%20making_The%20state%20of%20the%20art.pdf
http://umpir.ump.edu.my/id/eprint/38386/
https://doi.org/10.3390/info14070400
https://doi.org/10.3390/info14070400
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Institution: Universiti Malaysia Pahang
Language: English
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spelling my.ump.umpir.383862023-08-25T05:02:03Z http://umpir.ump.edu.my/id/eprint/38386/ The application of z-numbers in fuzzy decision making: The state of the art Nik Muhammad Farhan Hakim, Nik Badrul Alam Ku Muhammad Naim, Ku Khalif Nor Izzati, Jaini Gegov, Alexander Q Science (General) QA Mathematics 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. MDPI AG 2023-07 Article PeerReviewed pdf en cc_by_4 http://umpir.ump.edu.my/id/eprint/38386/1/The%20application%20of%20z-numbers%20in%20fuzzy%20decision%20making_The%20state%20of%20the%20art.pdf Nik Muhammad Farhan Hakim, Nik Badrul Alam and Ku Muhammad Naim, Ku Khalif and Nor Izzati, Jaini and Gegov, Alexander (2023) The application of z-numbers in fuzzy decision making: The state of the art. Information, 14 (400). pp. 1-24. ISSN 2078-2489. (Published) https://doi.org/10.3390/info14070400 https://doi.org/10.3390/info14070400
institution Universiti Malaysia Pahang
building UMP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Pahang
content_source UMP Institutional Repository
url_provider http://umpir.ump.edu.my/
language English
topic Q Science (General)
QA Mathematics
spellingShingle Q Science (General)
QA Mathematics
Nik Muhammad Farhan Hakim, Nik Badrul Alam
Ku Muhammad Naim, Ku Khalif
Nor Izzati, Jaini
Gegov, Alexander
The application of z-numbers in fuzzy decision making: The state of the art
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.
format Article
author Nik Muhammad Farhan Hakim, Nik Badrul Alam
Ku Muhammad Naim, Ku Khalif
Nor Izzati, Jaini
Gegov, Alexander
author_facet Nik Muhammad Farhan Hakim, Nik Badrul Alam
Ku Muhammad Naim, Ku Khalif
Nor Izzati, Jaini
Gegov, Alexander
author_sort Nik Muhammad Farhan Hakim, Nik Badrul Alam
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 application of z-numbers in fuzzy decision making: the state of the art
publisher MDPI AG
publishDate 2023
url http://umpir.ump.edu.my/id/eprint/38386/1/The%20application%20of%20z-numbers%20in%20fuzzy%20decision%20making_The%20state%20of%20the%20art.pdf
http://umpir.ump.edu.my/id/eprint/38386/
https://doi.org/10.3390/info14070400
https://doi.org/10.3390/info14070400
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