论文标题
自动化如何塑造叙事可视化过程:工具的调查
How Does Automation Shape the Process of Narrative Visualization: A Survey of Tools
论文作者
论文摘要
近年来,叙事可视化引起了很多关注。研究人员为各种叙事可视化类型和场景提出了不同的设计空间,以促进创建过程。随着用户需求的增长和自动化技术的发展,越来越多的工具被设计和开发了。在这项研究中,我们根据先前的研究和四种类型的工具(设计空间,创作空间,ML/AI支持工具和ML/AI基础工具)的工具和级别的工具,总结了六种类型的叙事可视化(注释图表,图表,图表,图表,时间表和故事情节,数据漫画,scrollytelling和Slideshow以及数据视频)。我们调查了105篇论文和工具,以研究自动化如何逐步参与可视化设计和叙事过程,以帮助用户轻松创建叙事可视化。这项研究旨在概述叙事可视化工具的自动化参与中当前的研发。我们讨论了每个类别中的关键研究问题,并提出了新的机会,以鼓励在相关领域进行进一步的研究。
In recent years, narrative visualization has gained much attention. Researchers have proposed different design spaces for various narrative visualization genres and scenarios to facilitate the creation process. As users' needs grow and automation technologies advance, increasingly more tools have been designed and developed. In this study, we summarized six genres of narrative visualization (annotated charts, infographics, timelines & storylines, data comics, scrollytelling & slideshow, and data videos) based on previous research and four types of tools (design spaces, authoring tools, ML/AI-supported tools and ML/AI-generator tools) based on the intelligence and automation level of the tools. We surveyed 105 papers and tools to study how automation can progressively engage in visualization design and narrative processes to help users easily create narrative visualizations. This research aims to provide an overview of current research and development in the automation involvement of narrative visualization tools. We discuss key research problems in each category and suggest new opportunities to encourage further research in the related domain.