论文标题

重新访问复合可视化的设计模式

Revisiting the Design Patterns of Composite Visualizations

论文作者

Deng, Dazhen, Cui, Weiwei, Meng, Xiyu, Xu, Mengye, Liao, Yu, Zhang, Haidong, Wu, Yingcai

论文摘要

复合可视化是一种流行的设计策略,它通过将多个可视化在有意义且美学的布局中(例如并置,覆盖和嵌套)集成来代表复杂的数据集。通过这种策略,在可视化出版物中提出了许多新颖的设计,以完成各种视觉分析任务。这些精心制作的综合可视化构成为设计师和研究人员解决了现实世界中的问题并激发新的研究主题和设计。但是,缺乏对复合可视化设计模式的理解,因此未能提供整体设计空间和具体示例以供实际使用。在本文中,我们选择重新审视Vis Publications中的复合可视化,并回答了不同类型的可视化组合的内容和方式。为了实现这一目标,我们首先构建了IEEE VIS Publications的复合可视化的语料库,并将它们分解为一系列基本可视化类型(例如,条形图,地图和矩阵)。有了这个语料库,我们研究了可视化的空间(例如,分离或覆盖)和语义关系(例如,具有相同类型或共享轴),并提出了一种分类学(例如,由八种不同的设计模式(例如,重复,堆叠,堆叠,伴随,伴随和嵌套)组成)。此外,我们分析并讨论了复合可视化的共同实践,例如不同模式的分布和可视化类型之间的相关性。从分析和示例中,我们获得了有关公用事业,优势和缺点的不同设计模式的见解。最后,我们开发了一个交互式系统,以帮助可视化开发人员和研究人员方便地探索所收集的示例和设计模式。

Composite visualization is a popular design strategy that represents complex datasets by integrating multiple visualizations in a meaningful and aesthetic layout, such as juxtaposition, overlay, and nesting. With this strategy, numerous novel designs have been proposed in visualization publications to accomplish various visual analytic tasks. These well-crafted composite visualizations have formed a valuable collection for designers and researchers to address real-world problems and inspire new research topics and designs. However, there is a lack of understanding of design patterns of composite visualization, thus failing to provide holistic design space and concrete examples for practical use. In this paper, we opted to revisit the composite visualizations in VIS publications and answered what and how visualizations of different types are composed together. To achieve this, we first constructed a corpus of composite visualizations from IEEE VIS publications and decomposed them into a series of basic visualization types (e.g., bar chart, map, and matrix). With this corpus, we studied the spatial (e.g., separated or overlaying) and semantic relationships (e.g., with same types or shared axis) between visualizations and proposed a taxonomy consisting of eight different design patterns (e.g., repeated, stacked, accompanied, and nested). Furthermore, we analyzed and discussed common practices of composite visualizations, such as the distribution of different patterns and correlations between visualization types. From the analysis and examples, we obtained insights into different design patterns on the utilities, advantages, and disadvantages. Finally, we developed an interactive system to help visualization developers and researchers conveniently explore collected examples and design patterns.

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