Heart Sound Abnormality Detection From Multi-Institutional Collaboration: Introducing a Federated...

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[HTML][HTML] Review of phonocardiogram signal analysis: insights from the PhysioNet/CinC challenge 2016 database

B Zhu, Z Zhou, S Yu, X Liang, Y **e, Q Sun - Electronics, 2024 - mdpi.com
The phonocardiogram (PCG) is a crucial tool for the early detection, continuous monitoring,
accurate diagnosis, and efficient management of cardiovascular diseases. It has the …
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Fed-MStacking: Heterogeneous Federated Learning With Stacking Misaligned Labels for Abnormal Heart Sound Detection

W Qiu, Y Feng, Y Li, Y Chang, K Qian… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Ubiquitous sensing has been widely applied in smart healthcare, providing an opportunity
for intelligent heart sound auscultation. However, smart devices contain sensitive …
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Federated abnormal heart sound detection with weak to no labels

W Qiu, C Quan, Y Yu, E Kara, K Qian, B Hu… - Cyborg and Bionic …, 2024 - spj.science.org
Cardiovascular diseases are a prominent cause of mortality, emphasizing the need for early
prevention and diagnosis. Utilizing artificial intelligence (AI) models, heart sound analysis …
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