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Butterfly-Core Community Search over Labeled Graphs

Summary: Butterfly-Core Community (BCC) for cross-group labeled graphs. Finds dense butterfly networks containing two query vertices of different labels; wings are k-cores per query, connected as butterflies; 2-approx heuristic with fast distance, leader-pair, and index-based local search; validated on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h52f6523c069479be
Venue
VLDB
Year
2021
Pagerank
6.8784691e-05
Overall Rank
3,964 | 73.43%
DOI
10.14778/3476249.3476258
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{dong_vldb21,
        title = {{Butterfly-Core Community Search over Labeled Graphs}},
        author = {Dong, Zheng and Huang, Xin and Yuan, Guorui and Zhu, Hengshu and Xiong, Hui},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {11},
        pages = {2006--2018},
        doi = {10.14778/3476249.3476258},
        url = {https://doi.org/10.14778/3476249.3476258},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 13 of 13 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
274 Online Search of Overlapping Communities 2013 SIGMOD 0.00022499515
276 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022377798
373 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00019709993
696 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014671367
809 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.00013727469
970 Influential Community Search in Large Networks 2015 VLDB 0.00012749284
1,118 Approximate Closest Community Search in Networks 2016 VLDB 0.0001192817
1,227 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011426039
1,234 Attribute-Driven Community Search 2017 VLDB 0.0001138939
1,357 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00010903497
1,590 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010110798
2,110 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.0222862e-05
2,285 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.6875058e-05
2,873 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 7.9005874e-05
3,431 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.2925605e-05
4,057 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.8140795e-05
4,861 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 6.3646812e-05
6,316 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.7968726e-05
6,465 Efficient Progressive Minimum k-Core Search 2020 VLDB 5.7596353e-05
7,165 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.5797415e-05
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