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Authors: Anatoliy P. Nemirko ; Liudmila A. Manilo ; Boris E. Alekseev ; Anastasia A. Sokolova and Zafar M. Yuldashev

Affiliation: Department of Biomedical Engineering, Saint-Petersburg Electrotechnical University "LETI", Str. Professora Popova 5, 197376 Saint-Petersburg, Russian Federation

Keyword(s): Electrocardiogram, Arrhythmia, Spectrum, Classification, Fourier Transform.

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 several formats:
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 - NDNSNT; ISBN 978-989-758-398-8; ISSN 2184-4305, SciTePress, pages 402-407. DOI: 10.5220/0009374904020407

@conference{ndnsnt20,
author={Anatoliy P. Nemirko. and Liudmila A. Manilo. and Boris E. Alekseev. and Anastasia A. Sokolova. and Zafar M. 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 - NDNSNT},
year={2020},
pages={402-407},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009374904020407},
isbn={978-989-758-398-8},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies - NDNSNT
TI - The Comparison of Algorithms for Life-threatening Cardiac Arrhythmias Recognition
SN - 978-989-758-398-8
IS - 2184-4305
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
PB - SciTePress

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