標題: | The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli |
作者: | Lee, Po-Ming Tsui, Wei-Hsuan Hsiao, Tzu-Chien 分子醫學與生物工程研究所 資訊工程學系 友訊交大聯合研發中心 生醫電子轉譯研究中心 Institute of Molecular Medicine and Bioengineering Department of Computer Science D Link NCTU Joint Res Ctr Biomedical Electronics Translational Research Center |
公開日期: | 11-六月-2015 |
摘要: | In recent years, a novel approach for emotion recognition has been reported, which is by keystroke dynamics. The advantages of using this approach are that the data used is rather non-intrusive and easy to obtain. However, there were only limited investigations about the phenomenon itself in previous studies. Hence, this study aimed to examine the source of variance in keyboard typing patterns caused by emotions. A controlled experiment to collect subjects\' keystroke data in different emotional states induced by International Affective Digitized Sounds (IADS) was conducted. Two-way Valence (3) x Arousal (3) ANOVAs was used to examine the collected dataset. The results of the experiment indicate that the effect of arousal is significant in keystroke duration (p < .05), keystroke latency (p < .01), but not in the accuracy rate of keyboard typing. The size of the emotional effect is small, compared to the individual variability. Our findings support the conclusion that the keystroke duration and latency are influenced by arousal. The finding about the size of the effect suggests that the accuracy rate of emotion recognition technology could be further improved if personalized models are utilized. Notably, the experiment was conducted using standard instruments and hence is expected to be highly reproducible. |
URI: | http://dx.doi.org/10.1371/journal.pone.0129056 http://hdl.handle.net/11536/127893 |
ISSN: | 1932-6203 |
DOI: | 10.1371/journal.pone.0129056 |
期刊: | PLOS ONE |
Volume: | 10 |
顯示於類別: | 期刊論文 |