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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
hf647d06e261d9dbd
Venue
VLDB
Year
2016
Pagerank
0.0001192817
Overall Rank
1,118 | 92.51%
DOI
10.14778/2850583.2850588
PDF
Download (CC BY-NC-ND 4.0)

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 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
1,045 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012318828
1,234 Attribute-Driven Community Search 2017 VLDB 0.0001138939
1,357 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.00010903497
1,405 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010745719
1,590 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010110798
2,285 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.6875058e-05
2,941 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.8196527e-05
3,221 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.5060153e-05
3,431 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 7.2925605e-05
3,778 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.0037629e-05
3,881 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.9309694e-05
3,964 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.8784691e-05
4,595 Influential Community Search over Large Heterogeneous Information Networks 2023 VLDB 6.4993083e-05
4,861 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 6.3646812e-05
4,973 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3201026e-05
5,362 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.1487755e-05
5,502 FirmTruss Community Search in Multilayer Networks 2023 VLDB 6.0903796e-05
5,575 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 6.0626208e-05
5,771 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.9830136e-05
6,002 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 5.9028394e-05
6,261 The Flexible Socio Spatial Group Queries 2019 VLDB 5.8143328e-05
6,316 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.7968726e-05
7,088 CommunityAF: An Example-based Community Search Method via Autoregressive Flow 2023 VLDB 5.5876259e-05
7,165 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.5797415e-05
7,568 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.4773947e-05
8,087 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.3746995e-05
8,088 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 5.3746503e-05
8,395 Efficient Unsupervised Community Search with Pre-trained Graph Transformer 2024 VLDB 5.3240312e-05
8,444 Truss Decomposition in Hypergraphs 2025 VLDB 5.3148581e-05
9,184 Truss-based Community Search over Streaming Directed Graphs 2024 VLDB 5.1982941e-05
9,188 Deep Overlapping Community Search via Subspace Embedding 2025 SIGMOD 5.1975376e-05
9,247 Inductive Attributed Community Search: to Learn Communities across Graphs 2024 VLDB 5.1862386e-05
9,908 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.0983269e-05
9,911 Parallel Algorithms for Hierarchical Nucleus Decomposition 2024 SIGMOD 5.0983269e-05
10,142 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.0597449e-05
10,413 To Learn or Not to Learn? An In-depth Empirical Analysis of Community Search Approaches 2027 SIGMOD 4.9605343e-05
10,639 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 4.9605343e-05
10,684 A Unified Framework for Dense Subgraph Maintenance over Dynamic Bipartite Graphs 2026 SIGMOD 4.9605343e-05
10,708 Efficient Influential Community Search over Dynamic Graphs 2026 SIGMOD 4.9605343e-05
10,729 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 4.9605343e-05
10,783 Effective Durable Community Search in Large Temporal Graph 2026 VLDB 4.9605343e-05
11,293 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 4.9605343e-05
11,390 Effective and Efficient Community Search for Complex Network Semantics Capture: From Coarse-Grain to Fine-Grain 2025 VLDB 4.9605343e-05
11,861 Density Personalized Group Query 2023 VLDB 4.9605343e-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
96 Truss Decomposition in Massive Networks 2012 VLDB 0.00034261728
182 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026383593
274 Online Search of Overlapping Communities 2013 SIGMOD 0.00022499515
276 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00022377798
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
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