Stress Recognition in Daily Work
Automatic detection of work-related stress has attracted an increasing amount of attention from researchers from various disciplines and industries. An experiment is discussed in this paper that was designed to evaluate the efficacy of multimodal sensor measures that have often been used but not yet...
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Published in | Pervasive Computing Paradigms for Mental Health Vol. 604; pp. 23 - 33 |
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Main Authors | , , , , |
Format | Book Chapter |
Language | English |
Published |
Switzerland
Springer International Publishing AG
2016
Springer International Publishing |
Series | Communications in Computer and Information Science |
Subjects | |
Online Access | Get full text |
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Abstract | Automatic detection of work-related stress has attracted an increasing amount of attention from researchers from various disciplines and industries. An experiment is discussed in this paper that was designed to evaluate the efficacy of multimodal sensor measures that have often been used but not yet been systematically tested and compared with each other in previous work, such as pressure distribution sensor, physiological sensors, and an eye tracker. We used the Stroop test and information pick up task as the stressors. In the subject independent case in particular, signals from the combined (chair and floor) pressure distribution sensors, which we consider the most feasible sensors in the office environment, resulted in higher recognition accuracy rates than the physiological or eye tracker signals for the two stressors. |
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AbstractList | Automatic detection of work-related stress has attracted an increasing amount of attention from researchers from various disciplines and industries. An experiment is discussed in this paper that was designed to evaluate the efficacy of multimodal sensor measures that have often been used but not yet been systematically tested and compared with each other in previous work, such as pressure distribution sensor, physiological sensors, and an eye tracker. We used the Stroop test and information pick up task as the stressors. In the subject independent case in particular, signals from the combined (chair and floor) pressure distribution sensors, which we consider the most feasible sensors in the office environment, resulted in higher recognition accuracy rates than the physiological or eye tracker signals for the two stressors. |
Author | Flutura, Simon Nakashima, Yoshiki Kim, Jonghwa Seiderer, Andreas André, Elisabeth |
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Copyright | Springer International Publishing Switzerland 2016 |
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Editor | Giakoumis, Dimitris Serino, Silvia Cipresso, Pietro Matic, Aleksandar Lopez, Guillaume |
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PublicationSubtitle | 5th International Conference, MindCare 2015, Milan, Italy, September 24-25, 2015, Revised Selected Papers |
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Snippet | Automatic detection of work-related stress has attracted an increasing amount of attention from researchers from various disciplines and industries. An... |
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SubjectTerms | Activity recognition Machine learning Medical equipment & techniques Multi-modality Stress |
Title | Stress Recognition in Daily Work |
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