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Efficient Subgraph Matching by Postponing Cartesian Products

Summary: Postpones Cartesian products in Ullmann-style subgraph matching to curb unpromising results from dissimilar vertices. Adds a path-based DS of size O(|E(G)|·|V(q)|) to reduce the |V(G)|^(|V(q)|−1) blowup and yield up to 3 orders of magnitude speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha17aa5bee460364c
Venue
SIGMOD
Year
2016
Pagerank
0.00015032442
Overall Rank
658 | 95.60%
DOI
10.1145/2882903.2915236

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bi_sigmod16,
        title = {{Efficient Subgraph Matching by Postponing Cartesian Products}},
        author = {Bi, Fei and Chang, Lijun and Lin, Xuemin and Qin, Lu and Zhang, Wenjie},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2915236},
        url = {https://dl.acm.org/doi/10.1145/2882903.2915236},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 75 citing papers.

Rank Citing Paper Year Venue Pagerank
10,289 A Comprehensive Survey of Subgraph Matching: [Experiments & Analysis] 2026 SIGMOD 5.031399e-05
10,303 GraphMatch: Subgraph Query Processing on Steroids 2026 SIGMOD 5.0294306e-05
10,333 MAVIS: Materialized View for Subgraph Matching 2026 SIGMOD 5.0225409e-05
10,338 VINCENT: Towards Efficient Exploratory Subgraph Search in Graph Databases 2022 VLDB 5.0211131e-05
10,379 Algebraic Subgraph Counting 2027 SIGMOD 4.9605343e-05
10,498 Beyond Maximum Common Subgraph: A Framework Maximizing Shared Computation for Multi-Query Subgraph Matching 2026 SIGMOD 4.9605343e-05
10,583 Sublime: Selecting Subgraph Matching Algorithms via Machine Learning 2026 SIGMOD 4.9605343e-05
10,630 Continuous Subgraph Matching via Cost-Model-based Dynamic Vertex Dominance Embeddings 2026 SIGMOD 4.9605343e-05
10,647 GraphTwin: Cache-Centric Bit-Level Graph Representation for Fast and Exact Graph Queries 2026 SIGMOD 4.9605343e-05
10,689 An Extensive Experimental Study of Indexes in Continuous Subgraph Matching:[Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,712 Enumerating Graph Pattern Matches with ML Oracles 2026 SIGMOD 4.9605343e-05
10,779 A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs 2026 VLDB 4.9605343e-05
10,805 CEMR: An Effective Subgraph Matching Algorithm with Redundant Extension Elimination 2026 VLDB 4.9605343e-05
10,811 Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration 2026 VLDB 4.9605343e-05
10,817 gMatch: Fine-Grained and Hardware-Efficient Subgraph Matching on GPUs 2026 VLDB 4.9605343e-05
10,859 Subgraph Enumeration: Beyond Tree Decomposition 2026 VLDB 4.9605343e-05
11,059 Aquila: A High-Concurrency System for Incremental Graph Query 2026 VLDB 4.9605343e-05
11,123 Efficient Partition-based Approaches for Diversified Top-k Subgraph Matching 2026 VLDB 4.9605343e-05
11,270 cuMatch: A GPU-based Memory-Efficient Worst-case Optimal Join Processing Method for Subgraph Queries with Complex Patterns 2025 SIGMOD 4.9605343e-05
11,349 Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach 2025 VLDB 4.9605343e-05
11,491 Mix & Match: Subgraph Matching for Absolute Coverage 2025 VLDB 4.9605343e-05
11,590 Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching 2024 SIGMOD 4.9605343e-05
11,601 Towards a Converged Relational-Graph Optimization Framework 2024 SIGMOD 4.9605343e-05
12,115 Simulation-based Approximate Graph Pattern Matching 2020 SIGMOD 4.9605343e-05
12,145 IDAR: Fast Supergraph Search Using DAG Integration 2020 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

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

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