cStress: towards a gold standard for continuous stress assessment in the mobile environment

K Hovsepian, M Al'Absi, E Ertin, T Kamarck… - Proceedings of the …, 2015 - dl.acm.org
Recent advances in mobile health have produced several new models for inferring stress
from wearable sensors. But, the lack of a gold standard is a major hurdle in making clinical …

Evaluating the reproducibility of physiological stress detection models

V Mishra, S Sen, G Chen, T Hao, J Rogers… - Proceedings of the …, 2020 - dl.acm.org
Recent advances in wearable sensor technologies have led to a variety of approaches for
detecting physiological stress. Even with over a decade of research in the domain, there still …

[HTML][HTML] Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review

G Vos, K Trinh, Z Sarnyai, MR Azghadi - International Journal of Medical …, 2023 - Elsevier
Introduction Wearable sensors have shown promise as a non-intrusive method for collecting
biomarkers that may correlate with levels of elevated stress. Stressors cause a variety of …

Automatic stress detection in working environments from smartphones' accelerometer data: a first step

E Garcia-Ceja, V Osmani… - IEEE journal of biomedical …, 2015 - ieeexplore.ieee.org
Increase in workload across many organizations and consequent increase in occupational
stress are negatively affecting the health of the workforce. Measuring stress and other …

Toward robust stress prediction in the age of wearables: Modeling perceived stress in a longitudinal study with information workers

BM Booth, H Vrzakova, SM Mattingly… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Given the widespread adverse outcomes of stress–exacerbated by the current pandemic–
wearable sensing provides unique opportunities for automated stress tracking to inform well …

AutoSense: unobtrusively wearable sensor suite for inferring the onset, causality, and consequences of stress in the field

E Ertin, N Stohs, S Kumar, A Raij, M Al'Absi… - Proceedings of the 9th …, 2011 - dl.acm.org
The effect of psychosocial stress on health has been a central focus area of public health
research. However, progress has been limited due a to lack of wearable sensors that can …

[HTML][HTML] Stress modelling and prediction in presence of scarce data

A Maxhuni, P Hernandez-Leal, LE Sucar… - Journal of biomedical …, 2016 - Elsevier
Objective Stress at work is a significant occupational health concern. Recent studies have
used various sensing modalities to model stress behaviour based on non-obtrusive data …

Continuous detection of physiological stress with commodity hardware

V Mishra, G Pope, S Lord, S Lewia, B Lowens… - ACM transactions on …, 2020 - dl.acm.org
Timely detection of an individual's stress level has the potential to improve stress
management, thereby reducing the risk of adverse health consequences that may arise due …

Application level performance evaluation of wearable devices for stress classification with explainable AI

N Chalabianloo, YS Can, M Umair, C Sas… - Pervasive and Mobile …, 2022 - Elsevier
Stress has become one of the most prominent problems of modern societies and a key
contributor to major health issues. Dealing with stress effectively requires detecting it in real …

Continuous inference of psychological stress from sensory measurements collected in the natural environment

K Plarre, A Raij, SM Hossain, AA Ali… - Proceedings of the …, 2011 - ieeexplore.ieee.org
Repeated exposures to psychological stress can lead to or worsen diseases of slow
accumulation such as heart diseases and cancer. The main challenge in addressing the …