Predicting Depression From Smartphone Behavioral Markers Using Machine Learning Methods, Hyperparameter Optimization, and Feature Importance Analysis: Exploratory Study

• Автори: Kennedy Opoku Asare (Автор), Yannik Terhorst (Автор), Julio Vega (Автор), Ella Peltonen (Автор), Eemil Lagerspetz (Автор), Denzil Ferreira (Автор)
• Формат: Книга
• Опубліковано: JMIR Publications, 2021-07-01T00:00:00Z.
• Предмети: article
• Онлайн доступ: Connect to this object online.

BackgroundDepression is a prevalent mental health challenge. Current depression assessment methods using self-reported and clinician-administered questionnaires have limitations. Instrumenting smartphones to passively and continuously collect moment-by-moment data sets to quantify human behaviors ha...