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Effective and Efficient Community Search over Large Heterogeneous Information Networks

Summary: Community search over large heterogeneous information networks (HINs) using meta-paths to yield type-consistent dense subgraphs containing the query. Proposes meta-path-augmented minimum-degree cohesiveness and efficient algorithms; experiments on five real HINs show effectiveness and speedups over baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12467
Venue
VLDB
Year
2020
Pagerank
0.00010125633
Overall Rank
1,647 | 88.71%
DOI
10.14778/3380750.3380756

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fang_vldb20,
        title = {{Effective and Efficient Community Search over Large Heterogeneous Information Networks}},
        author = {Fang, Yixiang and Yang, Yixing and Zhang, Wenjie and Lin, Xuemin and Cao, Xin},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {6},
        pages = {854--867},
        doi = {10.14778/3380750.3380756},
        url = {https://doi.org/10.14778/3380750.3380756},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
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
3,855 Distributed D-core Decomposition over Large Directed Graphs 2022 VLDB 7.0712144e-05
3,997 Efficient Bi-triangle Counting for Large Bipartite Networks 2021 VLDB 6.9679551e-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
5,491 DMCS : Density Modularity based Community Search 2022 SIGMOD 6.2001141e-05
5,697 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 6.1174514e-05
6,156 QTCS: Efficient Query-Centered Temporal Community Search 2024 VLDB 5.9560993e-05
6,603 Answering Billion-Scale Label-Constrained Reachability Queries within Microsecond 2020 VLDB 5.824568e-05
6,617 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.8212982e-05
6,635 Scalable Time-Range k-Core Query on Temporal Graphs 2023 VLDB 5.8174952e-05
7,006 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 5.726836e-05
7,455 Scalable Approximate Butterfly and Bi-triangle Counting for Large Bipartite Networks 2023 SIGMOD 5.6127752e-05
7,624 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 5.5805027e-05
8,019 Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks 2024 VLDB 5.5062157e-05
8,396 Densest Multipartite Subgraph Search in Heterogeneous Information Networks 2024 VLDB 5.4347277e-05
8,477 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 5.4170414e-05
8,632 gCore: Exploring Cross-layer Cohesiveness in Multi-layer Graphs 2023 VLDB 5.3964804e-05
8,718 Evolution Forest Index: Towards Optimal Temporal k-Core Component Search via Time-Topology Isomorphic Computation 2024 VLDB 5.3774243e-05
9,072 Time-Topology Analysis 2021 VLDB 5.3251649e-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
9,766 On Efficient Large Sparse Matrix Chain Multiplication 2024 SIGMOD 5.2214067e-05
10,229 Efficient Meta-subgraph Instance Search over Large Heterogeneous Information Networks 2026 SIGMOD 5.093636e-05
10,349 Budgeted Strong Community Search in Heterogeneous Graphs 2026 SIGMOD 5.093636e-05
10,367 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 5.093636e-05
10,448 Efficient Influential Community Search over Dynamic Graphs 2026 SIGMOD 5.093636e-05
10,528 Effective Durable Community Search in Large Temporal Graph 2026 VLDB 5.093636e-05
10,754 Community Detection in Heterogeneous Information Networks Without Materialization 2025 SIGMOD 5.093636e-05
10,821 Synergetic Community Search over Large Multilayer Graphs 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
11,085 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 5.093636e-05
11,094 Efficient Computation of Hyper-triangles on Hypergraphs 2025 VLDB 5.093636e-05
11,271 Efficient Betweenness Centrality Computation over Large Heterogeneous Information Networks 2024 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 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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
706 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014789612
731 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014537965
804 Robust Local Community Detection: On Free Rider Effect and Its Elimination 2015 VLDB 0.0001389717
927 Real-time Constrained Cycle Detection in Large Dynamic Graphs 2018 VLDB 0.00013161079
982 Influential Community Search in Large Networks 2015 VLDB 0.0001283311
1,113 Approximate Closest Community Search in Networks 2016 VLDB 0.00012124571
1,211 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011648789
1,239 Attribute-Driven Community Search 2017 VLDB 0.000115381
1,378 Effective Community Search over Large Spatial Graphs 2017 VLDB 0.00010971508
1,640 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010153865
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
2,243 Unboundedness and Efficiency of Truss Maintenance in Evolving Graphs 2019 SIGMOD 8.8813183e-05
3,151 Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes 2012 VLDB 7.7036411e-05
3,254 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 7.5928992e-05
3,261 Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity 2015 SIGMOD 7.5853837e-05
3,737 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 7.1609645e-05
4,551 Hop-constrained s-t Simple Path Enumeration: Towards Bridging Theory and Practice 2020 VLDB 6.6355948e-05
5,520 Walking in the Cloud: Parallel SimRank at Scale 2016 VLDB 6.1884239e-05
6,935 C-Explorer: Browsing Communities in Large Graphs 2017 VLDB 5.7350034e-05
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