Detecting Emotional Stress during Typing Task with Time Pressure

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dc.cclicenceCC-BY-NCen
dc.contributor.authorLim, Yee Meien
dc.contributor.authorAyesh, Aladdin, 1972-en
dc.contributor.authorStacey, Martinen
dc.date.acceptance2014-06-01en
dc.date.accessioned2017-03-27T09:24:44Z
dc.date.available2017-03-27T09:24:44Z
dc.date.issued2014-08-27
dc.description.abstractAutomated stress detection is important in developing adaptive e-learning systems. Empirical evidence suggests that mouse dynamics and keyboard dynamics analyses can be both effective in user behaviour modelling as well as emotion detection compared to physiological measures and facial expression recognitions, and yet they are far less expensive and considered non-intrusive. This paper investigates how mouse dynamics and keyboard dynamics can be affected by emotional stress, particularly stress induced by time pressure, text length and language familiarity. Our research findings show that longer text and unfamiliar language raise users’ stress perceptions. Demanding job such as long typing task could result in anomalous behaviours once the users have lost motivation. Language familiarity mainly affects keyboard behaviour but text length change mouse behaviour. This shows that there is a good potential of developing an adaptive e-learning system by detecting learners’ emotional stress from keyboard and mouse input.en
dc.funderN/Aen
dc.identifier.citationLim, Y.M., Ayesh, A. and Stacey, M.K. (2014) Detecting Emotional Stress during Typing Task with Time Pressure. In: Science and Information Conference 2014. London: IEEE. pp. 329–338en
dc.identifier.doihttps://doi.org/10.1109/SAI.2014.6918207
dc.identifier.urihttp://hdl.handle.net/2086/13848
dc.language.isoenen
dc.peerreviewedYesen
dc.projectidN/Aen
dc.publisherIEEEen
dc.researchgroupMobile Cognitive Systems Research Groupen
dc.researchinstituteCyber Technology Institute (CTI)en
dc.researchinstituteInstitute of Artificial Intelligence (IAI)en
dc.subjectEmotional stressen
dc.subjectKeyboard dynamicsen
dc.subjectMouse dynamicsen
dc.subjectLanguage familiarityen
dc.subjectText lengthen
dc.titleDetecting Emotional Stress during Typing Task with Time Pressureen
dc.typeConferenceen

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