Unconscious behaviors are one of the indicators of the human perception process from a psychological perspective. As a result of perception responses, hand gestures show behavioral responses from given stimuli. Mouse usages in Human-Computer Interaction (HCI) show hand gestures that individuals perceive information processing. This paper presents an investigation of the correlation between unconscious mouse actions and human cognitive workload. We extracted mouse behaviors from a Robot Operating System (ROS) file-based dataset that user responses are reproducible. We analyzed redundant mouse movements to complete a dual $n$-back game by solely pressing the left and right buttons. Starting from a hypothesis that unconscious mouse behaviors predict different levels of cognitive loads, we statistically analyzed mouse movements. We also validated mouse behaviors with other modalities in the dataset, including self-questionnaire and eye blinking results. As a result, we found that mouse behaviors that occur unconsciously and human cognitive workload correlate.
翻译:从心理角度看,不觉行为是人类感知过程的指标之一。由于感知反应,手势显示来自给定刺激的动作反应。人类-计算机互动(HCI)中的鼠标使用显示个人感知信息处理的手势。本文展示了对无意识鼠标动作与人类认知工作量之间相互关系的调查。我们从机器人操作系统(ROS)基于文件的数据集中提取了鼠标行为,用户反应是可以复制的。我们只按左键和右键,分析多余的鼠标动作以完成双元反转游戏。从无意识鼠标行为预测不同认知负荷水平的假设开始,我们从统计角度分析了鼠标运动。我们还验证了鼠标行为与数据集中的其他模式,包括自我问卷和眨眼结果。结果我们发现,在无意识和人类认知工作量方面发生的鼠标行为是相互关联的。