Deep Learning Approach for Imputation of Missing Values in Actigraphy Data: Algorithm Development Study

• Main Authors: Jang, Jong-Hwan (Author), Choi, Junggu (Author), Roh, Hyun Woong (Author), Son, Sang Joon (Author), Hong, Chang Hyung (Author), Kim, Eun Young (Author), Kim, Tae Young (Author), Yoon, Dukyong (Author)
• Format: Book
• Published: JMIR Publications, 2020-07-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundData collected by an actigraphy device worn on the wrist or waist can provide objective measurements for studies related to physical activity; however, some data may contain intervals where values are missing. In previous studies, statistical methods have been applied to impute missing val...