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Efficient Top-k Frequent Subgraph Mining Using Tight Upper and Lower Bounds

Summary: Minting: a top-k frequent subgraph miner for single-graph MNI that uses a novel tight upper bound to drastically prune candidates, reducing the number of MNI evaluations. Also speeds each MNI via combined lower/upper bounds, yielding up to 1000× speedups and scaling to large k. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14204
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,848 | 24.54%
DOI
10.14778/3712221.3712225

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Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
203 Graph Indexing: A Frequent Structure-based Approach 2004 SIGMOD 0.00034889335
764 TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases 2013 SIGMOD 0.00017018712
1,089 GRAMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.00014157922
1,180 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00013456907
1,333 Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins 2019 VLDB 0.00012523806
1,561 Efficient Subgraph Matching: Harmonizing Dynamic Programming, Adaptive Matching Order, and Failing Set Together 2019 SIGMOD 0.00011358946
1,747 Mining Significant Graph Patterns by Leap Search 2008 SIGMOD 0.00010691242
1,924 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00010077055
3,036 RapidMatch: A Holistic Approach to Subgraph Query Processing 2021 VLDB 7.6735171e-05
3,187 Versatile Equivalences: Speeding up Subgraph Query Processing and Subgraph Matching 2021 SIGMOD 7.4136521e-05
3,646 G-CARE: A Framework for Performance Benchmarking of Cardinality Estimation Techniques for Subgraph Matching 2020 SIGMOD 6.8853079e-05
4,470 GuP: Fast Subgraph Matching by Guard-based Pruning 2023 SIGMOD 6.1557462e-05
5,854 Diversified Top-k Subgraph Querying in a Large Graph 2016 SIGMOD 5.3006473e-05
6,971 BOOMER: Blending Visual Formulation and Processing of P-Homomorphic Queries on Large Networks 2018 SIGMOD 4.8792893e-05
7,100 BICE: Exploring Compact Search Space by Using Bipartite Matching and Cell-Wide Verification 2023 VLDB 4.8326259e-05
7,586 Maverick: Discovering Exceptional Facts from Knowledge Graphs 2018 SIGMOD 4.7036704e-05
7,883 Towards Plug-and-Play Visual Graph Query Interfaces: Data-driven Selection of Canned Patterns for Large Networks 2021 VLDB 4.6282138e-05
8,210 Mining Top-k Pairs of Correlated Subgraphs in a Large Network 2020 VLDB 4.5581054e-05
9,565 Flexible and Feasible Support Measures for Mining Frequent Patterns in Large Labeled Graphs 2017 SIGMOD 4.3254416e-05
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