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Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis

The normal wiggly dual hesitant fuzzy set (NWDHFS) is a modern mathematical tool that can be used to express the deep ideas of membership and non-membership information hidden in the thought-level of decision-makers (DMs). To enhance and expand the applicability of NWDHFSs, this study originates sev...

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Autores principales: Ali, Jawad, Naeem, Muhammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9374723/
https://www.ncbi.nlm.nih.gov/pubmed/35962015
http://dx.doi.org/10.1038/s41598-022-16078-6
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author Ali, Jawad
Naeem, Muhammad
author_facet Ali, Jawad
Naeem, Muhammad
author_sort Ali, Jawad
collection PubMed
description The normal wiggly dual hesitant fuzzy set (NWDHFS) is a modern mathematical tool that can be used to express the deep ideas of membership and non-membership information hidden in the thought-level of decision-makers (DMs). To enhance and expand the applicability of NWDHFSs, this study originates several types of distance and similarity measures between two NWDHFSs. The present paper first revises the basic operational laws of normal wiggly dual hesitant fuzzy elements (NWDHFEs) and then generalizes the rule of length extension for normal wiggly dual hesitant fuzzy setting. Meanwhile, we introduce a variety of distance and similarity measures under the background of NWDHFSs. After that, a family of weighted distance and similarity measures based on NWDHFS is presented and analyzed for discrete and continuous cases. The stated measures are the extension of several existing measures and have the capability to handle uncertain and vague information with a wider range of information. DMs can select the most suitable alternative based on these measures by determining the gap between each alternative and the ideal one. Finally, a practical example concerning disease detection is addressed to demonstrate the applicability and merits of the developed theory and depict the differences between the presented distance and similarity measures.
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spelling pubmed-93747232022-08-14 Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis Ali, Jawad Naeem, Muhammad Sci Rep Article The normal wiggly dual hesitant fuzzy set (NWDHFS) is a modern mathematical tool that can be used to express the deep ideas of membership and non-membership information hidden in the thought-level of decision-makers (DMs). To enhance and expand the applicability of NWDHFSs, this study originates several types of distance and similarity measures between two NWDHFSs. The present paper first revises the basic operational laws of normal wiggly dual hesitant fuzzy elements (NWDHFEs) and then generalizes the rule of length extension for normal wiggly dual hesitant fuzzy setting. Meanwhile, we introduce a variety of distance and similarity measures under the background of NWDHFSs. After that, a family of weighted distance and similarity measures based on NWDHFS is presented and analyzed for discrete and continuous cases. The stated measures are the extension of several existing measures and have the capability to handle uncertain and vague information with a wider range of information. DMs can select the most suitable alternative based on these measures by determining the gap between each alternative and the ideal one. Finally, a practical example concerning disease detection is addressed to demonstrate the applicability and merits of the developed theory and depict the differences between the presented distance and similarity measures. Nature Publishing Group UK 2022-08-12 /pmc/articles/PMC9374723/ /pubmed/35962015 http://dx.doi.org/10.1038/s41598-022-16078-6 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Ali, Jawad
Naeem, Muhammad
Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title_full Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title_fullStr Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title_full_unstemmed Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title_short Distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
title_sort distance and similarity measures for normal wiggly dual hesitant fuzzy sets and their application in medical diagnosis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9374723/
https://www.ncbi.nlm.nih.gov/pubmed/35962015
http://dx.doi.org/10.1038/s41598-022-16078-6
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