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Detecting Cognitive and Physical Stress Through Typing Behavior

机译:通过键入行为来检测认知和身体压力

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Monitoring of cognitive and physical function is central to the care of people experiencing or at risk for various health conditions, but existing solutions rely on intrusive methods that are inadequate for continuous tracking. This research explores the possibility of detecting cognitive and physical stress by monitoring keyboard interactions with the eventual goal of detecting acute or chronic changes in cognitive and physical function. Preliminary results indicate that it is possible to classify cognitive and physical stress conditions relative to non-stress conditions based on keystroke and text features with accuracy rates comparable to those currently obtained using affective computing methods. The proposed approach is attractive because it requires no additional hardware, is unobtrusive, is adaptable to each user, and is very low-cost.
机译:监测认知和物理功能是对体验或面临各种健康状况的风险的核心,但现有的解决方案依赖于连续跟踪不充分的侵入性方法。该研究探讨了通过监测键盘相互作用来检测认知和身体应力的可能性,从而与检测认知和物理功能中的急性或慢性变化的最终目标。初步结果表明,基于击键和文本特征,可以将认知和物理应力条件分类为基于击键和文本特征,其具有与使用情感计算方法当前获得的速率相当的精度率。所提出的方法是有吸引力的,因为它不需要额外的硬件,是不引人注目的,适应每个用户,并且是非常低成本的。

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