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Show me How You Use Your Mouse and I Tell You How You Feel? Sensing Affect With the Computer Mouse.
- Source :
- IEEE Transactions on Affective Computing; Jul-Sep2024, Vol. 15 Issue 3, p1490-1501, 12p
- Publication Year :
- 2024
-
Abstract
- Computer mouse tracking is a simple and cost-efficient way to gather continuous behavioral data. As theory suggests a relationship between affect and sensorimotor processes, the computer mouse might be usable for affect sensing. However, the processes underlying a connection between mouse usage and affect are complex, hitherto empirical evidence is ambiguous, and the research area lacks longitudinal studies. The present work brings forward a longitudinal field study in which 179 participants hourly self-reported their affect while their mouse usage was tracked both during their self-directed, contextless as well as task-bound computer use over the course of 14 days, resulting in a dataset comprising 10,760 instances of data collection. Extensive statistical analysis using null hypothesis significance testing and machine learning reveal weak and sporadic relationships between mouse usage and longitudinal self-reported affect at best. The results of this study challenge the use of computer mouse tracking for longitudinal affect sensing and point to a necessity for more research. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 19493045
- Volume :
- 15
- Issue :
- 3
- Database :
- Complementary Index
- Journal :
- IEEE Transactions on Affective Computing
- Publication Type :
- Academic Journal
- Accession number :
- 179509548
- Full Text :
- https://doi.org/10.1109/TAFFC.2024.3357733