Circadian Rhythm Analysis Using Wearable Device Data: Novel Penalized Machine Learning Approach

• Asıl Yazarlar: Xinyue Li (Yazar), Michael Kane (Yazar), Yunting Zhang (Yazar), Wanqi Sun (Yazar), Yuanjin Song (Yazar), Shumei Dong (Yazar), Qingmin Lin (Yazar), Qi Zhu (Yazar), Fan Jiang (Yazar), Hongyu Zhao (Yazar)
• Materyal Türü: Kitap
• Baskı/Yayın Bilgisi: JMIR Publications, 2021-10-01T00:00:00Z.
• Konular: article
• Online Erişim: Connect to this object online.

BackgroundWearable devices have been widely used in clinical studies to study daily activity patterns, but the analysis remains a major obstacle for researchers. ObjectiveThis study proposes a novel method to characterize sleep-activity rhythms using actigraphy and further use it to describe early c...