FedOcw: optimized federated learning for cross-lingual speech-based Parkinson’s disease detection

Abstract Accurate detection of Parkinson’s disease (PD) through speech analysis holds great promise for early diagnosis and improved patient management. However, developing robust machine learning models is challenging due to the decentralized nature of medical data and the substantial heterogeneity...

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Bibliographic Details
Main Authors: Changqin Quan, Zhonglue Chen, Kang Ren, Zhiwei Luo
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-025-01763-3
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