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Approximate Closest Community Search in Networks

Summary: Introduces closest truss community search to curb free riders by maximizing trussness while minimizing diameter around query nodes. Despite strong inapproximability, a greedy 2-approximation plus truss indexing and deletion optimizations enables scalable search. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11508
Venue
VLDB
Year
2016
Pagerank
0.00012124571
Overall Rank
1,113 | 92.37%
DOI
10.14778/2850583.2850588

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{huang_vldb16,
        title = {{Approximate Closest Community Search in Networks}},
        author = {Huang, Xin and Lakshmanan, Laks V.S. and Yu, Jeffrey Xu and Cheng, Hong},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {4},
        pages = {276--287},
        doi = {10.14778/2850583.2850588},
        url = {https://doi.org/10.14778/2850583.2850588},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
1,069 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012323497
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
1,647 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010125633
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
3,395 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.44939e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
4,004 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.965474e-05
4,579 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.6203846e-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
5,149 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 6.3459884e-05
5,452 FirmTruss Community Search in Multilayer Networks 2023 VLDB 6.2138118e-05
5,491 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.2001141e-05
5,877 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 6.0551011e-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
6,368 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 5.8975125e-05
7,006 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.726836e-05
7,391 CommunityAF: An Example-based Community Search Method via Autoregressive Flow 2023 VLDB 5.626608e-05
7,408 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.6243648e-05
8,011 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 5.5074939e-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
9,688 Deep Overlapping Community Search via Subspace Embedding 2025 SIGMOD 5.2351259e-05
9,691 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.2351259e-05
9,695 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 5.2351259e-05
9,782 Inductive Attributed Community Search: to Learn Communities across Graphs 2024 VLDB 5.2209769e-05
10,367 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.093636e-05
10,423 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 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
10,857 Truss Decomposition in Hypergraphs 2025 VLDB 5.093636e-05
10,900 A Comprehensive Survey and Experimental Study of Learning-based Community Search 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
11,502 Density Personalized Group Query 2023 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
102 Truss Decomposition in Massive Networks 2012 VLDB 0.00034255289
189 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026114928
273 Online Search of Overlapping Communities 2013 SIGMOD 0.00022671795
276 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022620623
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
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