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A Comparative Evaluation of Animation and Small Multiples for Trend Visualization on Mobile Phones

机译:动画和小倍数对手机趋势可视化的比较评估

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摘要

We compare the efficacy of animated and small multiples variants of scatterplots on mobile phones for comparing trends in multivariate datasets. Visualization is increasingly prevalent in mobile applications and mobile-first websites, yet there is little prior visualization research dedicated to small displays. In this paper, we build upon previous experimental research carried out on larger displays that assessed animated and non-animated variants of scatterplots. Incorporating similar experimental stimuli and tasks, we conducted an experiment where 96 crowdworker participants performed nine trend comparison tasks using their mobile phones. We found that those using a small multiples design consistently completed tasks in less time, albeit with slightly less confidence than those using an animated design. The accuracy results were more task-dependent, and we further interpret our results according to the characteristics of the individual tasks, with a specific focus on the trajectories of target and distractor data items in each task. We identify cases that appear to favor either animation or small multiples, providing new questions for further experimental research and implications for visualization design on mobile devices. Lastly, we provide a reflection on our evaluation methodology.
机译:我们比较了散点图上的动画和小倍数散点图的功效,以比较多元数据集中的趋势。可视化在移动应用程序和移动优先网站中越来越普遍,但是很少有针对小型显示器的可视化研究。在本文中,我们以先前在较大的显示器上进行的实验研究为基础,该显示器评估了散点图的动画和非动画变体。结合类似的实验刺激和任务,我们进行了一项实验,其中96名人群工作者使用他们的手机执行了9个趋势比较任务。我们发现,使用小倍数设计的人比使用动画设计的人信心十足地持续完成任务的时间更短。准确性结果更多地取决于任务,我们将根据各个任务的特征进一步解释我们的结果,特别关注每个任务中目标和干扰项数据项的轨迹。我们确定了看似偏向动画或小倍数的情况,为进一步的实验研究提供了新问题,并为移动设备上的可视化设计带来了影响。最后,我们对评估方法进行了反思。

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