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Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs

Summary: BoostIso exploits vertex relationships to prune duplicate work in backtracking-based subgraph isomorphism. Experiments on real graphs show speedups for existing algorithms, up to orders of magnitude on graphs with dense vertex relationships. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11361
Venue
VLDB
Year
2015
Pagerank
0.00010615297
Overall Rank
1,487 | 89.80%
DOI
10.14778/2935470.2935478

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ren_vldb15,
        title = {{Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs}},
        author = {Ren, Xuguang and Wang, Junhu},
        journal = {PVLDB},
        series = {{VLDB} '15},
        volume = {9},
        number = {8},
        pages = {617--628},
        doi = {10.14778/2935470.2935478},
        url = {https://doi.org/10.14778/2935470.2935478},
        year = {2015}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015214062
1,006 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012699518
1,102 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012166591
1,237 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011545768
2,182 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 9.010121e-05
2,187 Subgraph Matching: on Compression and Computation 2018 VLDB 8.9966682e-05
2,190 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 8.9804702e-05
2,607 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3489531e-05
3,709 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.1780227e-05
3,821 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 7.0933895e-05
4,563 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6291459e-05
4,722 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.5438628e-05
4,832 Association Rules with Graph Patterns 2015 VLDB 6.4877e-05
5,296 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.2782852e-05
5,370 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 6.2436385e-05
5,415 Making Graphs Compact by Lossless Contraction 2021 SIGMOD 6.2255551e-05
5,571 Hub Labeling for Shortest Path Counting 2020 SIGMOD 6.1686653e-05
6,149 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.9581422e-05
6,393 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8879832e-05
6,924 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.738697e-05
8,809 Adding Counting Quantifiers to Graph Patterns 2016 SIGMOD 5.3655939e-05
9,440 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.2680376e-05
10,354 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 5.093636e-05
10,419 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,428 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,552 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 5.093636e-05
10,558 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 5.093636e-05
11,075 Mix & Match: Subgraph Matching for Absolute Coverage 2025 VLDB 5.093636e-05
11,192 Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching 2024 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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