Heart Rate Classification Using ECG Signal Processing and Machine Learning Methods

Maria Papadogiorgaki, Maria Venianaki,Paulos Charonyktakis,Marios Antonakakis,Ioannis Tsamardinos,Michalis E. Zervakis,Vangelis Sakkalis

2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE)（2021）

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摘要

Electrocardiogram (ECG) signal constitutes a valuable technique that provides considerable information towards the early diagnosis of several cardiovascular diseases, especially regarding the detection of abnormal heart rate, namely arrhythmias. In this paper, innovative methodologies that allow for the efficient classification of cardiac rhythm are presented. The proposed methods are based on ECG...

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关键词

ECG,heart rate,signal processing,feature extraction,machine learning,Convolutional Neural Networks

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