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

• প্রধান লেখক: Xinyue Li (লেখক), Michael Kane (লেখক), Yunting Zhang (লেখক), Wanqi Sun (লেখক), Yuanjin Song (লেখক), Shumei Dong (লেখক), Qingmin Lin (লেখক), Qi Zhu (লেখক), Fan Jiang (লেখক), Hongyu Zhao (লেখক)
• বিন্যাস: গ্রন্থ
• প্রকাশিত: JMIR Publications, 2021-10-01T00:00:00Z.
• বিষয়গুলি: article
• অনলাইন ব্যবহার করুন: 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...