Visual variable perception in time series dynamic visualization

Chunzhu Mi, Xiaojun Liu
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Abstract

Visualization facilitates understanding by encoding large amounts of complex information into intuitive formats such as graphics and images. In the design of dynamic visualization of time series, visual coding is more important, because a large number of complex and high-dimensional data will follow over time, but users may not be able to process and filter them in time and effectively. The paper evaluates the cognitive load and performance of users under two time pressures of eight different dynamic visual variables through experiments, so as to allocate more significant coding methods to higher priority information and improve the efficiency of information acquisition. The results show that there are significant differences in cognitive load when using different visual variables, and the cognitive load is lower when using angle, symbol number and area coding. However, there is no significant difference in user performance. There was no significant difference in cognitive load between the two time pressure states, but there was significant difference in accuracy. The accuracy under low time pressure is significantly higher than that under high time pressure.
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时间序列动态可视化中的视觉变量感知
可视化通过将大量复杂信息编码成直观的格式(如图形和图像)来促进理解。在时间序列的动态可视化设计中,可视化编码更为重要,因为随着时间的推移会产生大量复杂高维的数据,但用户可能无法及时有效地对其进行处理和过滤。本文通过实验评估用户在8种不同动态视觉变量的两种时间压力下的认知负荷和表现,从而为优先级更高的信息分配更重要的编码方法,提高信息获取效率。结果表明,使用不同视觉变量时,认知负荷存在显著差异,使用角度、符号数和区域编码时,认知负荷较低。但是,在用户性能上没有显著差异。两种时间压力状态在认知负荷上无显著差异,但在准确度上有显著差异。低时间压力下的精度显著高于高时间压力下的精度。
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