Stable Subgraph Isomorphism Search in Temporal Networks

Qi Zhang, Rong Hua Li, Hongchao Qin, Guoren Wang*, Zhiwei Zhang, Ye Yuan

*此作品的通讯作者

科研成果: 期刊稿件文章同行评审

摘要

In this paper, we study a new problem of seeking stable subgraph isomorphisms for a query graph in a temporal graph. To solve our problem, we first develop a pruning-based search algorithm using several new pruning tricks to prune the unpromising matching results during the search procedure. To further improve the efficiency, we propose a novel index structure called BCCIndex, based on an idea of bi-connected component decomposition of the query graph, which can efficiently support the stable subgraph isomorphism search. Equipped with the BCCIndex, we present an efficient query processing algorithm based on a carefully designed tree join technique. We conduct extensive experiments to evaluate our algorithms on four large real-life datasets, and the results demonstrate the efficiency and effectiveness of our algorithms.

源语言英语
页(从-至)6405-6420
页数16
期刊IEEE Transactions on Knowledge and Data Engineering
35
6
DOI
出版状态已出版 - 1 6月 2023

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