P-Lite: A study of parallel coordinate plot literacy

IF 3.8 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Visual Informatics Pub Date : 2022-09-01 DOI:10.1016/j.visinf.2022.05.002
Elif E. Firat , Alena Denisova , Max L. Wilson , Robert S. Laramee
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引用次数: 3

Abstract

Visualization literacy, the ability to interpret and comprehend visual designs, is recognized as an essential skill by the visualization community. We identify and investigate barriers to comprehending parallel coordinates plots (PCPs), one of the advanced graphical representations for the display of multivariate and high-dimensional data. We develop a parallel coordinates literacy test with diverse images generated using popular PCP software tools. The test improves PCP literacy and evaluates the user’s literacy skills. We introduce an interactive educational tool that assists the teaching and learning of parallel coordinates by offering a more active learning experience. Using this pedagogical tool, we aim to advance novice users’ parallel coordinates literacy skills. Based on the hypothesis that an interactive tool that links traditional Cartesian Coordinates with PCPs interactively will enhance PCP literacy further than static slides, we compare the learning experience using traditional slides with our novel software tool and investigate the efficiency of the educational software with an online, crowdsourced user-study. User-study results show that our pedagogical tool positively impacts a user’s PCP comprehension.

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P-Lite:平行坐标情节素养的研究
可视化素养,解释和理解视觉设计的能力,被可视化社区认为是一项基本技能。我们确定并研究了理解平行坐标图(pcp)的障碍,pcp是显示多变量和高维数据的高级图形表示之一。我们开发了一个平行坐标读写测试,使用流行的PCP软件工具生成不同的图像。该测试提高了PCP读写能力,并评估了用户的读写技能。我们介绍了一种互动式教育工具,通过提供更积极的学习体验来辅助平行坐标的教与学。使用这个教学工具,我们的目标是提高新手用户的平行坐标读写技能。基于将传统笛卡尔坐标与PCP交互连接的交互式工具比静态幻灯片更能提高PCP素养的假设,我们比较了使用传统幻灯片和我们的新软件工具的学习体验,并通过在线众包用户研究调查了教育软件的效率。用户研究结果表明,我们的教学工具对用户的PCP理解有积极的影响。
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来源期刊
Visual Informatics
Visual Informatics Computer Science-Computer Graphics and Computer-Aided Design
CiteScore
6.70
自引率
3.30%
发文量
33
审稿时长
79 days
期刊最新文献
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