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A survey on automatic infographics and visualization recommendations

机译:自动信息图表和可视化建议的调查

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摘要

Automatic infographics generators employ machine learning algorithms/user-defined rules and visual embellishments into the creation of infographics. It is an emerging topic in the field of information visualization that has requirements in many sectors, such as dashboard design, data analysis, and visualization recommendation. The growing popularity of visual analytics in recent years brings increased attention to automatic infographics. This creates the need for a broad survey that reviews and assesses the significant advances in this field. Automatic tools aim to lower the barrier for visually analyzing data by automatically generating visualizations for analysts to search and make a choice, instead of manually specifying. This survey reviews and classifies automatic tools and papers of visualization recommendations into a set of application categories including network-graph visualizations, annotation visualizations, and storytelling visualization. More importantly, this report presents several challenges and promising directions for future work in the field of automatic infographics and visualization recommendations.
机译:自动信息图表生成器采用机器学习算法/用户定义的规则和视觉点缀到创建信息图表。它是信息可视化领域的新兴主题,这些主题在许多扇区中具有要求,例如仪表板设计,数据分析和可视化建议。近年来视觉分析的日益普及带来了对自动信息图表的增加。这创造了对广泛调查的需求,这些评论和评估该领域的重大进展。自动工具旨在通过自动生成分析师的可视化来降低视觉分析数据的障碍,以搜索和做出选择,而不是手动指定。此调查审核和将可视化建议的自动工具和文件分类为一组应用类别,包括网络图形可视化,注释可视化和讲故事可视化。更重要的是,本报告呈现了几种挑战和有希望的方向,以便在自动信息图表和可视化建议领域的未来工作。

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