TY - GEN
T1 - Are you stressed? Your eyes and the mouse can tell
AU - Wang, Jun
AU - Huang, Michael Xuelin
AU - Ngai, Grace
AU - Leong, Hong Va
PY - 2018/1/29
Y1 - 2018/1/29
N2 - Stress is a fact of daily life. Stress can also deteriorate human's attention and memory, which, when a user is engaged in interactive applications, will negatively affect the user experience and downgrade the delivered performance. Traditional stress inference is mainly based on user physical features like Blood Volume Pulse, Galvanic Skin Response, often captured via devices that intrude on the user space. In contrast, this paper proposes a non-intrusive approach that exploits the consistency of users' behavioral patterns when interacting with a user interface, specifically, in terms of eye gaze and mouse movement. The relationship between the stress experienced by the user and his/her eye gaze and gaze-mouse coordination patterns are investigated. We show that both eye gaze and gaze-mouse coordination patterns can be exploited to distinguish whether a user is under stress. We also discover that a user's eye gaze behavior patterns are more consistent when he/she is under stress. This understanding of how a user's behavior differs under stress could be useful in the development of effective adaptive systems that can maximize user potential.
AB - Stress is a fact of daily life. Stress can also deteriorate human's attention and memory, which, when a user is engaged in interactive applications, will negatively affect the user experience and downgrade the delivered performance. Traditional stress inference is mainly based on user physical features like Blood Volume Pulse, Galvanic Skin Response, often captured via devices that intrude on the user space. In contrast, this paper proposes a non-intrusive approach that exploits the consistency of users' behavioral patterns when interacting with a user interface, specifically, in terms of eye gaze and mouse movement. The relationship between the stress experienced by the user and his/her eye gaze and gaze-mouse coordination patterns are investigated. We show that both eye gaze and gaze-mouse coordination patterns can be exploited to distinguish whether a user is under stress. We also discover that a user's eye gaze behavior patterns are more consistent when he/she is under stress. This understanding of how a user's behavior differs under stress could be useful in the development of effective adaptive systems that can maximize user potential.
UR - http://www.scopus.com/inward/record.url?scp=85047335061&partnerID=8YFLogxK
U2 - 10.1109/ACII.2017.8273604
DO - 10.1109/ACII.2017.8273604
M3 - Conference article published in proceeding or book
VL - 2018-January
T3 - 2017 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017
SP - 222
EP - 228
BT - 2017 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017
PB - IEEE
T2 - 7th International Conference on Affective Computing and Intelligent Interaction, ACII 2017
Y2 - 23 October 2017 through 26 October 2017
ER -