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Domino: Extracting, Comparing, and Manipulating Subsets Across Multiple Tabular Datasets

机译:Domino:跨多个表格数据集提取,比较和操作子集

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摘要

Answering questions about complex issues often requires analysts to take into account information contained in multiple interconnected datasets. A common strategy in analyzing and visualizing large and heterogeneous data is dividing it into meaningful subsets. Interesting subsets can then be selected and the associated data and the relationships between the subsets visualized. However, neither the extraction and manipulation nor the comparison of subsets is well supported by state-of-the-art techniques. In this paper we present , a novel multiform visualization technique for effectively representing subsets and the relationships between them. By providing comprehensive tools to arrange, combine, and extract subsets, allows users to create both common visualization techniques and advanced visualizations tailored to specific use cases. In addition to the novel technique, we present an implementation that enables analysts to manage the wide range of options that our approach offers. Innovative interactive features such as placeholders and live previews support rapid creation of complex analysis setups. We introduce the technique and the implementation using a simple example and demonstrate scalability and effectiveness in a use case from the field of cancer genomics.
机译:要回答有关复杂问题的问题,通常需要分析师考虑多个互连数据集中包含的信息。分析和可视化大型异构数据的一种常见策略是将其划分为有意义的子集。然后可以选择有趣的子集,并将关联的数据和子集之间的关系可视化。但是,最新技术并不能很好地支持提取和操作以及子集的比较。在本文中,我们提出了一种新颖的多形式可视化技术,用于有效表示子集及其之间的关系。通过提供用于布置,组合和提取子集的综合工具,允许用户创建通用的可视化技术和针对特定用例量身定制的高级可视化。除了新颖的技术,我们还提供了一种使分析师能够管理我们的方法提供的广泛选择的实现。占位符和实时预览等创新的交互式功能支持快速创建复杂的分析设置。我们使用一个简单的示例介绍该技术和实现,并在癌症基因组学领域的用例中演示可伸缩性和有效性。

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