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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
h89e1bb33c3c07ff5
Venue
SIGMOD
Year
2013
Pagerank
0.00017479773
Overall Rank
485 | 96.76%
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 76 citing papers.

Rank Citing Paper Year Venue Pagerank
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
952 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00012878316
1,090 CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching 2019 SIGMOD 0.00012062682
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,253 Distributed Evaluation of Subgraph Queries Using Worst-case Optimal Low-Memory Dataflows 2018 VLDB 0.00011316982
1,502 Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs 2015 VLDB 0.00010431532
1,565 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 0.00010185615
1,860 Speeding Up Set Intersections in Graph Algorithms using SIMD Instructions 2018 SIGMOD 9.4720431e-05
1,907 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 9.379165e-05
1,988 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 9.2301018e-05
2,023 Scalable Distributed Subgraph Enumeration 2017 VLDB 9.1568397e-05
2,226 TurboFlux: A Fast Continuous Subgraph Matching System for Streaming Graph Data 2018 SIGMOD 8.7971869e-05
2,478 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 8.3890338e-05
2,635 Neural Subgraph Counting with Wasserstein Estimator 2022 SIGMOD 8.1795762e-05
3,020 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 7.7267183e-05
3,107 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 7.6265309e-05
3,329 Keys for Graphs 2015 VLDB 7.4086832e-05
3,582 A Partition-Based Approach to Structure Similarity Search 2014 VLDB 7.1715746e-05
3,771 Multi-Query Optimization for Subgraph Isomorphism Search 2017 VLDB 7.0132957e-05
3,885 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.9282318e-05
4,057 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.8140795e-05
4,099 A Comprehensive Survey and Experimental Study of Subgraph Matching: Trends, Unbiasedness, and Interaction 2024 SIGMOD 6.7940875e-05
4,133 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 6.7738028e-05
4,370 Circinus: Fast Redundancy-Reduced Subgraph Matching 2023 SIGMOD 6.6213567e-05
4,801 Symmetric Continuous Subgraph Matching with Bidirectional Dynamic Programming 2021 VLDB 6.3940913e-05
4,835 Taming Subgraph Isomorphism for RDF Query Processing 2015 VLDB 6.3793473e-05
5,224 Efficient Streaming Subgraph Isomorphism with Graph Neural Networks 2021 VLDB 6.2100595e-05
5,271 Cardinality Estimation of Subgraph Matching: A Filtering-Sampling Approach 2024 VLDB 6.1891764e-05
5,404 RapidFlow: An Efficient Approach to Continuous Subgraph Matching 2022 VLDB 6.132986e-05
5,418 Fast and Robust Distributed Subgraph Enumeration 2019 VLDB 6.1264302e-05
5,486 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 6.097643e-05
5,571 Making Graphs Compact by Lossless Contraction 2021 SIGMOD 6.0628752e-05
5,676 Subgraph Matching over Graph Federation 2022 VLDB 6.0246247e-05
5,895 Fast Maximum Common Subgraph Search: A Redundancy-Reduced Backtracking Approach 2025 SIGMOD 5.9387634e-05
5,995 An In-Depth Study of Continuous Subgraph Matching 2022 VLDB 5.903845e-05
6,245 Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding 2024 VLDB 5.8210521e-05
6,251 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 5.8179719e-05
6,272 SUFF: Accelerating Subgraph Matching with Historical Data 2023 VLDB 5.8112899e-05
6,711 BSX : Subgraph Matching with Batch Backtracking Search 2025 SIGMOD 5.6854796e-05
6,829 BOOMER: Blending Visual Formulation and Processing of P-Homomorphic Queries on Large Networks 2018 SIGMOD 5.6556888e-05
7,034 A Hierarchical Contraction Scheme for Querying Big Graphs 2022 SIGMOD 5.5998447e-05
7,126 GraphMineSuite: Enabling High-Performance and Programmable Graph Mining Algorithms with Set Algebra 2021 VLDB 5.580601e-05
7,502 Extending Graph Patterns with Conditions 2020 SIGMOD 5.4943054e-05
7,552 Fast Local Subgraph Counting 2024 VLDB 5.4802093e-05
7,769 Optimal Enumeration: Efficient Top-k Tree Matching 2015 VLDB 5.4391973e-05
8,899 Subgraph Matching: A New Decomposition Based Approach 2025 VLDB 5.2401722e-05
8,920 Efficient Top-k Frequent Subgraph Mining Using Tight Upper and Lower Bounds 2025 VLDB 5.2361195e-05
9,179 In-depth Analysis of Continuous Subgraph Matching in a Common Delta Query Compilation Framework 2024 SIGMOD 5.1992749e-05
9,881 BEE: Towards Redundancy Reduction via Block-Separator Decomposition for Subgraph Matching 2026 SIGMOD 5.1043481e-05
9,882 Accelerating Subgraph Matching through Fine-grained and Powerful Equivalences 2025 VLDB 5.1043481e-05
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