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dc.contributor.authorLee, Po-Mingen_US
dc.contributor.authorTsui, Wei-Hsuanen_US
dc.contributor.authorHsiao, Tzu-Chienen_US
dc.date.accessioned2015-12-02T02:59:11Z-
dc.date.available2015-12-02T02:59:11Z-
dc.date.issued2015-06-11en_US
dc.identifier.issn1932-6203en_US
dc.identifier.urihttp://dx.doi.org/10.1371/journal.pone.0129056en_US
dc.identifier.urihttp://hdl.handle.net/11536/127893-
dc.description.abstractIn 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.en_US
dc.language.isoen_USen_US
dc.titleThe Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimulien_US
dc.typeArticleen_US
dc.identifier.doi10.1371/journal.pone.0129056en_US
dc.identifier.journalPLOS ONEen_US
dc.citation.volume10en_US
dc.contributor.department分子醫學與生物工程研究所zh_TW
dc.contributor.department資訊工程學系zh_TW
dc.contributor.department友訊交大聯合研發中心zh_TW
dc.contributor.department生醫電子轉譯研究中心zh_TW
dc.contributor.departmentInstitute of Molecular Medicine and Bioengineeringen_US
dc.contributor.departmentDepartment of Computer Scienceen_US
dc.contributor.departmentD Link NCTU Joint Res Ctren_US
dc.contributor.departmentBiomedical Electronics Translational Research Centeren_US
dc.identifier.wosnumberWOS:000356100900042en_US
dc.citation.woscount0en_US
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