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dc.contributor.authorMcDuff, Daniel J.
dc.contributor.authorHernandez, Javier
dc.contributor.authorGontarek, Sarah
dc.contributor.authorPicard, Rosalind W.
dc.date.accessioned2021-11-09T19:45:02Z
dc.date.available2021-11-09T19:45:02Z
dc.date.issued2016-05-07
dc.identifier.urihttps://hdl.handle.net/1721.1/138061
dc.description.abstractContact-free camera-based measurement of cognitive stress opens up new possibilities for human-computer interaction with applications in remote learning, stress monitoring, and optimization of workload for user experience. The autonomic nervous system controls the inter-beat intervals of the heart and breathing patterns, and these signals change under cognitive stress. We built a participant-independent cognitive stress recognition model based on photoplethysmographic signals measured remotely at a distance of 3 meters. We tested the model on naturalistic responses from 10 individuals completing randomizedorder computer-based tasks (ball control and card sorting). The system successfully detected increased stress during the tasks, which were consistent with self-report measures. Changes in heart rate variability were more discriminative indicators of cognitive stress than were heart rate and breathing rate.en_US
dc.language.isoen
dc.publisherACMen_US
dc.relation.isversionof10.1145/2858036.2858247en_US
dc.rightsCreative Commons Attribution-Noncommercial-Share Alikeen_US
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/4.0/en_US
dc.sourceMIT web domainen_US
dc.titleCOGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Cameraen_US
dc.typeArticleen_US
dc.identifier.citationMcDuff, Daniel J., Hernandez, Javier, Gontarek, Sarah and Picard, Rosalind W. 2016. "COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera."
dc.eprint.versionAuthor's final manuscripten_US
dc.type.urihttp://purl.org/eprint/type/ConferencePaperen_US
eprint.statushttp://purl.org/eprint/status/NonPeerRevieweden_US
dc.date.updated2019-07-31T15:47:12Z
dspace.date.submission2019-07-31T15:47:13Z
mit.licenseOPEN_ACCESS_POLICY
mit.metadata.statusAuthority Work and Publication Information Neededen_US


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