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Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks

Summary: Efficient maximal motif-clique enumeration in large HINs via an order-based duplicate-free framework, pivot pruning, and optimized candidate/subgraph processing. Experiments on five real networks show up to 10³× speedups over the state of the art. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h3a673680b12ba266
Venue
VLDB
Year
2024
Pagerank
5.3652509e-05
Overall Rank
8,187 | 45.13%
DOI
10.14778/3681954.3681975
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{zhou_vldb24,
        title = {{Efficient Maximal Motif-Clique Enumeration over Large Heterogeneous Information Networks}},
        author = {Zhou, Yingli and Fang, Yixiang and Ma, Chenhao and Hou, Tianci and Huang, Xin},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {11},
        pages = {2946--2959},
        doi = {10.14778/3681954.3681975},
        url = {https://doi.org/10.14778/3681954.3681975},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

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Outgoing Citations (Sorted by Pagerank)

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
182 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026383593
599 Massive Graph Triangulation 2013 SIGMOD 0.00015700433
643 Finding Maximal Cliques in Massive Networks by H*-graph 2010 SIGMOD 0.00015219469
658 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015032442
741 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014302
771 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00014081924
1,171 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011677799
1,227 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011426039
1,590 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 0.00010110798
1,802 Efficient Exact Algorithms for Maximum Balanced Biclique Search in Bipartite Graphs 2021 SIGMOD 9.598858e-05
1,944 A General Framework for Estimating Graphlet Statistics via Random Walk 2017 VLDB 9.3078746e-05
2,285 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.6875058e-05
2,339 (p,q)-biclique Counting and Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.599495e-05
2,754 Efficient Maximal Biclique Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.0385316e-05
3,508 COMMIT: A Scalable Approach to Mining Communication Motifs from Dynamic Networks 2015 SIGMOD 7.2281243e-05
4,753 Fast Maximal Clique Enumeration on Uncertain Graphs: A Pivot-based Approach 2022 SIGMOD 6.4218566e-05
7,834 Mining Frequent Itemsets over Uncertain Databases 2012 VLDB 5.4283691e-05
12,046 On Analyzing Graphs with Motif-Paths 2021 VLDB 4.9605343e-05
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