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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
11421
Venue
VLDB
Year
2016
Pagerank
0.00014789612
Overall Rank
706 | 95.16%
DOI
10.14778/2994509.2994538

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 49 of 49 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
1,378 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
2,024 Efficient Algorithms for Densest Subgraph Discovery 2019 VLDB 9.2907829e-05
2,106 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 9.1568079e-05
2,383 ICS-GNN: Lightweight Interactive Community Search via Graph Neural Network 2021 VLDB 8.6527736e-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
3,312 On Querying Historical K-Cores 2021 VLDB 7.5309892e-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
4,008 When Engagement Meets Similarity: Efficient (k,r)-Core Computation on Social Networks 2017 VLDB 6.9619668e-05
4,551 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.6355948e-05
4,579 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 6.6203846e-05
4,921 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 6.4448544e-05
5,044 Efficiently Answering Reachability and Path Queries on Temporal Bipartite Graphs 2021 VLDB 6.3883109e-05
5,408 Reliable Community Search in Dynamic Networks 2022 VLDB 6.2280384e-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
6,342 Efficient Progressive Minimum k-Core Search 2020 VLDB 5.9068493e-05
6,603 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.824568e-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
7,408 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 5.6243648e-05
7,862 ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms 2021 VLDB 5.5302333e-05
8,113 Capturing Associations in Graphs 2020 VLDB 5.484341e-05
8,477 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.4170414e-05
9,118 Efficient Distributed Hop-Constrained Path Enumeration on Large-Scale Graphs 2024 SIGMOD 5.3201316e-05
9,688 Deep Overlapping Community Search via Subspace Embedding 2025 SIGMOD 5.2351259e-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
9,782 Inductive Attributed Community Search: to Learn Communities across Graphs 2024 VLDB 5.2209769e-05
10,308 Zero-Redundancy Search for Bi-Components in Bipartite Graphs 2026 SIGMOD 5.093636e-05
10,349 Budgeted Strong Community Search in Heterogeneous Graphs 2026 SIGMOD 5.093636e-05
10,425 Accelerating Triangle-Connected Truss Community Search Across Heterogeneous Hardware 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
10,656 A Local Search Approach to Efficient (k, p)-Core Maintenance 2025 SIGMOD 5.093636e-05
10,758 Dupin: A Parallel Framework for Densest Subgraph Discovery in Fraud Detection on Massive Graphs 2025 SIGMOD 5.093636e-05
10,821 Synergetic Community Search over Large Multilayer Graphs 2025 VLDB 5.093636e-05
10,845 Efficient Maintenance of 2-Hop Labeling Index on Dynamic Small-World Graphs 2025 VLDB 5.093636e-05
10,900 A Comprehensive Survey and Experimental Study of Learning-based Community Search 2025 VLDB 5.093636e-05
11,248 Distributed Shortest Distance Labeling on Large-Scale Graphs 2024 VLDB 5.093636e-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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