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Mining Top-k Pairs of Correlated Subgraphs in a Large Network

Summary: Introduces correlated subgraph mining, targeting top-k pairs whose instances co-occur nearby—unlike conventional frequent-subgraph mining. Best-first exact/approximate search, top-k pruning, and the on-demand compressed Replica structure enable scalable correlation computation. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
12248
Venue
VLDB
Year
2020
Pagerank
5.4666548e-05
Overall Rank
8,206 | 43.70%
DOI
10.14778/3397230.3397245

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{prateek_vldb20,
        title = {{Mining Top-k Pairs of Correlated Subgraphs in a Large Network}},
        author = {Prateek, Arneish and Khan, Arijit and Goyal, Akshit and Ranu, Sayan},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {9},
        pages = {1511--1524},
        doi = {10.14778/3397230.3397245},
        url = {https://doi.org/10.14778/3397230.3397245},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
11,072 Efficient Top-k Frequent Subgraph Mining Using Tight Upper and Lower Bounds 2025 VLDB 5.093636e-05
11,408 Closest Pairs Search Over Data Stream 2023 SIGMOD 5.093636e-05
11,583 Answering Regular Path Queries through Exemplars 2022 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
27 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00052255472
1,085 GraMI: Frequent Subgraph and Pattern Mining in a Single Large Graph 2014 VLDB 0.0001225302
1,128 Graph Pattern Matching: From Intractable to Polynomial Time 2010 VLDB 0.0001206219
1,394 Neighborhood Based Fast Graph Search in Large Networks 2011 SIGMOD 0.0001093153
1,972 Mining Significant Graph Patterns by Leap Search 2008 SIGMOD 9.3708222e-05
2,285 NeMa: Fast Graph Search with Label Similarity 2013 VLDB 8.8052998e-05
2,718 Graph Homomorphism Revisited for Graph Matching 2010 VLDB 8.209788e-05
3,056 VIIQ: Auto-Suggestion Enabled Visual Interface for Interactive Graph Query Formulation 2015 VLDB 7.8075329e-05
3,149 Assessing and Ranking Structural Correlations in Graphs 2011 SIGMOD 7.7066337e-05
3,439 COMMIT: A Scalable Approach to Mining Communication Motifs from Dynamic Networks 2015 SIGMOD 7.4144782e-05
4,581 Mining Graph Patterns Efficiently via Randomized Summaries 2009 VLDB 6.6198548e-05
5,401 Towards Proximity Pattern Mining in Large Graphs 2010 SIGMOD 6.2318138e-05
5,484 Capturing Topology in Graph Pattern Matching 2012 VLDB 6.2018052e-05
5,603 Output Space Sampling for Graph Patterns 2009 VLDB 6.153476e-05
5,965 Answering Top-k Representative Queries on Graph Databases 2014 SIGMOD 6.0256454e-05
6,641 GAIA: Graph Classification Using Evolutionary Computation 2010 SIGMOD 5.8162256e-05
7,466 Mining Attribute-structure Correlated Patterns in Large Attributed Graphs 2012 VLDB 5.6104855e-05
9,358 SkyGraph: Retrieving Regions of Interest using Skyline Subgraph Queries 2017 VLDB 5.2822032e-05
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