Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine

Based on the Alzheimer's Charter, 2-3 million cases of dementia by Alzheimer's disease occur every year. People with Alzheimer's disease experience memory and cognitive disorders progressively for 3 to 9 years. Patients experience confusion in understanding the question and have a cha...

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Autor principal: Dian C. Rini Novitasari
Formato: article
Lenguaje:EN
Publicado: Department of Mathematics, UIN Sunan Ampel Surabaya 2018
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Acceso en línea:https://doaj.org/article/9bdb2bcb973349a3983a902a8ff5cbf5
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spelling oai:doaj.org-article:9bdb2bcb973349a3983a902a8ff5cbf52021-12-02T17:20:56ZKlasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine2527-31592527-316710.15642/mantik.2018.4.2.83-89https://doaj.org/article/9bdb2bcb973349a3983a902a8ff5cbf52018-10-01T00:00:00Zhttp://jurnalsaintek.uinsby.ac.id/index.php/mantik/article/view/368https://doaj.org/toc/2527-3159https://doaj.org/toc/2527-3167Based on the Alzheimer's Charter, 2-3 million cases of dementia by Alzheimer's disease occur every year. People with Alzheimer's disease experience memory and cognitive disorders progressively for 3 to 9 years. Patients experience confusion in understanding the question and have a chaotic sequence of memory, which can interfere with daily activities and unchecked well, it cause death. The classification system is based on Alzheimer's and non-Alzheimer's disease Magnetic Resonance Imaging (MRI) using Support Vector Machine (SVM). The feature data segmentation using Fuzzy C-Means (FCM) and feature extraction using Gray Level Co-Occurrence Matrix (GLCM) and give accuracy result of 93.33%.Dian C. Rini NovitasariDepartment of Mathematics, UIN Sunan Ampel SurabayaarticleAlzheimerFuzzy C-MeansGray Level Co-ocurrence MatrixSupport Vector MachineMathematicsQA1-939ENMantik: Jurnal Matematika, Vol 4, Iss 2, Pp 83-89 (2018)
institution DOAJ
collection DOAJ
language EN
topic Alzheimer
Fuzzy C-Means
Gray Level Co-ocurrence Matrix
Support Vector Machine
Mathematics
QA1-939
spellingShingle Alzheimer
Fuzzy C-Means
Gray Level Co-ocurrence Matrix
Support Vector Machine
Mathematics
QA1-939
Dian C. Rini Novitasari
Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
description Based on the Alzheimer's Charter, 2-3 million cases of dementia by Alzheimer's disease occur every year. People with Alzheimer's disease experience memory and cognitive disorders progressively for 3 to 9 years. Patients experience confusion in understanding the question and have a chaotic sequence of memory, which can interfere with daily activities and unchecked well, it cause death. The classification system is based on Alzheimer's and non-Alzheimer's disease Magnetic Resonance Imaging (MRI) using Support Vector Machine (SVM). The feature data segmentation using Fuzzy C-Means (FCM) and feature extraction using Gray Level Co-Occurrence Matrix (GLCM) and give accuracy result of 93.33%.
format article
author Dian C. Rini Novitasari
author_facet Dian C. Rini Novitasari
author_sort Dian C. Rini Novitasari
title Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
title_short Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
title_full Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
title_fullStr Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
title_full_unstemmed Klasifikasi Alzheimer dan Non Alzheimer Menggunakan Fuzzy C-Mean, Gray Level Co-Occurence Matrix dan Support Vector Machine
title_sort klasifikasi alzheimer dan non alzheimer menggunakan fuzzy c-mean, gray level co-occurence matrix dan support vector machine
publisher Department of Mathematics, UIN Sunan Ampel Surabaya
publishDate 2018
url https://doaj.org/article/9bdb2bcb973349a3983a902a8ff5cbf5
work_keys_str_mv AT diancrininovitasari klasifikasialzheimerdannonalzheimermenggunakanfuzzycmeangraylevelcooccurencematrixdansupportvectormachine
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