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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
0.00014671367
Overall Rank
696 | 95.34%
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 51 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
1,405 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
1,995 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.2189157e-05
2,110 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.0222862e-05
2,366 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 8.5505796e-05
2,941 Query Driven-Graph Neural Networks for Community Search: From Non-Attributed, Attributed, to Interactive Attributed 2022 VLDB 7.8196527e-05
3,170 On Querying Historical K-Cores 2021 VLDB 7.5572564e-05
3,221 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.5060153e-05
3,778 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.0037629e-05
3,863 When Engagement Meets Similarity: Efficient (k,r)-Core Computation on Social Networks 2017 VLDB 6.9488207e-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
4,658 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.468776e-05
4,973 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.3201026e-05
5,026 Efficiently Answering Reachability and Path Queries on Temporal Bipartite Graphs 2021 VLDB 6.2965202e-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
5,561 Reliable Community Search in Dynamic Networks 2022 VLDB 6.0686274e-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
6,192 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.8377174e-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
6,465 Efficient Progressive Minimum k-Core Search 2020 VLDB 5.7596353e-05
7,081 C-Explorer: Browsing Communities in Large Graphs 2017 VLDB 5.5894444e-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
7,986 ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms 2021 VLDB 5.3960574e-05
8,087 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.3746995e-05
8,313 Capturing Associations in Graphs 2020 VLDB 5.3410298e-05
8,396 Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs 2025 SIGMOD 5.3238057e-05
8,416 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3208725e-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
9,336 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 5.1783355e-05
9,908 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 5.0983269e-05
10,138 Budgeted Strong Community Search in Heterogeneous Graphs 2026 SIGMOD 5.0597449e-05
10,142 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.0597449e-05
10,394 Effective Structurally Similar Community Search in Large Temporal Graphs 2027 SIGMOD 4.9605343e-05
10,596 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 4.9605343e-05
10,686 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 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
10,884 X-Wim: Massive Parallelization of Weighted Matching in Bipartite Graphs 2026 VLDB 4.9605343e-05
11,169 A Local Search Approach to Efficient (k, p)-Core Maintenance 2025 SIGMOD 4.9605343e-05
11,293 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 4.9605343e-05
11,315 Efficient Maintenance of 2-Hop Labeling Index on Dynamic Small-World Graphs 2025 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

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

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