[HTML][HTML] Generalizable machine learning for stress monitoring from wearable devices: A systematic literature review
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 …
biomarkers that may correlate with levels of elevated stress. Stressors cause a variety of …
[HTML][HTML] Ensemble machine learning model trained on a new synthesized dataset generalizes well for stress prediction using wearable devices
Introduction: Advances in wearable sensor technology have enabled the collection of
biomarkers that may correlate with levels of elevated stress. While significant research has …
biomarkers that may correlate with levels of elevated stress. While significant research has …
[HTML][HTML] Stress monitoring using wearable sensors: a pilot study and stress-predict dataset
With the recent advancements in the field of wearable technologies, the opportunity to
monitor stress continuously using different physiological variables has gained significant …
monitor stress continuously using different physiological variables has gained significant …
An overview of the feasibility of permanent, real-time, unobtrusive stress measurement with current wearables
Negative consequences of stress are a pervasive problem in our modern society. Recent
developments in wearable lifestyle hardware have led to unobtrusive, sensor-packed …
developments in wearable lifestyle hardware have led to unobtrusive, sensor-packed …
Evaluation of an integrated system of wearable physiological sensors for stress monitoring in working environments by using biological markers
Objective: The objectives of this paper are to develop and test the ability of a wearable
physiological sensors system, based on ECG, EDA, and EEG, to capture human stress and …
physiological sensors system, based on ECG, EDA, and EEG, to capture human stress and …
Personalized stress monitoring using wearable sensors in everyday settings
Since stress contributes to a broad range of mental and physical health problems, the
objective assessment of stress is essential for behavioral and physiological studies …
objective assessment of stress is essential for behavioral and physiological studies …
[HTML][HTML] HRV features as viable physiological markers for stress detection using wearable devices
KM Dalmeida, GL Masala - Sensors, 2021 - mdpi.com
Stress has been identified as one of the major causes of automobile crashes which then
lead to high rates of fatalities and injuries each year. Stress can be measured via …
lead to high rates of fatalities and injuries each year. Stress can be measured via …
A review on mental stress detection using wearable sensors and machine learning techniques
Stress is an escalated psycho-physiological state of the human body emerging in response
to a challenging event or a demanding condition. Environmental factors that trigger stress …
to a challenging event or a demanding condition. Environmental factors that trigger stress …
Application level performance evaluation of wearable devices for stress classification with explainable AI
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 …
contributor to major health issues. Dealing with stress effectively requires detecting it in real …
cStress: towards a gold standard for continuous stress assessment in the mobile environment
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 …
from wearable sensors. But, the lack of a gold standard is a major hurdle in making clinical …
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