The Comparison of Algorithms for Life-threatening Cardiac Arrhythmias Recognition

Anatoliy Nemirko, Liudmila Manilo, Boris Alekseev, Anastasia Sokolova, Zafar Yuldashev

Abstract

During the clinical monitoring of the human heart activity the main goal is to detect heart arrhythmias and capture their precursors as early as possible. And we decided to apply 2 seconds gliding window for life-threatening cardiac arrhythmias recognition. All types of arrhythmias were grouped into six classes depending on their danger to the human life. And these classes were separated in two parts: threatening humans’ life and others. As a classification features Fourier transform with spectrum up to 15 Hz were picked. In this paper we describe the formed dataset of ECG fragments and compare efficiency of different simple classification algorithms for this two-class problem. The following algorithms were tested: k-nearest neighbours, nearest convex hull algorithm, nearest mean and SVMs with different kernels. The results appeared to be sufficiently appropriate.

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Paper Citation


in Harvard Style

Nemirko A., Manilo L., Alekseev B., Sokolova A. and Yuldashev Z. (2020). The Comparison of Algorithms for Life-threatening Cardiac Arrhythmias Recognition.In Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: NDNSNT, ISBN 978-989-758-398-8, pages 402-407. DOI: 10.5220/0009374904020407


in Bibtex Style

@conference{ndnsnt20,
author={Anatoliy Nemirko and Liudmila Manilo and Boris Alekseev and Anastasia Sokolova and Zafar Yuldashev},
title={The Comparison of Algorithms for Life-threatening Cardiac Arrhythmias Recognition},
booktitle={Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: NDNSNT,},
year={2020},
pages={402-407},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009374904020407},
isbn={978-989-758-398-8},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies - Volume 1: NDNSNT,
TI - The Comparison of Algorithms for Life-threatening Cardiac Arrhythmias Recognition
SN - 978-989-758-398-8
AU - Nemirko A.
AU - Manilo L.
AU - Alekseev B.
AU - Sokolova A.
AU - Yuldashev Z.
PY - 2020
SP - 402
EP - 407
DO - 10.5220/0009374904020407