ResNetFed: Federated Deep Learning Architecture for Privacy-Preserving Pneumonia Detection from COVID-19 Chest Radiographs

Personal health data is subject to privacy regulations, making it challenging to apply centralized data-driven methods in healthcare, where personalized training data is frequently used. Federated Learning (FL) promises to provide a decentralized solution to this problem. In FL, siloed data is used...

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Veröffentlicht in:	Journal of healthcare informatics research 2023-06, Vol.7 (2), p.203-224
Hauptverfasser:	Riedel, Pascal, von Schwerin, Reinhold, Schaudt, Daniel, Hafner, Alexander, Späte, Christian
Format:	Artikel
Sprache:	eng
Schlagworte:	Biomedical Engineering and Bioengineering Computational Biology/Bioinformatics Computational Intelligence Computer Science Data Mining and Knowledge Discovery Health Informatics Research Article
Online-Zugang:	Volltext
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