Record Details

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

Physics Education Research Journal

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Field Value
 
Title Efektivitas Penggunaan Seleksi Ciri CFS pada Klasifikasi Ciri Bentuk Nodul Kanker Payudara dengan Citra Ultrasonografi
 
Creator Nurul Yusufiyah, Hesti Khuzaimah
Gya Nur Rochman, Juan Pandu
 
Subject —
Ultrasound; Breast cancer; CFS; Nodules
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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.
 
Publisher Faculty of Science and Education, UIN Walisongo Semarang
 
Contributor —
 
Date 2021-02-28
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed Article
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Format application/pdf
 
Identifier https://journal.walisongo.ac.id/index.php/perj/article/view/6667
10.21580/perj.2021.3.1.6667
 
Source Physics Education Research Journal; Vol 3, No 1 (2021); 11-18
2714-7746
2685-6190
10.21580/perj.2021.3.1
 
Language eng
 
Relation https://journal.walisongo.ac.id/index.php/perj/article/view/6667/3192
 
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Rights Copyright (c) 2021 Physics Education Research Journal
http://creativecommons.org/licenses/by-sa/4.0