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

BACKGROUND: Feelings 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. OBJECTIVE: The aim of this study was to explore the potent...

תיאור מלא

שמור ב:
מידע ביבליוגרפי
הוצא לאור ב:JMIR Mhealth Uhealth
Main Authors: Doryab, Afsaneh, Villalba, Daniella K, Chikersal, Prerna, Dutcher, Janine M, Tumminia, Michael, Liu, Xinwen, Cohen, Sheldon, Creswell, Kasey, Mankoff, Jennifer, Creswell, John D, Dey, Anind K
פורמט: Artigo
שפה:Inglês
יצא לאור: JMIR Publications 2019
נושאים:
Original Paper
גישה מקוונת:https://ncbi.nlm.nih.gov/pmc/articles/PMC6685126/
https://ncbi.nlm.nih.gov/pubmed/31342903
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.2196/13209
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