Software libraries for Topological Data Analysis (TDA) offer limited support for interactive visualization. Most libraries only allow to visualize topological descriptors (e.g., persistence diagrams), and lose the connection with the original domain of data. This makes it challenging for users to interpret the results of a TDA pipeline in an exploratory context. In this paper, we present TopoEmbedding, a web-based tool that simplifies the interactive visualization and analysis of persistence-based descriptors. TopoEmbedding allows non-experts in TDA to explore similarities and differences found by TDA descriptors with simple yet effective visualization techniques.
翻译:地形数据分析软件库(TDA)对互动可视化的支持有限,大多数图书馆只允许可视化表层描述器(如持久性图表),并失去与原始数据域的连接。这使得用户在探索背景下解释TDA管道的结果具有挑战性。在本文中,我们介绍了一个基于网络的工具TopoEmbideding,这是一个简化基于持久性描述器互动可视化和分析的网络工具。topoEmbeding允许TDA的非专家探索TDA描述器与简单而有效的可视化技术的相似之处和差异。