Toward robust stress prediction in the age of wearables: Modeling perceived stress in a longitudinal study with information workers
Given the widespread adverse outcomes of stress–exacerbated by the current pandemic–
wearable sensing provides unique opportunities for automated stress tracking to inform well …
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
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 …
research. However, progress has been limited due a to lack of wearable sensors that can …
Continuous inference of psychological stress from sensory measurements collected in the natural environment
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 …
accumulation such as heart diseases and cancer. The main challenge in addressing the …
Semi-supervised learning for wearable-based momentary stress detection in the wild
Physiological and behavioral data collected from wearable or mobile sensors have been
used to estimate self-reported stress levels. Since stress annotation usually relies on self …
used to estimate self-reported stress levels. Since stress annotation usually relies on self …
Individualized stress mobile sensing using self-supervised pre-training
T Islam, P Washington - Applied Sciences, 2023 - mdpi.com
Stress is widely recognized as a major contributor to a variety of health issues. Stress
prediction using biosignal data recorded by wearables is a key area of study in mobile …
prediction using biosignal data recorded by wearables is a key area of study in mobile …
Personalization of stress mobile sensing using self-supervised learning
T Islam, P Washington - arXiv preprint arXiv:2308.02731, 2023 - arxiv.org
Stress is widely recognized as a major contributor to a variety of health issues. Stress
prediction using biosignal data recorded by wearables is a key area of study in mobile …
prediction using biosignal data recorded by wearables is a key area of study in mobile …
Comparing the predictability of sensor modalities to detect stress from wearable sensor data
Detecting stress from wearable sensor data enables those struggling with unhealthy stress
coping mechanisms to better manage their stress. Previous studies have investigated how …
coping mechanisms to better manage their stress. Previous studies have investigated how …
The effect of person-specific biometrics in improving generic stress predictive models
Because stress is subjective and is expressed differently from one person to another,
generic stress prediction models (ie, models that predict the stress of any person) perform …
generic stress prediction models (ie, models that predict the stress of any person) perform …
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 …
Investigating the role of context in perceived stress detection in the wild
The advances in mobile and wearable sensing have led to a myriad of approaches for stress
detection in both laboratory and free-living settings. Most of these methods, however, rely on …
detection in both laboratory and free-living settings. Most of these methods, however, rely on …