Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: Statistical Analysis, Data Mining and Machine Learning of Smartphone and Fitbit Data

• Main Authors: Doryab, Afsaneh (Author), Villalba, Daniella K (Author), Chikersal, Prerna (Author), Dutcher, Janine M (Author), Tumminia, Michael (Author), Liu, Xinwen (Author), Cohen, Sheldon (Author), Creswell, Kasey (Author), Mankoff, Jennifer (Author), Creswell, John D (Author), Dey, Anind K (Author)
• Format: Book
• Published: JMIR Publications, 2019-07-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundFeelings of loneliness are associated with poor physical and mental health. Detection of loneliness through passive sensing on personal devices can lead to the development of interventions aimed at decreasing rates of loneliness. ObjectiveThe aim of this study was to explore the potential...