FedECG: A federated semi-supervised learning framework for electrocardiogram abnormalities prediction

FedECG: A federated semi-supervised learning framework for electrocardiogram abnormalities prediction

The soaring popularity of smart devices equipped with electrocardiograms (ECG) is driving a nationwide craze for predicting heart abnormalities. Smart ECG monitoring system has achieved significant success by training machine learning models on massive amounts of user data. However, three issues ari...

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Bibliographic Details
Main Authors: Zuobin Ying, Guoyang Zhang, Zijie Pan, Chiawei Chu, Ximeng Liu
Format: Article
Language:English
Published: Elsevier 2023-06-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Electrocardiogram
Cardiovascular diseases
Personal privacy
Label scarcity
Federated learning
Semi-supervised learning
Online Access:http://www.sciencedirect.com/science/article/pii/S1319157823001222

Internet

http://www.sciencedirect.com/science/article/pii/S1319157823001222

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