不同人的不同笔画:个体的应激反应在打字文本中的表现

L. Vizer
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引用次数: 5

摘要

压力是日常生活的一部分,但长期的高压力会对心理和生理产生副作用。可以检测有害压力水平的系统可以帮助用户管理他们的压力和健康。然而,目前的评估往往是突兀的或需要专门的设备。本研究利用日常键盘交互的属性来主动和持续地监测认知功能。进行了实验室研究,在压力和无压力条件下收集打字样本。从样本中提取击键和语言特征,并为每个参与者构建模型。正确分类率从62%到88%不等,平均为72%。
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Different strokes for different folks: individual stress response as manifested in typed text
Stress is a part of everyday life, but chronic high stress can have psychological and physiological side effects. Systems that can detect harmful levels of stress could assist users in managing their stress and health. However, current assessments are often obtrusive or require specialized equipment. This research leverages attributes of everyday keyboard interactions to proactively and continuously monitor cognitive function. A laboratory study was conducted where typing samples were collected under stress and no-stress conditions. Keystroke and linguistic features were extracted from the samples and models were constructed for each participant. Correct classification rates ranged from 62% to 88% with a mean of 72%.
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