Wearable Device Heart Rate and Activity Data in an Unsupervised Approach to Personalized Sleep Monitoring: Algorithm Validation

• Asıl Yazarlar: Liu, Jiaxing (Yazar), Zhao, Yang (Yazar), Lai, Boya (Yazar), Wang, Hailiang (Yazar), Tsui, Kwok Leung (Yazar)
• Materyal Türü: Kitap
• Baskı/Yayın Bilgisi: JMIR Publications, 2020-08-01T00:00:00Z.
• Konular: article
• Online Erişim: Connect to this object online.

BackgroundThe proliferation of wearable devices that collect activity and heart rate data has facilitated new ways to measure sleeping and waking durations unobtrusively and longitudinally. Most existing sleep/wake identification algorithms are based on activity only and are trained on expensive and...