Machine learning for anxiety detection using biosignals: a review
Anxiety disorder (AD) is a major mental health illness. However, due to the many symptoms
and confounding factors associated with AD, it is difficult to diagnose, and patients remain …
and confounding factors associated with AD, it is difficult to diagnose, and patients remain …
Machine learning techniques for arousal classification from electrodermal activity: A systematic review
R Sánchez-Reolid, F López de la Rosa… - Sensors, 2022 - mdpi.com
This article introduces a systematic review on arousal classification based on electrodermal
activity (EDA) and machine learning (ML). From a first set of 284 articles searched for in six …
activity (EDA) and machine learning (ML). From a first set of 284 articles searched for in six …
An individual-oriented algorithm for stress detection in wearable sensor measurements
Accurately measuring a person's level of stress can have a wide variety of impacts, not only
on human health, but also on the perceived feeling of safety when going after daily habits …
on human health, but also on the perceived feeling of safety when going after daily habits …
Hierarchical Autoencoder Frequency Features for Stress Detection
R Kuttala, R Subramanian, VRM Oruganti - IEEE Access, 2023 - ieeexplore.ieee.org
Stress has a significant negative impact on people, which has made it a primary social
concern. Early stress detection is essential for effective stress management. This study …
concern. Early stress detection is essential for effective stress management. This study …
Automated detection of mental stress using multimodal characterization of PPG signal for AI based healthcare applications
Purpose-The increasing complexity of our society has made mental stress a part of every
human life. The early evaluation of long-term mental stress conditions is necessary since …
human life. The early evaluation of long-term mental stress conditions is necessary since …
Investigating how auditory and visual stimuli promote recovery after stress with potential applications for workplace stress and burnout: Protocol for a randomized trial
K Byun, S Aristizabal, Y Wu, AF Mullan… - Frontiers in …, 2022 - frontiersin.org
Background Work-related stress is one of the top sources of stress amongst working adults.
Relaxation rooms are one organizational strategy being used to reduce workplace stress …
Relaxation rooms are one organizational strategy being used to reduce workplace stress …
Explainable stress type classification captures physiologically relevant responses in the Maastricht Acute Stress Test
Introduction Current stress detection methods concentrate on identification of stress and non-
stress states despite the existence of various stress types. The present study performs a …
stress states despite the existence of various stress types. The present study performs a …
Investigating Human Physiological Responses to Work-Related Stress
Studies have shown that work-related stress is one of the causes of employee burnout,
fatigue, and cognitive dysfunction, among other negative effects. Physiological features have …
fatigue, and cognitive dysfunction, among other negative effects. Physiological features have …
Psychological stress level detection based on heartbeat mode
D Hu, L Gao - Applied Sciences, 2022 - mdpi.com
The effective detection and quantification of mental health has always been an important
research topic. Heart rate variability (HRV) analysis is a useful tool for detecting …
research topic. Heart rate variability (HRV) analysis is a useful tool for detecting …
Detection and monitoring of stress using wearables: a systematic review
Over the last few years, wearable devices have witnessed immense changes in terms of
sensing capabilities. Wearable devices, with their ever-increasing number of sensors, have …
sensing capabilities. Wearable devices, with their ever-increasing number of sensors, have …