TopoDetect is a Python package that allows the user to investigate if important topological features, such as the Degree of the nodes, their Triangle Count, or their Local Clustering Score, are preserved in the embeddings of graph representation models. Additionally, the framework enables the visualization of the embeddings according to the distribution of the topological features among the nodes. Moreover, TopoDetect enables us to study the effect of the preservation of these features by evaluating the performance of the embeddings on downstream learning tasks such as clustering and classification.
翻译:Toposet 是一个 Python 软件包, 用户可以用来调查是否在图形显示模型的嵌入中保存了重要地形特征, 如节点的度、三角数或地方集束计等; 此外, 该框架能够根据节点之间地形特征的分布对嵌入进行可视化; 此外, Toposet 使我们能够通过评价嵌入集群和分类等下游学习任务的业绩, 研究保存这些特征的效果。