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Detecting Cognitive and Physical Stress Through Typing Behavior

机译:通过键入行为检测认知和身体压力

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摘要

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:认知和身体功能的监视对于正在经历各种健康状况或处于各种健康状况中的人们的护理至关重要,但是现有的解决方案依赖于连续跟踪不足的侵入性方法。这项研究探索了通过监视键盘交互来检测认知和身体压力的可能性,最终目标是检测认知和身体功能的急性或慢性变化。初步结果表明,可以根据击键和文本特征对认知和身体压力条件相对于非压力条件进行分类,其准确率可与当前使用情感计算方法获得的准确率相媲美。所提出的方法之所以具有吸引力,是因为它不需要额外的硬件,不引人注目,适用于每个用户并且成本非常低。

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