Detecting Cognitive Stress from Keyboard and Mouse Dynamics during Mental Arithmetic

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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.accessioned2017-03-27T09:33:07Z
dc.date.available2017-03-27T09:33:07Z
dc.date.issued2014-08-27
dc.description.abstractMuch research has been done to detect human emotion using various computational methods, such as physiological measures and facial expression recognition. These methods are effective but they could be expensive or intrusive as special setups of equipment are needed. Some researchers have utilized nonintrusive methods by using mouse or keyboard analyses and presented comparable effectiveness in detecting human emotion. This paper investigates how both keyboard and mouse features can be combined to detect human stress, particularly cognitive stress induced by time pressure and mental arithmetic problems. The results show that the complexity of the mental arithmetic problem and time pressure affect user behaviour, mouse behaviour and keyboard behaviour significantly. This indicates that automatic analysis of human stress from keyboard and mouse input is potentially useful for providing adaptation in interactive systems such as an e-learning system.en
dc.funderN/Aen
dc.identifier.citationLim, Y.M., Ayesh, A. and Stacey, M.K. (2014) Detecting Cognitive Stress from Keyboard and Mouse Dynamics during Mental Arithmetic. In: Science and Information Conference 2014. London: IEEE. pp. 146–152en
dc.identifier.doihttps://doi.org/10.1109/SAI.2014.6918183
dc.identifier.isbn9780989319331
dc.identifier.urihttp://hdl.handle.net/2086/13850
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.subjectStress detectionen
dc.subjectKeyboard dynamicsen
dc.subjectMouse dynamcsen
dc.subjectMental arithmeticen
dc.subjectCognitive stressen
dc.titleDetecting Cognitive Stress from Keyboard and Mouse Dynamics during Mental Arithmeticen
dc.typeConferenceen

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