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Influential Community Search over Large Heterogeneous Information Networks

Summary: Propose HIC, a meta-path-based core model that finds same-type vertex communities with high type-specific importance and influence over 2- and 3-type meta-paths. Develop peeling plus key-vertex identification and pruning algorithms that scale to large HINs and beat baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13059
Venue
VLDB
Year
2023
Pagerank
5.4118541e-05
Overall Rank
5,610 | 60.98%
DOI
10.14778/3594512.3594532

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
6,183 Efficient Core Maintenance in Large Bipartite Graphs 2023 SIGMOD 5.1667703e-05
9,552 Cohesiveness-aware Hierarchical Compressed Index for Community Search on Attributed Graphs 2025 SIGMOD 4.3254416e-05
9,670 On Efficient Large Sparse Matrix Chain Multiplication 2024 SIGMOD 4.3066148e-05
10,057 Budgeted Strong Community Search in Heterogeneous Graphs 2026 SIGMOD 4.1945683e-05
10,076 Efficient Size-Bounded Community Search, Revisited: Frameworks for Practical Improvements 2026 SIGMOD 4.1945683e-05
10,159 Efficient Influential Community Search over Dynamic Graphs 2026 SIGMOD 4.1945683e-05
10,240 Effective Durable Community Search in Large Temporal Graph 2026 VLDB 4.1945683e-05
10,474 Community Detection in Heterogeneous Information Networks Without Materialization 2025 SIGMOD 4.1945683e-05
10,535 In-depth Analysis of Densest Subgraph Discovery in a Unified Framework 2025 VLDB 4.1945683e-05
10,553 Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks 2025 VLDB 4.1945683e-05
10,582 A Flexible Framework for Query-oriented Interactive Community Search 2025 VLDB 4.1945683e-05
10,681 Efficient k-Clique Densest Subgraph Discovery: Towards Bridging Practice and Theory 2025 VLDB 4.1945683e-05
10,694 Effective and Efficient Community Search for Complex Network Semantics Capture: From Coarse-Grain to Fine-Grain 2025 VLDB 4.1945683e-05
10,861 Finding Time-Proximity Communities in Temporal Heterogeneous Information Networks 2025 VLDB 4.1945683e-05
11,064 Efficient Betweenness Centrality Computation over Large Heterogeneous Information Networks 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
283 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029041257
353 Local Search of Communities in Large Graphs 2014 SIGMOD 0.00026277992
370 Online Search of Overlapping Communities 2013 SIGMOD 0.00025415479
768 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00016919065
1,257 Influential Community Search in Large Networks 2015 VLDB 0.00013020648
1,550 Approximate Closest Community Search in Networks 2016 VLDB 0.00011423628
1,645 Attribute-Driven Community Search 2017 VLDB 0.00011037459
1,836 Distance-generalized Core Decomposition 2019 SIGMOD 0.00010365753
2,286 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.0982591e-05
2,603 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 8.4666465e-05
2,721 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.2345495e-05
2,846 Unboundedness and Efficiency of Truss Maintenance in Evolving Graphs 2019 SIGMOD 8.0234377e-05
3,484 Relation Strength-Aware Clustering of Heterogeneous Information Networks with Incomplete Attributes 2012 VLDB 7.0524417e-05
3,603 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9306814e-05
3,854 Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity 2015 SIGMOD 6.6988744e-05
3,969 Efficient Size-Bounded Community Search over Large Networks 2021 VLDB 6.5787567e-05
4,743 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 5.9586508e-05
4,843 Butterfly-Core Community Search over Labeled Graphs 2021 VLDB 5.8823824e-05
5,265 A Convex-Programming Approach for Efficient Directed Densest Subgraph Discovery 2022 SIGMOD 5.5972878e-05
5,513 Effective Community Search over Large Star-Schema Heterogeneous Information Networks 2022 VLDB 5.4641695e-05
5,643 An Optimal and Progressive Approach to Online Search of Top-K Influential Communities 2018 VLDB 5.3928286e-05
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