Skip to content
Communications in Mathematical Biology and Neuroscience ISSN 2052-2541

Archives › Volume 2020 (2020)

Commun. Math. Biol. Neurosci. 2020 (2020), Article ID 42

Detection of COVID-19 chest X-ray using support vector machine and convolutional neural network

Dian Candra Rini Novitasari, Rimuljo Hendradi, Rezzy Eko Caraka, Yuanita Rachmawati, Nurul Zainal Fanani, Anang Syarifudin, Toni Toharudin, Rung Ching Chen

PDF (1.1 MB) https://doi.org/10.28919/cmbn/4765

Abstract

This study aims to detect whether patients examined are healthy, Coronavirus positive, or just have pneumonia based on chest X-ray data using Convolutional Neural Network method as feature extraction and Support Vector Machine as a classification method or called Convolutional Support Vector Machine. Experiments carried out were comparing the kernel used, feature selection methods, architecture in feature extraction, and separated classes. Our instrument reached the accuracy of 97.33% in the separation of 3 classes (normal, pneumonia, COVID19) and 100% in the separation of 2 classes, that is (normal, COVID19) and (pneumonia, COVID19), respectively. Based on these results, it can be concluded that the feature selection method can improve gained accuracy ±98%.

Published
14 July 2020
Volume
2020 (2020)
License
CC BY 3.0

Copyright © 2020 Dian Candra Rini Novitasari, Rimuljo Hendradi, Rezzy Eko Caraka, Yuanita Rachmawati, Nurul Zainal Fanani, Anang Syarifudin, Toni Toharudin, Rung Ching Chen. 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.

Cite this article

D. C. R. Novitasari, R. Hendradi, R. E. Caraka, Y. Rachmawati, N. Z. Fanani, A. Syarifudin, T. Toharudin, R. C. Chen, Detection of COVID-19 chest X-ray using support vector machine and convolutional neural network, Commun. Math. Biol. Neurosci. 2020 (2020), 42. https://doi.org/10.28919/cmbn/4765

BibTeX
@article{Novitasari2020,
  author  = {Novitasari, Dian Candra Rini and Hendradi, Rimuljo and Caraka, Rezzy Eko and Rachmawati, Yuanita and Fanani, Nurul Zainal and Syarifudin, Anang and Toharudin, Toni and Chen, Rung Ching},
  title   = {Detection of COVID-19 chest X-ray using support vector machine and convolutional neural network},
  journal = {Commun. Math. Biol. Neurosci.},
  volume  = {2020},
  year    = {2020},
  pages   = {42},
  doi     = {10.28919/cmbn/4765}
}