In this thesis, we bridge the two lines of research, node embedding and graph summarization: we introduce scalable methods for generating summaries of latent or non-latent (original) node features that achieve
We study group-summarization of probabilistic graphs that naturally arise in social networks, semistructured data, and other applications. Our proposed framework groups the nodes and edges of the graph based on a user selected set of node attributes. We present methods to compute useful graph ...
【论文笔记】Graph Summarization Methods and Applications- A Survey 二、图摘要的类型 1.输入:静态或动态。 大多数摘要方法在静态网络上运行,利用图结构(链接)和节点/边缘属性(如果可用)。 在某些情况下,静态方法适用于处理视为一系列静态快照的动态网络。在其他情况下,图流的新方法被设计出来。 2.输入:均质或...
【论文笔记】Graph Summarization Methods and Applications- A Survey 二、图摘要的类型 1.输入:静态或动态。 大多数摘要方法在静态网络上运行,利用图结构(链接)和节点/边缘属性(如果可用)。 在某些情况下,静态方法适用于处理视为一系列静态快照的动态网络。在其他情况下,图流的新方法被设计出来。 2.输入:均质...
focused, and single-document versus multi-document, have become less rele-vant. While early applications of the transformer architecture showed substantial improvements on the state-of-the-art for all such summarization tasks (Goodwin et al., 2020; Laskar et al., 2022; Liu and Lapata, 2019),...
Finally, we compile resources, such as data, code, and other learning materials to foster interdisciplinary communication. This review, driven by recent trends in GNNs in DSTN studies since 2023, could democratize abundant datasets and efficient GNN methods for various transportation problems including ...
A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects 4.2.1 Hard/Crisp CLustering Each data object belongs to only one cluster in a hard or crisp clustering algorithm. The clustering methods under this categ...
The rapid growth in the volume of visual data and its wide applications in real-world scene summarization is essential for enabling efficient and meaningful access to image or video content. Most existing methods are based on deep learning, have limitations in running time, accuracy, and resource...
In general, /beta APIs are not recommended for use in production applications. To determine whether an API is available in v1.0, use the Version selector Note: The Microsoft Graph API for Intune requires an active Intune license for the tenant. Indicates type of summarization. Pos...
【论文笔记】Graph Summarization Methods and Applications- A Survey 二、图摘要的类型 1.输入:静态或动态。 大多数摘要方法在静态网络上运行,利用图结构(链接)和节点/边缘属性(如果可用)。 在某些情况下,静态方法适用于处理视为一系列静态快照的动态网络。在其他情况下,图流的新方法被设计出来。 2.输入:均质或...