Machine Learning, Deep Learning and Data Preprocessing Techniques for Detection, Prediction, and Monitoring of Stress and Stress-related Mental Disorders: A Scoping Review

no code implementations • 8 Aug 2023 • Moein Razavi, Samira Ziyadidegan, Reza Jahromi, Saber Kazeminasab, Vahid Janfaza, Ahmadreza Mahmoudzadeh, Elaheh Baharlouei, Farzan Sasangohar

This comprehensive review systematically evaluates Machine Learning (ML) methodologies employed in the detection, prediction, and analysis of mental stress and its consequent mental disorders (MDs).

Dimensionality Reduction feature selection

Posttraumatic Stress Disorder Hyperarousal Event Detection Using Smartwatch Physiological and Activity Data

no code implementations • 29 Sep 2021 • Mahnoosh Sadeghi, Anthony D McDonald, Farzan Sasangohar

Physiological data including heart rate and body acceleration as well as self-reported hyperarousal events were collected using a tool developed for commercial off-the-shelf wearable devices from 99 United States veterans diagnosed with PTSD over several days.

Event Detection Management