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Local Search of Communities in Large Graphs

Summary: Local search strategy for community search in large graphs; confines exploration to a vertex's neighborhood rather than a global traversal. Non-monotonic minimum-degree quality measure complicates local search; the paper proposes theories and algorithms and validates them on synthetic and real networks with millions of nodes. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4974
Venue
SIGMOD
Year
2014
Pagerank
0.00022620623
Overall Rank
276 | 98.11%
DOI
10.1145/2588555.2612179

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cui_sigmod14,
        title = {{Local Search of Communities in Large Graphs}},
        author = {Cui, Wanyun and Xiao, Yanghua and Wang, Haixun and Wang, Wei},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2612179},
        url = {https://dl.acm.org/doi/10.1145/2588555.2612179},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 49 of 49 citing papers.

Rank Citing Paper Year Venue Pagerank
706 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014789612
804 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.0001389717
982 Influential Community Search in Large Networks 2015 VLDB 0.0001283311
1,069 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012323497
1,113 Approximate Closest Community Search in Networks 2016 VLDB 0.00012124571
1,239 Attribute-Driven Community Search 2017 VLDB 0.000115381
1,328 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00011140898
1,378 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010971508
1,640 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010153865
1,647 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010125633
2,106 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.1568079e-05
2,321 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.7540322e-05
2,873 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 8.0099557e-05
3,254 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.5928992e-05
3,261 Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity 2015 SIGMOD 7.5853837e-05
3,312 On Querying Historical K-Cores 2021 VLDB 7.5309892e-05
3,395 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.44939e-05
4,004 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.965474e-05
4,485 OLAK: An Efficient Algorithm to Prevent Unraveling in Social Networks 2017 VLDB 6.6715036e-05
4,681 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.5665144e-05
4,921 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.4448544e-05
5,087 Discovering Polarization Niches via Dense Subgraphs with Attractors and Repulsers 2022 VLDB 6.3674344e-05
5,408 Reliable Community Search in Dynamic Networks 2022 VLDB 6.2280384e-05
5,491 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.2001141e-05
5,697 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 6.1174514e-05
5,877 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 6.0551011e-05
6,125 The Minimum Wiener Connector Problem 2015 SIGMOD 5.9675732e-05
6,156 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.9560993e-05
6,179 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.9496108e-05
6,251 The Flexible Socio Spatial Group Queries 2019 VLDB 5.9415675e-05
6,342 Efficient Progressive Minimum k-Core Search 2020 VLDB 5.9068493e-05
6,935 C-Explorer: Browsing Communities in Large Graphs 2017 VLDB 5.7350034e-05
7,006 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.726836e-05
8,477 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.4170414e-05
8,821 Efficient Unsupervised Community Search with Pre-trained Graph Transformer 2024 VLDB 5.3624668e-05
8,991 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.3377754e-05
9,072 Time-Topology Analysis 2021 VLDB 5.3251649e-05
9,301 Accelerating Core Decomposition in Billion-Scale Hypergraphs 2025 SIGMOD 5.289545e-05
9,690 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.2351259e-05
9,691 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.2351259e-05
10,280 Periodic Community Search in Temporal Graphs: Time Series-based Methods 2026 SIGMOD 5.093636e-05
10,308 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 5.093636e-05
10,367 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.093636e-05
10,448 Efficient Influential Community Search over Dynamic Graphs 2026 SIGMOD 5.093636e-05
10,470 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 5.093636e-05
10,528 Effective Durable Community Search in Large Temporal Graph 2026 VLDB 5.093636e-05
10,821 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 5.093636e-05
10,941 Effective and Efficient Community Search for Complex Network Semantics Capture: From Coarse-Grain to Fine-Grain 2025 VLDB 5.093636e-05
11,085 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
273 Online Search of Overlapping Communities 2013 SIGMOD 0.00022671795
364 Graph Clustering Based on Structural/Attribute Similarities 2009 VLDB 0.00020054172
1,163 Local Graph Sparsification for Scalable Clustering 2011 SIGMOD 0.00011865557
3,511 Scalable Discovery of Best Clusters on Large Graphs 2010 VLDB 7.3556982e-05
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