论文标题

Hitailor:层次表格数据的交互式转换和可视化

HiTailor: Interactive Transformation and Visualization for Hierarchical Tabular Data

论文作者

Li, Guozheng, Li, Runfei, Wang, Zicheng, Liu, Chi Harold, Lu, Min, Wang, Guoren

论文摘要

表格可视化技术将视觉表示与表格数据集成在一起,以避免由用户的注意力分裂引起的其他认知负荷。但是,大多数现有研究都集中在简单的平面表上,而不是分层表,其复杂的结构限制了可视化结果的表现力,并影响了用户可视化构造的效率。我们介绍了Hitailor,这是一种用于介绍和探索层次表的技术。 Hitailor构建了一个抽象模型,该模型将行/列标题定义为两次结构和层次结构。基于我们的摘要模型,我们确定了三对操作员,交换/转置,tostack/tolinear,折叠/展开,用于层次表的转换,以支持用户的全面探索。转换后,用户可以在层次表中指定一个单元格或感兴趣的单元格作为可视化的桌面,并且Hitailor使用不同的机制根据抽象模型建议其他相关的桌子。我们通过比较研究和与领域专家的案例研究一起证明了Hitailor系统的可用性,这表明Hitailor可以从不同的角度呈现和探索层次表。 Https://github.com/bitvis2021/hitailor可以找到Hitailor。

Tabular visualization techniques integrate visual representations with tabular data to avoid additional cognitive load caused by splitting users' attention. However, most of the existing studies focus on simple flat tables instead of hierarchical tables, whose complex structure limits the expressiveness of visualization results and affects users' efficiency in visualization construction. We present HiTailor, a technique for presenting and exploring hierarchical tables. HiTailor constructs an abstract model, which defines row/column headings as biclustering and hierarchical structures. Based on our abstract model, we identify three pairs of operators, Swap/Transpose, ToStacked/ToLinear, Fold/Unfold, for transformations of hierarchical tables to support users' comprehensive explorations. After transformation, users can specify a cell or block of interest in hierarchical tables as a TableUnit for visualization, and HiTailor recommends other related TableUnits according to the abstract model using different mechanisms. We demonstrate the usability of the HiTailor system through a comparative study and a case study with domain experts, showing that HiTailor can present and explore hierarchical tables from different viewpoints. HiTailor is available at https://github.com/bitvis2021/HiTailor.

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