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The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli

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 previou...

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Autores principales: Lee, Po-Ming, Tsui, Wei-Hsuan, Hsiao, Tzu-Chien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4465979/
https://www.ncbi.nlm.nih.gov/pubmed/26065902
http://dx.doi.org/10.1371/journal.pone.0129056
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author Lee, Po-Ming
Tsui, Wei-Hsuan
Hsiao, Tzu-Chien
author_facet Lee, Po-Ming
Tsui, Wei-Hsuan
Hsiao, Tzu-Chien
author_sort Lee, Po-Ming
collection PubMed
description 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.
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spelling pubmed-44659792015-06-25 The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli Lee, Po-Ming Tsui, Wei-Hsuan Hsiao, Tzu-Chien PLoS One Research Article 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. Public Library of Science 2015-06-11 /pmc/articles/PMC4465979/ /pubmed/26065902 http://dx.doi.org/10.1371/journal.pone.0129056 Text en © 2015 Lee et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Lee, Po-Ming
Tsui, Wei-Hsuan
Hsiao, Tzu-Chien
The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title_full The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title_fullStr The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title_full_unstemmed The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title_short The Influence of Emotion on Keyboard Typing: An Experimental Study Using Auditory Stimuli
title_sort influence of emotion on keyboard typing: an experimental study using auditory stimuli
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4465979/
https://www.ncbi.nlm.nih.gov/pubmed/26065902
http://dx.doi.org/10.1371/journal.pone.0129056
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