论文标题

无意识的鼠标动作与人类认知工作量之间的相关性

Correlation between Unconscious Mouse Actions and Human Cognitive Workload

论文作者

Cha, Go-Eum, Min, Byung-Cheol

论文摘要

从心理角度来看,无意识的行为是人类感知过程的指标之一。由于感知反应的结果,手势表现出来自给定刺激的行为反应。小鼠在人机交互中的使用(HCI)显示了个人感知信息处理的手势。本文介绍了对无意识的小鼠动作与人类认知工作量之间的相关性的研究。我们从机器人操作系统(ROS)基于文件的数据集中提取鼠标行为,该数据集可重现用户响应。我们通过仅按左右按钮来分析冗余鼠标动作,以完成双$ n $ back游戏。从无意识的小鼠行为预测不同水平的认知载荷的假设开始,我们统计地分析了小鼠运动。我们还以数据集中的其他方式验证了鼠标行为,包括自我询问词和眼睛闪烁的结果。结果,我们发现小鼠行为不知不觉,人类认知工作量相关。

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.

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