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A User Study of Visualization Effectiveness Using EEG and Cognitive Load

机译:使用脑电图和认知负荷的可视化效果的用户研究

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摘要

Effectively evaluating visualization techniques is a difficult task often assessed through feedback from user studies and expert evaluations. This work presents an alternative approach to visualization evaluation in which brain activity is passively recorded using electroencephalography (EEG). These measurements are used to compare different visualization techniques in terms of the burden they place on a viewer's cognitive resources. In this paper, EEG signals and response times are recorded while users interpret different representations of data distributions. This information is processed to provide insight into the cognitive load imposed on the viewer. This paper describes the design of the user study performed, the extraction of cognitive load measures from EEG data, and how those measures are used to quantitatively evaluate the effectiveness of visualizations.
机译:有效评估可视化技术是一项艰巨的任务,通常通过用户研究和专家评估的反馈来评估。这项工作提出了一种可视化评估的替代方法,其中使用脑电图(EEG)被动记录大脑活动。这些度量用于比较不同的可视化技术对它们对观看者认知资源的负担。在本文中,当用户解释数据分布的不同表示形式时,会记录脑电信号和响应时间。处理该信息以提供对施加于观看者的认知负荷的洞察。本文介绍了进行的用户研究的设计,从EEG数据中提取认知负荷量度以及如何使用这些量度定量评估可视化效果的效果。

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