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 inPervasive Computing Paradigms for Mental Health Vol. 604; pp. 23 - 33
Main Authors Nakashima, Yoshiki, Kim, Jonghwa, Flutura, Simon, Seiderer, Andreas, André, Elisabeth
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 2016
Springer International Publishing
SeriesCommunications in Computer and Information Science
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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.
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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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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StartPage 23
SubjectTerms Activity recognition
Machine learning
Medical equipment & techniques
Multi-modality
Stress
Title Stress Recognition in Daily Work
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