Multimodal Fusion Multi-Task Learning Network Based on Federated Averaging for SDB Severity Diagnosis

Accurate sleep staging and sleep-disordered breathing (SDB) severity prediction are critical for the early diagnosis and management of sleep disorders. However, real-world polysomnography (PSG) data often suffer from modality heterogeneity, label scarcity, and non-independent and identically distrib...

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Bibliographic Details
Main Authors: Songlu Lin, Renzheng Tang, Yuzhe Wang, Zhihong Wang
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Applied Sciences
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Online Access:https://www.mdpi.com/2076-3417/15/14/8077
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