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Updated: Jan 10, 2026

Multi-Modal Home Sleep Monitoring in Older Adults
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Multi-Modal Home Sleep Monitoring in Older Adults

Published on: January 26, 2019

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多模式心血管风险概况使用自主监督学习的多睡眠学.

Zhengxiao He1, Huayu Li1, Geng Yuan2

  • 1Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA.

Sleep
|November 25, 2025
PubMed
概括

这项研究开发了一个自主监督的深度学习框架,使用多睡眠学 (PSG) 数据来预测心血管疾病 (CVD) 风险. 来自EEG,ECG和呼吸信号的可解释的投影得分提高了风险评估,超出了传统方法.

关键词:
心血管疾病心血管疾病隐藏的表示 隐藏的表示.聚类人体图像 (polysomnography) 是一种多人体图像.风险评估 风险评估 风险评估自主监督学习学习

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