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The Effects of Typing Demand on Emotional Stress, Mouse and Keystroke Behaviours

机译:打字对情绪压力,小鼠和击键行为的影响

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Past research found that cognitive effort is related to emotion, which negative emotion may influence task performance. To enhance learning experience, it is important to have an effective technique to measure user's emotional and motivational affects for designing an adaptive e-learning system, rather than using a subjective method that is less reliable and accurate. Keystroke and mouse dynamics analyses shed light on a better automated emotion recognition method as compared to physiological methods, as they are cheaper, non-invasive and can be easily set up. This research shows that unification of mouse and keyboard dynamics analyses could be useful in detecting emotional stress, particularly stress induced by time pressure, text length and language familiarity. The changes of mouse and keystroke behaviours of the students are found cohere with their task performance and stress perception. However anomalies in mouse and keystroke behaviours present when the students are pushed beyond their capabilities.
机译:过去的研究发现,认知努力与情感有关,负面情绪可能影响任务性能。为了增强学习体验,重要的是要有一种有效的技术来衡量用户对设计自适应电子学习系统的情感和动机影响,而不是使用不那么可靠和准确的主观方法。与生理方法相比,按键和鼠标动态分析了更好的自动情绪识别方法,因为它们更便宜,无侵入性,并且可以轻松设置。本研究表明,小鼠和键盘动力学分析的统一可用于检测情绪压力,特别是由时间压力,文本长度和语言熟悉所引起的压力。发现学生的鼠标和击键行为的变化是伴随着他们的任务表现和压力感知的伙伴。然而,当学生推出超出其能力时,鼠标和击键行为中的异常。

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