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

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...

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Main Authors: Kennedy Opoku Asare (Author), Yannik Terhorst (Author), Julio Vega (Author), Ella Peltonen (Author), Eemil Lagerspetz (Author), Denzil Ferreira (Author)
Format: Book
Published: JMIR Publications, 2021-07-01T00:00:00Z.
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3rd Floor Main Library

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