CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination
Linglin Yang, Xunbin Su, Lei Zou, Xiangyang Gou, Yinnian Lin
摘要
Subgraph matching is a fundamental problem in graph analysis with a wide range of applications. However, due to its inherent NP-hardness, enumerating subgraph matches efficiently on large real-world graphs remains highly challenging. Most existing works adopt a depth-first search (DFS) backtracking strategy, where a partial embedding is gradually extended in a DFS manner along a branch of the search trees until either a full embedding is found or no further extension is possible. A major limitation of this paradigm is the significant amount of duplicate computation that occurs during enumeration, which increases the overall runtime. To overcome this limitation, we propose a novel subgraph matching algorithm, CEMR. It incorporates two techniques to reduce duplicate extensions: common extension merging , which leverages a black-white vertex encoding, and common extension reusing , which employs common extension buffers. In addition, we design two pruning techniques to discard unpromising search branches. Extensive experiments on real-world datasets and diverse query workloads demonstrate that CEMR outperforms state-of-the-art subgraph matching methods.
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它引用的顶会 Paper13
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- GraphPi: high performance graph pattern matching through effective redundancy eliminationTianhui Shi, Mingshu Zhai, Yi Xu, Jidong ZhaiSC 2020 · 被引用 72 次
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