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Truss Decomposition in Massive Networks

Summary: Truss decomposition for massive networks; the paper uses k-truss as a polynomial-time, informative core of the k-core. It strengthens the in-memory algorithm and introduces two I/O-efficient methods for out-of-core graphs, with real-data experiments showing scalability and the value of k-truss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10522
Venue
VLDB
Year
2012
Pagerank
0.00048300163
Overall Rank
108 | 99.26%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 66 citing papers.

Rank Citing Paper Year Venue Pagerank
283 Querying K-Truss Community in Large and Dynamic Graphs 2014 SIGMOD 0.00029041257
589 Massive Graph Triangulation 2013 SIGMOD 0.00019576567
738 Large Scale Cohesive Subgraphs Discovery for Social Network Visual Analysis 2013 VLDB 0.00017435236
847 Finding the Maximum Clique in Massive Graphs 2017 VLDB 0.00015993322
1,171 Blogel: A Block-Centric Framework for Distributed Computation on Real-World Graphs 2014 VLDB 0.00013511313
1,257 Influential Community Search in Large Networks 2015 VLDB 0.00013020648
1,530 Truss-based Community Search: a Truss-equivalence Based Indexing Approach 2017 VLDB 0.00011495611
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
1,880 TF-Label: a Topological-Folding Labeling Scheme for Reachability Querying in a Large Graph 2013 SIGMOD 0.00010226347
2,039 Local Algorithms for Hierarchical Dense Subgraph Discovery 2019 VLDB 9.7061003e-05
2,162 Scalable Subgraph Enumeration in MapReduce 2015 VLDB 9.3964337e-05
2,436 Efficient Structural Graph Clustering: An Index-Based Approach 2018 VLDB 8.8252104e-05
2,512 Fast Hierarchy Construction for Dense Subgraphs 2017 VLDB 8.6196023e-05
2,603 Maximum Co-located Community Search in Large Scale Social Networks 2018 VLDB 8.4666465e-05
2,684 Truss Decomposition of Probabilistic Graphs: Semantics and Algorithms 2016 SIGMOD 8.3136866e-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
2,898 SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs 2015 VLDB 7.9445129e-05
2,910 DUALSIM: Parallel Subgraph Enumeration in a Massive Graph on a Single Machine 2016 SIGMOD 7.9266529e-05
3,273 Global Reinforcement of Social Networks: The Anchored Coreness Problem 2020 SIGMOD 7.2956944e-05
3,321 Hierarchical Core Maintenance on Large Dynamic Graphs 2021 VLDB 7.223972e-05
3,367 Online Density Bursting Subgraph Detection from Temporal Graphs 2019 VLDB 7.1725806e-05
3,575 Finding Locally Densest Subgraphs: A Convex Programming Approach 2022 VLDB 6.9528126e-05
3,603 Skyline Community Search in Multi-valued Networks 2018 SIGMOD 6.9306814e-05
3,641 GPU-Accelerated Subgraph Enumeration on Partitioned Graphs 2020 SIGMOD 6.8884895e-05
3,975 Accelerating Truss Decomposition on Heterogeneous Processors 2020 VLDB 6.5736847e-05
4,081 Efficient Maximum k-Plex Computation over Large Sparse Graphs 2023 VLDB 6.4642761e-05
4,168 Accelerating Triangle Counting on GPU 2021 SIGMOD 6.391271e-05
4,270 Efficient k-Clique Listing: An Edge-Oriented Branching Strategy 2024 SIGMOD 6.3067205e-05
4,743 Cohesive Subgraph Search over Big Heterogeneous Information Networks: Applications, Challenges, and Solutions 2021 SIGMOD 5.9586508e-05
4,921 Efficient Cohesive Subgraphs Detection in Parallel 2014 SIGMOD 5.8237536e-05
4,984 Efficient Maximum k-Defective Clique Computation with Improved Time Complexity 2023 SIGMOD 5.7867286e-05
5,589 Neighborhood-based Hypergraph Core Decomposition 2023 VLDB 5.4216989e-05
5,696 Maximum k-Plex Computation: Theory and Practice 2024 SIGMOD 5.3673968e-05
6,141 Local Algorithms for Distance-generalized Core Decomposition over Large Dynamic Graphs 2021 VLDB 5.1903263e-05
6,513 Efficient Parallel D-core Decomposition at Scale 2024 VLDB 5.0321577e-05
6,609 Data-driven Visual Query Interfaces for Graphs: Past, Present, and (Near) Future 2022 SIGMOD 4.9956718e-05
6,880 Theoretically and Practically Efficient Parallel Nucleus Decomposition 2022 VLDB 4.8970985e-05
7,268 Top-K Structural Diversity Search in Large Networks 2013 VLDB 4.7817823e-05
7,290 Topic-based Community Search over Spatial-Social Networks 2020 VLDB 4.7742854e-05
7,346 I/O Efficient ECC Graph Decomposition via Graph Reduction 2016 VLDB 4.7556749e-05
7,804 RECEIPT: REfine CoarsE-grained IndePendent Tasks for Parallel Tip decomposition of Bipartite Graphs 2021 VLDB 4.6466513e-05
7,883 Towards Plug-and-Play Visual Graph Query Interfaces: Data-driven Selection of Canned Patterns for Large Networks 2021 VLDB 4.6282138e-05
8,014 Efficient Star-based Truss Maintenance on Dynamic Graphs 2023 SIGMOD 4.6058845e-05
8,169 Efficient Triangle-Connected Truss Community Search In Dynamic Graphs 2023 VLDB 4.5698941e-05
8,501 PLAYPEN: Plug-and-Play Visual Graph Query Interfaces for Top-down and Bottom-Up Search on Large Networks 2022 SIGMOD 4.4973405e-05
9,239 Efficient Algorithms for Pseudoarboricity Computation in Large Static and Dynamic Graphs 2024 VLDB 4.3690661e-05
9,390 Efficient Maximum s-Bundle Search via Local Vertex Connectivity 2025 SIGMOD 4.3441378e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
110 On Triangulation-based Dense Neighborhood Graph Discovery 2011 VLDB 0.00047892924
686 Finding Maximal Cliques in Massive Networks by H*-graph 2010 SIGMOD 0.00018178029
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