Show me How You Use Your Mouse and I Tell You How You Feel? Sensing Affect With the Computer Mouse

被引:0
|
作者
Freihaut, Paul [1 ]
Goeritz, Anja S. [1 ]
机构
[1] Univ Augsburg, Chair Behav Hlth Technol, D-86159 Augsburg, Germany
关键词
Affective computing; affect; measurement; computer mouse; field study; nonverbal signals; INFERRING EMOTION; STRESS DETECTION; RECOGNITION; PERFORMANCE; MODELS;
D O I
10.1109/TAFFC.2024.3357733
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
引用
收藏
页码:1490 / 1501
页数:12
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