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...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
الحاوية / القاعدة:JMIR Mhealth Uhealth
المؤلفون الرئيسيون: 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
التنسيق: Artigo
اللغة:Inglês
منشور في: JMIR Publications 2019
الموضوعات:
Original Paper
الوصول للمادة أونلاين: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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