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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
5.3801229e-05
Overall Rank
8,185 | 44.99%
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
184 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00026097449
600 Massive Graph Triangulation 2013 SIGMOD 0.00015733864
645 Finding Maximal Cliques in Massive Networks by H*-graph 2010 SIGMOD 0.00015208902
659 Efficient Subgraph Matching by Postponing Cartesian Products 2016 SIGMOD 0.00015048943
740 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014326575
766 Maximum Biclique Search at Billion Scale 2020 VLDB 0.00014111575
1,180 In-Memory Subgraph Matching: An In-depth Study 2020 SIGMOD 0.00011622165
1,224 Vertex Priority Based Butterfly Counting for Large-scale Bipartite Networks 2019 VLDB 0.00011458287
1,664 Effective and Efficient Community Search over Large Heterogeneous Information Networks 2020 VLDB 9.9394611e-05
1,789 Efficient Exact Algorithms for Maximum Balanced Biclique Search in Bipartite Graphs 2021 SIGMOD 9.6271968e-05
1,942 A General Framework for Estimating Graphlet Statistics via Random Walk 2017 VLDB 9.3257974e-05
2,328 (p,q)-biclique Counting and Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.6269174e-05
2,334 Effective and Efficient Relational Community Detection and Search in Large Dynamic Heterogeneous Information Networks 2020 VLDB 8.6227027e-05
2,743 Efficient Maximal Biclique Enumeration for Large Sparse Bipartite Graphs 2022 VLDB 8.0641715e-05
3,498 COMMIT: A Scalable Approach to Mining Communication Motifs from Dynamic Networks 2015 SIGMOD 7.2516799e-05
4,733 Fast Maximal Clique Enumeration on Uncertain Graphs: A Pivot-based Approach 2022 SIGMOD 6.4430756e-05
7,817 Mining Frequent Itemsets over Uncertain Databases 2012 VLDB 5.4462922e-05
12,002 On Analyzing Graphs with Motif-Paths 2021 VLDB 4.9769913e-05
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