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

• Κύριοι συγγραφείς: Xinyue Li (Συγγραφέας), Michael Kane (Συγγραφέας), Yunting Zhang (Συγγραφέας), Wanqi Sun (Συγγραφέας), Yuanjin Song (Συγγραφέας), Shumei Dong (Συγγραφέας), Qingmin Lin (Συγγραφέας), Qi Zhu (Συγγραφέας), Fan Jiang (Συγγραφέας), Hongyu Zhao (Συγγραφέας)
• Μορφή: Βιβλίο
• Έκδοση: JMIR Publications, 2021-10-01T00:00:00Z.
• Θέματα: article
• Διαθέσιμο Online: 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...