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Discovering Large Dense Subgraphs in Massive Graphs

Summary: Shingles-based recursive fingerprinting for large dense subgraphs in massive graphs; scalable on a single machine to tens of billions of edges. On a 50M-host, 11B-edge Web graph, it finds hundreds of giant dense subgraphs and proposes dense-subgraph extraction for spam detection in search engines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h63fc3163ea3e25f3
Venue
VLDB
Year
2005
Pagerank
0.0003029792
Overall Rank
130 | 99.14%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{gibson_vldb05,
        title = {{Discovering Large Dense Subgraphs in Massive Graphs}},
        author = {Gibson, David and Kumar, Ravi and Tomkins, Andrew},
        journal = {PVLDB},
        series = {{VLDB} '05},
        pages = {721--732},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 41 of 41 citing papers.

Rank Citing Paper Year Venue Pagerank
182 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026383593
255 On Triangulation-based Dense Neighborhood Graph Discovery 2011 VLDB 0.00022949287
274 Online Search of Overlapping Communities 2013 SIGMOD 0.00022499515
560 Densest Subgraph in Streaming and MapReduce 2012 VLDB 0.00016408664
563 Graph Summarization with Bounded Error 2008 SIGMOD 0.00016294243
886 Framework for Evaluating Clustering Algorithms in Duplicate Detection 2009 VLDB 0.00013215874
978 Dense Subgraph Maintenance under Streaming Edge Weight Updates for Real-time Story Identification 2012 VLDB 0.00012699423
1,179 Local Graph Sparsification for Scalable Clustering 2011 SIGMOD 0.00011604775
1,398 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 0.0001076734
1,495 Finding the Maximum Clique in Massive Graphs 2017 VLDB 0.0001046246
1,613 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010057822
2,005 Fast Hierarchy Construction for Dense Subgraphs 2017 VLDB 9.1851569e-05
2,613 Community Detection in Social Networks: An In-depth Benchmarking Study with a Procedure-Oriented Framework 2015 VLDB 8.2024968e-05
3,150 GConnect: A Connectivity Index for Massive Disk-Resident Graphs 2009 VLDB 7.5754686e-05
3,204 Assessing and Ranking Structural Correlations in Graphs 2011 SIGMOD 7.5222293e-05
3,235 Graph Cube: On Warehousing and OLAP Multidimensional Networks 2011 SIGMOD 7.4859375e-05
3,396 Scaling Up k-Clique Densest Subgraph Detection 2023 SIGMOD 7.3277458e-05
4,323 On Dense Pattern Mining in Graph Streams 2010 VLDB 6.650678e-05
4,377 Anchored Densest Subgraph 2022 SIGMOD 6.6166943e-05
4,938 Horton+: A Distributed System for Processing Declarative Reachability Queries over Partitioned Graphs 2013 VLDB 6.3327465e-05
4,944 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 6.3297928e-05
5,130 Link Spam Detection Based on Mass Estimation 2006 VLDB 6.2471873e-05
5,164 Efficient Load-Balanced Butterfly Counting on GPU 2022 VLDB 6.2343301e-05
5,575 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 6.0626208e-05
5,576 I/O-Efficient Butterfly Counting at Scale 2023 SIGMOD 6.062102e-05
7,370 Spade: A Real-Time Fraud Detection Framework on Evolving Graphs 2023 VLDB 5.5258876e-05
7,629 Mining Attribute-structure Correlated Patterns in Large Attributed Graphs 2012 VLDB 5.4642789e-05
7,752 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 5.4440674e-05
7,832 A Counting-based Approach for Efficient k-Clique Densest Subgraph Discovery 2024 SIGMOD 5.4289543e-05
8,396 Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs 2025 SIGMOD 5.3238057e-05
8,993 An Efficient and Exact Algorithm for Locally h-Clique Densest Subgraph Discovery 2024 SIGMOD 5.2288673e-05
9,004 Efficient and Effective Algorithms for Generalized Densest Subgraph Discovery 2023 SIGMOD 5.2256037e-05
9,762 Faster and Efficient Density Decomposition via Proportional Response with Exponential Momentum 2025 SIGMOD 5.115551e-05
9,911 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 5.0983269e-05
10,613 The Power of Core Clique Removal for Exact Clique Enumeration 2026 SIGMOD 4.9605343e-05
10,636 Efficient and Scalable Directed Densest Subgraph Discovery 2026 SIGMOD 4.9605343e-05
10,860 CREST: Approximate k-Clique Counting in Real-World Networks via Refinement of Star-Based Sample Space 2026 VLDB 4.9605343e-05
10,879 Efficient Locally h-Clique Densest Subgraph Discovery via Divide-and-Conquer 2026 VLDB 4.9605343e-05
10,945 Resource-Efficient FirmCore Decomposition on Billion-scale Multilayer Graphs 2026 VLDB 4.9605343e-05
11,383 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 2025 VLDB 4.9605343e-05
11,966 Densest Subgraph Discovery on Large Graphs: Applications, Challenges, and Techniques 2022 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 1 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6,115 Extracting large-scale knowledge bases from the web 1999 VLDB 5.86577e-05
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