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Diagnosing Parkinson's Diseases Using Fuzzy Neural System
This study presents the design of the recognition system that will discriminate between healthy people and people with Parkinson's disease. A diagnosing of Parkinson's diseases is performed using fusion of the fuzzy system and neural networks. The structure and learning algorithms of the p...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4736962/ https://www.ncbi.nlm.nih.gov/pubmed/26881009 http://dx.doi.org/10.1155/2016/1267919 |
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author | Abiyev, Rahib H. Abizade, Sanan |
author_facet | Abiyev, Rahib H. Abizade, Sanan |
author_sort | Abiyev, Rahib H. |
collection | PubMed |
description | This study presents the design of the recognition system that will discriminate between healthy people and people with Parkinson's disease. A diagnosing of Parkinson's diseases is performed using fusion of the fuzzy system and neural networks. The structure and learning algorithms of the proposed fuzzy neural system (FNS) are presented. The approach described in this paper allows enhancing the capability of the designed system and efficiently distinguishing healthy individuals. It was proved through simulation of the system that has been performed using data obtained from UCI machine learning repository. A comparative study was carried out and the simulation results demonstrated that the proposed fuzzy neural system improves the recognition rate of the designed system. |
format | Online Article Text |
id | pubmed-4736962 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-47369622016-02-15 Diagnosing Parkinson's Diseases Using Fuzzy Neural System Abiyev, Rahib H. Abizade, Sanan Comput Math Methods Med Research Article This study presents the design of the recognition system that will discriminate between healthy people and people with Parkinson's disease. A diagnosing of Parkinson's diseases is performed using fusion of the fuzzy system and neural networks. The structure and learning algorithms of the proposed fuzzy neural system (FNS) are presented. The approach described in this paper allows enhancing the capability of the designed system and efficiently distinguishing healthy individuals. It was proved through simulation of the system that has been performed using data obtained from UCI machine learning repository. A comparative study was carried out and the simulation results demonstrated that the proposed fuzzy neural system improves the recognition rate of the designed system. Hindawi Publishing Corporation 2016 2016-01-10 /pmc/articles/PMC4736962/ /pubmed/26881009 http://dx.doi.org/10.1155/2016/1267919 Text en Copyright © 2016 R. H. Abiyev and S. Abizade. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Abiyev, Rahib H. Abizade, Sanan Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title | Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title_full | Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title_fullStr | Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title_full_unstemmed | Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title_short | Diagnosing Parkinson's Diseases Using Fuzzy Neural System |
title_sort | diagnosing parkinson's diseases using fuzzy neural system |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4736962/ https://www.ncbi.nlm.nih.gov/pubmed/26881009 http://dx.doi.org/10.1155/2016/1267919 |
work_keys_str_mv | AT abiyevrahibh diagnosingparkinsonsdiseasesusingfuzzyneuralsystem AT abizadesanan diagnosingparkinsonsdiseasesusingfuzzyneuralsystem |