Stable Subgraph Isomorphism Search in Temporal Networks

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

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

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.

Original languageEnglish
Pages (from-to)6405-6420
Number of pages16
JournalIEEE Transactions on Knowledge and Data Engineering
Volume35
Issue number6
DOIs
Publication statusPublished - 1 Jun 2023

Keywords

  • Graph query
  • subgraph isomorphism search
  • temporal graphs

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