Parallel Local Graph Clustering

Summary: Parallelizes local graph clustering for shared-memory multicore systems, yielding work proportional to cluster size rather than the whole graph. Parallel complexity analysis and large-scale experiments show speedups, enabling local clustering for big graphs. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 11216
Venue: VLDB
Year: 2016
Pagerank: 6.9285467e-05
Overall Rank: 3,600 | 74.99%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,238	Terrace: A Hierarchical Graph Container for Skewed Dynamic Graphs	2021	SIGMOD	6.3274465e-05
4,488	Parallel Index-Based Structural Graph Clustering and Its Approximation	2021	SIGMOD	6.139905e-05
5,693	Parallel Personalized PageRank on Dynamic Graphs	2018	VLDB	5.3683002e-05
5,713	Efficient Estimation of Heat Kernel PageRank for Local Clustering	2019	SIGMOD	5.3595796e-05
5,966	Cache-Efficient Fork-Processing Patterns on Large Graphs	2021	SIGMOD	5.2471834e-05
6,882	Theoretically and Practically Efficient Parallel Nucleus Decomposition	2022	VLDB	4.8923998e-05
7,081	Efficient Personalized PageRank Computation: A Spanning Forests Sampling Based Approach	2022	SIGMOD	4.833459e-05
9,330	Efficient Personalized PageRank Computation: The Power of Variance-Reduced Monte Carlo Approaches	2023	SIGMOD	4.351469e-05
9,861	Sage: Parallel Semi-Asymmetric Graph Algorithms for NVRAMs	2020	VLDB	4.2642656e-05
10,028	One Index for All: Towards Efficient Personalized PageRank Computation for Every Damping Factor	2026	SIGMOD	4.1905499e-05

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
4	Pregel: A System for Large-Scale Graph Processing	2010	SIGMOD	0.0019040811
1,014	Robust Local Community Detection: On Free Rider Effect and Its Elimination	2015	VLDB	0.00014631717

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1,876	Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation	2015	VLDB	0.00010242818
4,488	Parallel Index-Based Structural Graph Clustering and Its Approximation	2021	SIGMOD	6.139905e-05
10,270	Characterizing Parallel Subgraph Matching Performance: A Systematic Study of Interactions, Scalability, and Enumeration	2026	VLDB	4.1905499e-05
13,264	Scalable Community Detection via Parallel Correlation Clustering	2021	VLDB	-
2,541	Scalable Discovery of Best Clusters on Large Graphs	2010	VLDB	8.5710863e-05
10,505	Parallel k-Core Decomposition: Theory and Practice	2025	SIGMOD	4.1905499e-05
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