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TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases

Summary: TurboISO delivers ultra-fast, robust subgraph isomorphism for large graphs via on-the-fly candidate region exploration that locates embeddings and stabilizes per-region order. COMB/PERM uses neighborhood equivalence classes (NEC) to enumerate combinations, prune permutations, and deliver speedups on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4769
Venue
SIGMOD
Year
2013
Pagerank
0.00017717377
Overall Rank
485 | 96.68%
DOI
10.1145/2463676.2465300

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{han_sigmod13,
        title = {{TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases}},
        author = {Han, Wook-Shin and Lee, Jinsoo and Lee, Jeong-Hoon},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465300},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465300},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 74 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
1,246 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011504088
1,487 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010615297
1,552 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010379532
2,035 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2787188e-05
2,065 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.2352771e-05
2,112 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.1514258e-05
2,182 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 9.010121e-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
2,731 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1959181e-05
3,102 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7568687e-05
3,194 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6491858e-05
3,251 Keys for Graphs 2015 VLDB 7.5963955e-05
3,522 A Partition-Based Approach to Structure Similarity Search 2014 VLDB 7.3491042e-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
3,997 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.9679551e-05
4,158 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.8628196e-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
4,748 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.5251089e-05
4,983 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.4127092e-05
5,118 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 6.3580186e-05
5,275 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.2873652e-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
5,581 Subgraph Matching over Graph Federation 2022 VLDB 6.1624715e-05
5,758 Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach 2025 SIGMOD 6.0972035e-05
5,870 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 6.061038e-05
5,942 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.0334209e-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
6,728 BOOMER: Blending Visual Formulation and Processing of P-Homomorphic Queries on Large Networks 2018 SIGMOD 5.7898807e-05
6,876 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 5.7483615e-05
6,924 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.738697e-05
6,961 GraphMineSuite: Enabling High-Performance and Programmable Graph Mining Algorithms with Set Algebra 2021 VLDB 5.7303405e-05
7,150 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.687428e-05
7,365 Extending Graph Patterns with Conditions 2020 SIGMOD 5.6329929e-05
7,664 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.5720259e-05
8,251 Fast Local Subgraph Counting 2024 VLDB 5.4574671e-05
9,440 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.2680376e-05
9,693 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 5.2351259e-05
9,872 TC-Match: Fast Time-constrained Continuous Subgraph Matching 2024 VLDB 5.2043672e-05
9,922 View-based Explanations for Graph Neural Networks 2024 SIGMOD 5.1955087e-05
9,942 A Modular Graph-Native Query Optimization Framework 2025 SIGMOD 5.1915905e-05
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