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...

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Dettagli Bibliografici
Pubblicato in:JMIR Mhealth Uhealth
Autori principali: 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
Natura: Artigo
Lingua:Inglês
Pubblicazione: JMIR Publications 2019
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Original Paper
Accesso online: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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