Virtual stressors with real impact: what virtual reality-based biobehavioral research can teach us about typical and atypical stress responsivity

EA Shirtcliff, TT Finseth, EH Winer, DC Glahn… - Translational …, 2024 - nature.com
Stress contributes to transdiagnostic morbidity and mortality across a wide range of physical
and mental health problems. VR tasks have been validated as stressors with robust effect …

Personalized Stress Detection Using Biosignals from Wearables: A Scoping Review

M Bolpagni, S Pardini, M Dianti, S Gabrielli - Sensors, 2024 - mdpi.com
Stress is a natural yet potentially harmful aspect of human life, necessitating effective
management, particularly during overwhelming experiences. This paper presents a scoping …

Virtual reality adaptive training for personalized stress inoculation

T Finseth, MC Dorneich, N Keren, WD Franke… - Human …, 2025 - journals.sagepub.com
Objective To evaluate a personalized adaptive training program designed for stress
prevention using graduated stress exposure. Background Astronauts in the high-risk space …

Systematic Evaluation of Personalized Deep Learning Models for Affect Recognition

Y Han, P Zhang, M Park, U Lee - Proceedings of the ACM on Interactive …, 2024 - dl.acm.org
Understanding human affective states such as emotion and stress is crucial for both practical
applications and theoretical research, driving advancements in the field of affective …

Multimodal emotion classification using machine learning in immersive and non-immersive virtual reality

R Lima, A Chirico, R Varandas, H Gamboa, A Gaggioli… - Virtual Reality, 2024 - Springer
Affective computing has been widely used to detect and recognize emotional states. The
main goal of this study was to detect emotional states using machine learning algorithms …

Measurement and Quantification of Stress in the Decision Process: A Model-Based Systematic Review

C Su, M Zangeneh Soroush… - Intelligent …, 2024 - spj.science.org
This systematic literature review comprehensively assesses the measurement and
quantification of decisional stress using a model-based, theory-driven approach. It adopts a …

Evolutionary Stress Detection Framework through Machine Learning and IoT (MLIoT-ESD)

M Bansal, V Vyas - Recent Patents on Engineering, 2024 - benthamdirect.com
Background: Life nowadays is full of stress due to lifestyle changes and the modernera race.
Almost everyone around us is suffering from stress and anxiety. Mostly, stress identification …

[HTML][HTML] Situation Awareness Discrimination Based on Physiological Features for High-Stress Flight Tasks

C Qian, S Liu, X Wanyan, C Feng, Z Li, W Sun, Y Wang - Aerospace, 2024 - mdpi.com
Situation awareness (SA) discrimination is significant, allowing for the pilot to maintain task
performance and ensure flight safety, especially during high-stress flight tasks. Although …

Stress Detection among Higher Education Students: A Comprehensive Systematic Review of Machine Learning Approaches

EM Arias, J Parraga-Alava… - … on eDemocracy & …, 2024 - ieeexplore.ieee.org
In today's world of high academic expectations and societal pressures, spotting stress in
university students early on is crucial, especially in the context of modern education in the …

Mental Stress Assessment in Working Environment for an Individual Using Wearable Sensor of EEG and Pulse Signal Measured with Help of Deep Learning …

MV Karthikeyan, S Bhuvaneshwar… - … Conference on Computer …, 2024 - Springer
Thanks to artificial intelligence (AI), machines will eventually have the same emotional
impact as humans. Deep emotions, not just words, are used by this “affective computing” to …