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COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera
| dc.contributor.author | McDuff, Daniel J. | |
| dc.contributor.author | Hernandez, Javier | |
| dc.contributor.author | Gontarek, Sarah | |
| dc.contributor.author | Picard, Rosalind W. | |
| dc.date.accessioned | 2021-11-09T19:45:02Z | |
| dc.date.available | 2021-11-09T19:45:02Z | |
| dc.date.issued | 2016-05-07 | |
| dc.identifier.uri | https://hdl.handle.net/1721.1/138061 | |
| dc.description.abstract | Contact-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.iso | en | |
| dc.publisher | ACM | en_US |
| dc.relation.isversionof | 10.1145/2858036.2858247 | en_US |
| dc.rights | Creative Commons Attribution-Noncommercial-Share Alike | en_US |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-sa/4.0/ | en_US |
| dc.source | MIT web domain | en_US |
| dc.title | COGCAM: Contact-free Measurement of Cognitive Stress During Computer Tasks with a Digital Camera | en_US |
| dc.type | Article | en_US |
| dc.identifier.citation | McDuff, 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.version | Author's final manuscript | en_US |
| dc.type.uri | http://purl.org/eprint/type/ConferencePaper | en_US |
| eprint.status | http://purl.org/eprint/status/NonPeerReviewed | en_US |
| dc.date.updated | 2019-07-31T15:47:12Z | |
| dspace.date.submission | 2019-07-31T15:47:13Z | |
| mit.license | OPEN_ACCESS_POLICY | |
| mit.metadata.status | Authority Work and Publication Information Needed | en_US |
