Abstract
The ability to induce various levels of stress is central to understanding and modeling stress related responses. Virtual reality holds much promise for eliciting stress in a real-life yet controllable environment.; this requires compelling, virtual social environments with interactive virtual humans. In this study we use semi-automated virtual humans to simulate a realistic stressful event from everyday life - a job interview. Furthermore, using this environment we derive a dynamic physiological index of ongoing stress. Twenty-seven participants underwent an interactive VR interview while their electrocardiogram, skin conductance, respiration, and head motion were recorded. Our goal was to determine whether these signals were predictive of participants' momentary stress level, which were reported in a post experiment session. For that aim, we extracted 21 physiological features and tested their correlation with post-hoc reported stress per event. Our analysis indicated that the most informative feature was the magnitude of heart rate deceleration, which positively correlated with the reported stress level (r=0.61, p=0.008, averaged over all participants). We discuss the implications of our findings for applications based on the combination of interactive virtual humans in VR with real time physiology.
Original language | English |
---|---|
Title of host publication | 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
ISBN (Electronic) | 9798350327458 |
DOIs | |
State | Published - 2023 |
Externally published | Yes |
Event | 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 - Cambridge, United States Duration: 10 Sep 2023 → 13 Sep 2023 |
Publication series
Name | 2023 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 |
---|
Conference
Conference | 11th International Conference on Affective Computing and Intelligent Interaction Workshops and Demos, ACIIW 2023 |
---|---|
Country/Territory | United States |
City | Cambridge |
Period | 10/09/23 → 13/09/23 |
Bibliographical note
Publisher Copyright:© 2023 IEEE.
Keywords
- electrocardiogram
- heart rate
- respiration
- skin conductance
- stress
- virtual humans
- virtual reality