论文标题

数据内脏:使用虚拟现实,可以更深入地了解数据

Data Visceralization: Enabling Deeper Understanding of Data Using Virtual Reality

论文作者

Lee, Benjamin, Brown, Dave, Lee, Bongshin, Hurter, Christophe, Drucker, Steven, Dwyer, Tim

论文摘要

数据可视化的基本部分是将数据转换为将抽象信息映射到视觉属性上。尽管此抽象是数据可视化的有力基础,但表示形式与原始基础数据之间的连接(即,实际上与现实中的数量和测量结果实际上相对应)。另一方面,虚拟现实(VR)越来越多地用来代表真实和抽象的模型作为用户的自然体验。在这项工作中,我们探讨了使用VR来帮助恢复对单位和度量的基本理解的潜力,这些单位和措施通常以数据可视化在我们称为数据内脏化的方法中被抽象出来。通过构建VR原型作为设计探针,我们确定了关键主题和数据内脏的因素。我们首先通过作者的批判性思考来做到这一点,然后通过参与外部参与者来做到这一点。我们发现,数据内脏化是一种了解物理措施及其现实生活形式的定性方面的引人入胜的方式,它可以补充从数据可视化中获得的分析和定量理解。但是,当数据和表示之间有一对一的映射时,数据内脏最有效,并且诸如缩放范围会影响这种理解。我们最后讨论了未来的数据内脏方向。

A fundamental part of data visualization is transforming data to map abstract information onto visual attributes. While this abstraction is a powerful basis for data visualization, the connection between the representation and the original underlying data (i.e., what the quantities and measurements actually correspond with in reality) can be lost. On the other hand, virtual reality (VR) is being increasingly used to represent real and abstract models as natural experiences to users. In this work, we explore the potential of using VR to help restore the basic understanding of units and measures that are often abstracted away in data visualization in an approach we call data visceralization. By building VR prototypes as design probes, we identify key themes and factors for data visceralization. We do this first through a critical reflection by the authors, then by involving external participants. We find that data visceralization is an engaging way of understanding the qualitative aspects of physical measures and their real-life form, which complements analytical and quantitative understanding commonly gained from data visualization. However, data visceralization is most effective when there is a one-to-one mapping between data and representation, with transformations such as scaling affecting this understanding. We conclude with a discussion of future directions for data visceralization.

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