Cargando…

Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis

This paper is devoted to the research of full implication triple I method under Pythagorean fuzzy environment. We first propose the concepts of Pythagorean t-norm, Pythagorean t-conorm, residual Pythagorean fuzzy implication operator (RPFIO) and Pythagorean fuzzy biresiduum. The full implication tri...

Descripción completa

Detalles Bibliográficos
Autores principales: Nan, TaiBen, Zhang, Haidong, He, Yanping
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8929469/
http://dx.doi.org/10.1007/s40815-022-01261-8
_version_ 1784670867648675840
author Nan, TaiBen
Zhang, Haidong
He, Yanping
author_facet Nan, TaiBen
Zhang, Haidong
He, Yanping
author_sort Nan, TaiBen
collection PubMed
description This paper is devoted to the research of full implication triple I method under Pythagorean fuzzy environment. We first propose the concepts of Pythagorean t-norm, Pythagorean t-conorm, residual Pythagorean fuzzy implication operator (RPFIO) and Pythagorean fuzzy biresiduum. The full implication triple I method for Pythagorean fuzzy modus ponens (PFMP) and Pythagorean fuzzy modus tollens (PFMT) are also established. In addition, the properties of full implication triple I method of PFMP and PFMT models including the robustness, continuity and reversibility are analyzed. Finally, a practical problem is discussed to demonstrate the effectiveness of the Pythagorean fuzzy full implication multiple I method in medical diagnosis. The advantages of the new method are also explained. Overall, compared with the existing methods, the proposed methods are based on logical reasoning rather than using aggregation operators, so they can more accurately and completely express decision information.
format Online
Article
Text
id pubmed-8929469
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Springer Berlin Heidelberg
record_format MEDLINE/PubMed
spelling pubmed-89294692022-03-18 Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis Nan, TaiBen Zhang, Haidong He, Yanping Int. J. Fuzzy Syst. Article This paper is devoted to the research of full implication triple I method under Pythagorean fuzzy environment. We first propose the concepts of Pythagorean t-norm, Pythagorean t-conorm, residual Pythagorean fuzzy implication operator (RPFIO) and Pythagorean fuzzy biresiduum. The full implication triple I method for Pythagorean fuzzy modus ponens (PFMP) and Pythagorean fuzzy modus tollens (PFMT) are also established. In addition, the properties of full implication triple I method of PFMP and PFMT models including the robustness, continuity and reversibility are analyzed. Finally, a practical problem is discussed to demonstrate the effectiveness of the Pythagorean fuzzy full implication multiple I method in medical diagnosis. The advantages of the new method are also explained. Overall, compared with the existing methods, the proposed methods are based on logical reasoning rather than using aggregation operators, so they can more accurately and completely express decision information. Springer Berlin Heidelberg 2022-03-17 2022 /pmc/articles/PMC8929469/ http://dx.doi.org/10.1007/s40815-022-01261-8 Text en © The Author(s) under exclusive licence to Taiwan Fuzzy Systems Association 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Nan, TaiBen
Zhang, Haidong
He, Yanping
Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title_full Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title_fullStr Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title_full_unstemmed Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title_short Pythagorean Fuzzy Full Implication Triple I Method and Its Application in Medical Diagnosis
title_sort pythagorean fuzzy full implication triple i method and its application in medical diagnosis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8929469/
http://dx.doi.org/10.1007/s40815-022-01261-8
work_keys_str_mv AT nantaiben pythagoreanfuzzyfullimplicationtripleimethodanditsapplicationinmedicaldiagnosis
AT zhanghaidong pythagoreanfuzzyfullimplicationtripleimethodanditsapplicationinmedicaldiagnosis
AT heyanping pythagoreanfuzzyfullimplicationtripleimethodanditsapplicationinmedicaldiagnosis