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Effective Community Search over Large Star-Schema Heterogeneous Information Networks

Summary: CS on large star-schema HINs without user-specified constraints. Proposes a meta-path based core model maximizing shared meta-paths for cohesive communities; adds online anti-monotonic pruning and an index-based algorithm, with experiments showing speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12724
Venue
VLDB
Year
2022
Pagerank
5.4641695e-05
Overall Rank
5,513 | 61.65%
DOI
10.14778/3551793.3551795

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Showing 18 of 18 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
999 Effective Community Search for Large Attributed Graphs 2016 VLDB 0.00014726563
1,550 Approximate Closest Community Search in Networks 2016 VLDB 0.00011423628
1,637 Truss-based Community Search over Large Directed Graphs 2020 SIGMOD 0.0001105259
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
3,854 Index-based Optimal Algorithms for Computing Steiner Components with Maximum Connectivity 2015 SIGMOD 6.6988744e-05
4,344 Efficient Algorithms for Densest Subgraph Discovery on Large Directed Graphs 2020 SIGMOD 6.2744553e-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
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