Atrial fibrillation detection from raw photoplethysmography waveforms: A deep learning application

Kirstin Aschbacher, Defne Yilmaz,Yaniv Kerem, Stuart Crawford,David Benaron,Jiaqi Liu, Meghan Eaton,Geoffrey H. Tison,Jeffrey E. Olgin,Yihan Li,Gregory M. Marcus

Heart Rhythm O2（2020）

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摘要

A deep learning model given the raw PPG-based signal resulted in AF detection with high accuracy, performing better than conventional analyses relying on heart rate series data alone.

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关键词

Artificial intelligence,Atrial fibrillation,Heart rate sensor,Machine learning,Mobile health,Smartwatch,Photoplethysmography,Wearable

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