Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi

The implementation of nodule shape characteristics is one of the parameters used in determining breast cancer malignancy. Mathematical calculations are used as a second decision to strengthen radiologists in determining breast cancer malignancy using ultrasound images (USG). The method used in this...

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Autores principales:	Hesti Khuzaimah Nurul Yusufiyah, Juan Pandu Gya Nur Rochman
Formato:	article
Lenguaje:	EN ID
Publicado:	Universitas Islam Negeri Walisongo Semarang 2021
Materias:	ultrasound breast cancer cfs nodules Physics QC1-999
Acceso en línea:	https://doaj.org/article/91df4a389ca84a1391dc97c1a2f0e42d
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id	oai:doaj.org-article:91df4a389ca84a1391dc97c1a2f0e42d
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spelling	oai:doaj.org-article:91df4a389ca84a1391dc97c1a2f0e42d2021-11-18T05:41:10ZEfektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi2685-61902714-774610.21580/perj.2021.3.1.6667https://doaj.org/article/91df4a389ca84a1391dc97c1a2f0e42d2021-02-01T00:00:00Zhttps://journal.walisongo.ac.id/index.php/perj/article/view/6667https://doaj.org/toc/2685-6190https://doaj.org/toc/2714-7746The implementation of nodule shape characteristics is one of the parameters used in determining breast cancer malignancy. Mathematical calculations are used as a second decision to strengthen radiologists in determining breast cancer malignancy using ultrasound images (USG). The method used in this research is to filter ultrasound images that contain speckle noise, then continue the segmentation process, extracting shape features, selecting shape features, and classifying them. The feature selection process using Correlated based Feature Selection (CFS) is used to select the dominant shape features in the image. The classification results obtained show that the results of feature selection using CFS can improve the results of image accuracy, sensitivity and specificity, so as to be able to better distinguish the characteristic shape of the cancer nodule.Hesti Khuzaimah Nurul YusufiyahJuan Pandu Gya Nur RochmanUniversitas Islam Negeri Walisongo Semarangarticleultrasoundbreast cancercfsnodulesPhysicsQC1-999ENIDPhysics Education Research Journal, Vol 3, Iss 1, Pp 11-18 (2021)
institution	DOAJ
collection	DOAJ
language	EN ID
topic	ultrasound breast cancer cfs nodules Physics QC1-999
spellingShingle	ultrasound breast cancer cfs nodules Physics QC1-999 Hesti Khuzaimah Nurul Yusufiyah Juan Pandu Gya Nur Rochman Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
description	The implementation of nodule shape characteristics is one of the parameters used in determining breast cancer malignancy. Mathematical calculations are used as a second decision to strengthen radiologists in determining breast cancer malignancy using ultrasound images (USG). The method used in this research is to filter ultrasound images that contain speckle noise, then continue the segmentation process, extracting shape features, selecting shape features, and classifying them. The feature selection process using Correlated based Feature Selection (CFS) is used to select the dominant shape features in the image. The classification results obtained show that the results of feature selection using CFS can improve the results of image accuracy, sensitivity and specificity, so as to be able to better distinguish the characteristic shape of the cancer nodule.
format	article
author	Hesti Khuzaimah Nurul Yusufiyah Juan Pandu Gya Nur Rochman
author_facet	Hesti Khuzaimah Nurul Yusufiyah Juan Pandu Gya Nur Rochman
author_sort	Hesti Khuzaimah Nurul Yusufiyah
title	Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
title_short	Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
title_full	Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
title_fullStr	Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
title_full_unstemmed	Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
title_sort	efektivitas penggunaan seleksi ciri cfs pada klasifikasi ciri bentuk nodul kanker payudara dengan citra ultrasonografi
publisher	Universitas Islam Negeri Walisongo Semarang
publishDate	2021
url	https://doaj.org/article/91df4a389ca84a1391dc97c1a2f0e42d
work_keys_str_mv	AT hestikhuzaimahnurulyusufiyah efektivitaspenggunaanseleksiciricfspadaklasifikasiciribentuknodulkankerpayudaradengancitraultrasonografi AT juanpandugyanurrochman efektivitaspenggunaanseleksiciricfspadaklasifikasiciribentuknodulkankerpayudaradengancitraultrasonografi
_version_	1718424863480217600

Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi

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