设计用于数据可视化中的披露
IEEE transactions on visualization and computer graphics
|November 25, 2025
概括
本研究介绍了披露策略,这是理解数据可视化技术如何有意或无意隐藏信息的框架. 它提供了一个分类学来分析设计的权衡,有助于道德和有效的数据表示.
科学领域:
- 信息可视化 信息可视化
- 人与计算机的交互
- 数据科学数据科学数据科学
背景情况:
- 数据可视化技术往往涉及到可以模糊信息的转换.
- 现有的工具缺乏明确的指导,管理信息披露的可视化.
- 了解可视化如何限制数据访问对于有效和道德设计至关重要.
研究的目的:
- 系统地描述可视化技术,这些技术限制了对基础数据的访问.
- 根据数据表示变化,开发一个披露策略的分类法.
- 为了提供一个框架来推理设计的信息披露和隐藏的权衡.
主要方法:
- 来自学术文献的425种可视化技术的内容分析.
- 基于其对数据表示的影响对技术的分类.
- 开发一个分类的披露策略的分类法.
主要成果:
- 创建了一个新的披露策略分类法,根据它们如何改变数据表示来组织方法.
- 该分类系统地对揭示,扭曲或隐藏信息的技术进行分类.
- 证明了分类学在指导设计决策中的实用性,其中披露至关重要.
结论:
- 披露策略为可视化研究提供了一个新的镜头,影响着创作工具,识字能力和道德设计.
- 分类学有助于对数据可视化设计中固有的权衡进行推理.
- 采用披露框架可以提高对视觉数据表示中信息获取的理解.
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