Information for Research poster ID 8450
Research poster Information:
Research poster Title: Machine Learning Estimation of a Suitable Level of Physical Activity to Reduce Sleep Disorders 
Affiliation Type: Academia 
Keywords: physical activity, sleep disorders, NHANES, wearable device, machine learning 
Abstract: The appropriate level of physical activity required to mitigate the risk of sleep disorders remains unknown. We analyzed a publicly available dataset of physical activity obtained through wearable devices and self-reported history of sleep disorders. Partial dependence plots generated by machine learning analysis showed that increased physical activity was associated with reduced risk of sleep disorders. 
Track ID: 2.10 
Track Name: Biomedical & Health Informatics 2 
Final Decision: Accept as Poster 
Session Name: Biomedical and Health Informatics 1.2 (Poster)