Privacy and personalisation: predicting Parkinson’s disease severity from real-world gait with federated learning

IntroductionCloud-based artificial intelligence (AI) combined with smart-health technology presents a powerful tool to passively monitor disease severity. However, current methods raise privacy concerns as they require transmitting patient data to the cloud. A potential solution is Federated Learnin...

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Bibliografische Detailangaben

Hauptverfasser:	Chloe Hinchliffe, Hugo Hiden, Lisa Alcock, Rachael A. Lawson, Alison J. Yarnall, Lynn Rochester, Silvia Del Din, Paul Watson
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Frontiers Media S.A. 2026-03-01
Schriftenreihe:	Frontiers in Aging Neuroscience
Schlagworte:	digital wearables edge device explainable AI federated learning gait IMUs
Online-Zugang:	https://www.frontiersin.org/articles/10.3389/fnagi.2026.1766599/full
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