Automated ECG classification based on 1D deep learning network

Chun-Yen Chen,Yan-Ting Lin,Shie-Jue Lee,Wei-Chung Tsai,Tien-Chi Huang,Yi-Hsueh Liu,Mu-Chun Cheng,Chia-Yen Dai

Methods（2022）

引用 25|浏览14

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摘要

•A DNN-based system for identifying ECG signals is presented.•ECG segments are directly used as input to the system.•A heuristic is proposed to select the most useful ECG leads.•Features of different scales are extracted for effective discrimination.

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关键词

12-Lead electrocardiogram,Cardiac abnormality,Self-constructing clustering,Convolutional layer,Long short-term memory

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