Toward a tipping point in federated learning in healthcare and life sciences

Toward a tipping point in federated learning in healthcare and life sciences

We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholder...

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Veröffentlicht in:Patterns (New York, N.Y.) N.Y.), 2024-11, Vol.5 (11), p.101077, Article 101077
Hauptverfasser: Hagestedt, Inken, Hales, Ian, Boernert, Eric, Roth, Holger R., Hoeh, Michael A., Röhm, Robin, Dobson, Ellie, Prieto, José Tomás
Format: Artikel
Sprache:eng
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Opinion
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Zusammenfassung:We discuss the real-world application of federated learning (FL) in the healthcare and life sciences industry, noting a tipping point in its adoption beyond academia. Sharing our experiences with multi-hospital and multi-pharma collaborations, we highlight the importance of involving key stakeholders to develop production-grade FL solutions that are fully compliant with stringent privacy and security standards.
ISSN:2666-3899
2666-3899
DOI:10.1016/j.patter.2024.101077