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Dong-Lin Xie

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#machine learning Preprint Oct 2026

ECG-SDI: Single-lead Electrocardiogram Enables Continuous Sleep Depth Index Profiling and Scalable Digital Biomarkers for Sleep Health

Conventional sleep staging provides a coarse-grained representation that obscures within-stage depth variation. We developed ECG-SDI, a single-lead electrocardiography (ECG) framework for continuous sleep-depth profiling and digital biomarker extraction. Using 12,392 overnight polysomnographic recordings, we trained an...

Dong-Lin Xie, Qing-Shuo Zhao, Song-Chi Zhou et al. · 0 citations
#machine learning Preprint Sep 2026

SIFPBPNet: A Dual-Path Network for Wearable and Cuffless Blood Pressure Estimation via Individualized Steady-state Representation

A dual-path architecture termed SIFPBPNet is proposed, which separately represents steady-state and instantaneous features, through a Steady-state Feature Path (SFP) and an Instantaneous Feature Path (IFP) and an Instantaneous Feature Path (IFP).

Shuai-Long Tang, Xiao-Yu Li, Dong-Lin Xie et al. · 0 citations

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