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Author

Yu Tian

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Open access Sep 2026

Clinical, polysomnographic, and psychological profiles across questionnaire-defined symptom groups in obstructive sleep apnea

Obstructive sleep apnea (OSA) has heterogeneous symptom presentations that are not fully captured by the apnea–hypopnea index (AHI). We aimed to identify demographic, polysomnographic, and psychological profiles across four questionnaire-defined symptom groups in OSA patients. This retrospective cross-sectional study i...

Jia-Hui Xu, Yu Tian, Wei Luo et al. · 0 citations
Open access Aug 2026

Privacy-Preserving Framework for Multi-Institutional Medical Time-Series Analysis via Homomorphic Encryption: Design and Development Study

This work designs a secure multiparty deep learning system that enables privacy-preserving modeling from distributed medical time-series data without centralizing raw information or exposing model parameters, and successfully bridges the utility-privacy gap.

Yao Lu, Yu Tian, Tianshu Zhou et al. · 0 citations

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