Key result
A photoplethysmogram-based mental stress measuring method through an infrared touchscreen achieved 97% and 87% average stress recognition accuracy for static and interaction tests, respectively.
Why the study?
Does a photoplethysmogram-based infrared touchscreen method accurately measure mental stress in users?
Does a photoplethysmogram-based infrared touchscreen method accurately measure mental stress in users?
An infrared touchscreen-based photoplethysmogram method can accurately recognize mental stress during natural human-computer interactions.
May support non-invasive stress monitoring via touchscreens; leaves open clinical validation and cardiovascular integration.
Non-intrusive and sensitive measurement of users' stress is very crucial for computers to dynamically understand and respond to users' mental status while users are naturally interacting with them, such as context-aware reminding, smart assistant, health monitoring etc. Compared to others, physiological measures are known as more sensitive and reliable ones. However, most of the current physiological methods need explicit and obtrusive sensors that deter natural human-computer interactions. In this study, we propose a photoplethysmogram-based mental stress measuring method through infrared touchscreen, which, from the best of our knowledge, is the first to integrate with the touch modality to enable natural, sensitive and reliable measurement. We designed and conducted two user experiments with touch-and-hold mode and tap mode respectively. By using person-independent classifiers to handle the photoplethysmographic parameters, the results reached a 97% and 87% average stress recognition accuracy for static test and interaction test respectively.
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Zhang et al. (2018) studied Mental stress. Photoplethysmogram-based mental stress measurement via infrared touchscreen was evaluated on Average stress recognition accuracy. A photoplethysmogram-based mental stress measuring method through an infrared touchscreen achieved 97% and 87% average stress recognition accuracy for static and interaction tests, respectively.
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