IDAR: Fast Supergraph Search Using DAG Integration
Hyunjoon Kim, Seunghwan Min, Kunsoo Park, Xuemin Lin, Seok-Hee Hong, Wook-Shin Han
摘要
Supergraph search is one of fundamental graph query processing problems in many application domains. Given a query graph and a set of data graphs, supergraph search is to find all the data graphs contained in the query graph as subgraphs. In existing algorithms, index construction or filtering approaches are computationally expensive, and search methods can cause redundant computations. In this paper, we introduce four new concepts to address these limitations: (1) DAG integration, (2) dynamic programming between integrated DAG and graph, (3) active-first search, and (4) relevance-size order, which together lead to a much faster and scalable algorithm for supergraph search. Extensive experiments with real datasets show that our approach outperforms state-of-the-art algorithms by up to orders of magnitude in terms of indexing time and query processing time.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper2
- BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide VerificationYunyoung Choi, Kunsoo Park, Hyunjoon KimVLDB 2023 · 被引用 20 次
- A Reachability Index for Recursive Label-Concatenated Graph QueriesChao Zhang, Angela Bonifati, Hugo Kapp, Vlad Ioan Haprian 等ICDE 2023 · 被引用 7 次
相关 Paper
- Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph MatchingHyunjoon Kim, Yunyoung Choi, Kunsoo Park, Xuemin Lin 等SIGMOD 2021 · 被引用 75 次
- Efficient Temporal Subgraph Management: A New Interval IndexDian Ouyang, Yikun Wang, Dong Wen, Wenjie Zhang 等VLDB 2026
- S^3AND: Efficient Subgraph Similarity Search Under Aggregated Neighbor Difference SemanticsQi Wen, Yutong Ye, Xiang Lian, Mingsong ChenVLDB 2025 · 被引用 3 次
- Efficient Hypergraph Pattern Matching via Match-and-Filter and Intersection ConstraintSiwoo Song, Wonseok Shin, Kunsoo Park, Giuseppe F. Italiano 等ICDE 2026
- RapidMatch: A Holistic Approach to Subgraph Query ProcessingShixuan Sun, Xibo Sun, Yulin Che, Qiong Luo 等VLDB 2021 · 被引用 105 次
