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Effective Community Search for Large Attributed Graphs

Summary: Introduces attributed community search that jointly enforces graph cohesion and shared keywords, enabling precise, personalized communities. The CL-tree index and three search algorithms scale effectively on large Flickr, DBLP, Tencent, and DBpedia graphs. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h131c09bdc58964a5
Venue
VLDB
Year
2016
Pagerank
0.00014562182
Overall Rank
714 | 95.21%
DOI
10.14778/2994509.2994538
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fang_vldb16,
        title = {{Effective Community Search for Large Attributed Graphs}},
        author = {Fang, Yixiang and Cheng, Reynold and Luo, Siqiang and Hu, Jiafeng},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {12},
        pages = {1233},
        doi = {10.14778/2994509.2994538},
        url = {https://doi.org/10.14778/2994509.2994538},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 50 citing papers.

Rank Citing Paper Year Venue Pagerank
1,092 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00012066667
1,262 Attribute-Driven Community Search 2017 VLDB 0.00011284364
1,414 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010732477
1,664 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.9394611e-05
2,044 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.1373547e-05
2,148 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 8.9552955e-05
2,442 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 8.4581267e-05
2,941 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.8297732e-05
3,251 On Querying Historical K-Cores 2021 VLDB 7.4903737e-05
3,318 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.4289128e-05
3,791 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.0158046e-05
3,875 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.9503439e-05
4,082 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 6.8146499e-05
4,095 When Engagement Meets Similarity: Efficient (k,r)-Core Computation on Social Networks 2017 VLDB 6.8091843e-05
4,637 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.4902365e-05
4,956 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3381425e-05
5,004 Efficiently Answering Reachability and Path Queries on Temporal Bipartite Graphs 2021 VLDB 6.3172422e-05
5,495 FirmTruss Community Search in Multilayer Networks 2023 VLDB 6.1064375e-05
5,549 Reliable Community Search in Dynamic Networks 2022 VLDB 6.0854158e-05
5,625 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.0581552e-05
6,000 Neural Attributed Community Search at Billion Scale 2023 SIGMOD 5.9170672e-05
6,180 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.8570846e-05
6,266 The Flexible Socio Spatial Group Queries 2019 VLDB 5.8296228e-05
6,292 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.8197041e-05
6,316 Densely Connected User Community and Location Cluster Search in Location-Based Social Networks 2020 SIGMOD 5.8138243e-05
6,468 Efficient Progressive Minimum k-Core Search 2020 VLDB 5.7724639e-05
7,061 C-Explorer: Browsing Communities in Large Graphs 2017 VLDB 5.6079878e-05
7,153 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.5959729e-05
7,553 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.4955664e-05
8,002 ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms 2021 VLDB 5.4080343e-05
8,299 Capturing Associations in Graphs 2020 VLDB 5.3587491e-05
8,379 Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs 2025 SIGMOD 5.3414679e-05
8,397 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3385249e-05
8,651 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.2929907e-05
9,871 Deep Overlapping Community Search via Subspace Embedding 2025 SIGMOD 5.115241e-05
9,874 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.115241e-05
9,875 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.115241e-05
9,968 Inductive Attributed Community Search: to Learn Communities across Graphs 2024 VLDB 5.1014161e-05
10,530 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 4.9769913e-05
10,561 Budgeted Strong Community Search in Heterogeneous Graphs 2026 SIGMOD 4.9769913e-05
10,625 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 2026 SIGMOD 4.9769913e-05
10,647 Efficient Influential Community Search over Dynamic Graphs 2026 SIGMOD 4.9769913e-05
10,668 LMSC: Local Sketch Modularity Optimisation for Size-Constrained Community Search in Networks 2026 SIGMOD 4.9769913e-05
10,722 Effective Durable Community Search in Large Temporal Graph 2026 VLDB 4.9769913e-05
10,823 X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs 2026 VLDB 4.9769913e-05
11,108 A Local Search Approach to Efficient (k, p)-Core Maintenance 2025 SIGMOD 4.9769913e-05
11,237 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 4.9769913e-05
11,259 Efficient Maintenance of 2-Hop Labeling Index on Dynamic Small-World Graphs 2025 VLDB 4.9769913e-05
11,305 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 4.9769913e-05
11,586 Distributed Shortest Distance Labeling on Large-Scale Graphs 2024 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

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