GuP: Fast Subgraph Matching by Guard-based Pruning

June 11, 2023 Β· Declared Dead Β· πŸ› Proc. ACM Manag. Data

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Authors Junya Arai, Yasuhiro Fujiwara, Makoto Onizuka arXiv ID 2306.06557 Category cs.DB: Databases Cross-listed cs.DS, cs.IR Citations 40 Venue Proc. ACM Manag. Data Last Checked 6 months ago
Abstract
Subgraph matching, which finds subgraphs isomorphic to a query, is the key to information retrieval from data represented as a graph. To avoid redundant exploration in the data, existing methods restrict the search space by extracting candidate vertices and candidate edges that may constitute isomorphic subgraphs. However, it still requires expensive computation because candidate vertices induce many subgraphs that are not isomorphic to the query. In this paper, we propose GuP, a subgraph matching algorithm with pruning based on guards. Guards are a pattern of intermediate search states that never find isomorphic subgraphs. GuP attaches a guard on each candidate vertex and edge and filters out them adaptively to the search state. The experimental results showed that GuP can efficiently solve various queries, including those that the state-of-the-art methods could not solve in practical time.
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