InkSight:利用草图交互来记录计算笔记本中的图表发现.
IEEE transactions on visualization and computer graphics
|October 25, 2023
概括
InkSight是用于计算笔记本的新插件,有助于记录图表的发现. 它使用用户草图生成解释,使数据分析更容易,更个性化.
科学领域:
- 计算机科学 计算机科学
- 数据可视化 数据可视化
- 人与计算机的交互
背景情况:
- 计算笔记本对于数据分析很受欢迎,但记录图表发现是具有挑战性的.
- 现有的自动化文档方法往往缺乏用户特异性.
- 有效的文档对于回忆和共享数据分析见解至关重要.
研究的目的:
- 开发InkSight,一个用于计算笔记本的混合倡议插件.
- 使用户能够通过直观的草图来表达对数据子集的意图.
- 为了自动生成根据用户兴趣量身定制的图表查找文档.
主要方法:
- InkSight使用开放路径和封闭路径草图来识别用户意图和数据子集.
- 它根据草图和选定的数据过数据事实类型.
- 大型语言模型 (GPT-3.5) 将推断的数据事实转化为自然语言文档.
主要成果:
- InkSight成功地基于用户草图生成相关文档.
- 用户可以通过对可视化的素描来直观地表达他们的意图.
- 生成的文档可以被用户方便地微调.
结论:
- InkSight 增强了在计算笔记本中记录图表发现的过程.
- 该插件有效地弥合了用户意图和自动化文档之间的差距.
- 用户研究证实了InkSight在促进数据分析文档的可用性和有效性.
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