Show me How You Use Your Mouse and I Tell You How You Feel? Sensing Affect With the Computer Mouse
Author(s) -
Paul Freihaut,
Anja S. Goritz
Publication year - 2024
Publication title -
ieee transactions on affective computing
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.309
H-Index - 67
ISSN - 1949-3045
DOI - 10.1109/taffc.2024.3357733
Subject(s) - computing and processing , robotics and control systems , signal processing and analysis
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.
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