Parallel Index-Based Structural Graph Clustering and Its Approximation
Summary: Parallel index-based SCAN for large graphs using GS*-Index enables precomputation to accelerate SCAN parameter sweeps. Integer-sort acceleration yields logarithmic-span construction and queries; LSH-based approximate SCAN with guarantees achieves 5–32× query speedups and 50–151× index speedups vs GS*-Index, beating ppSCAN. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Tom Tseng
- 2. Laxman Dhulipala
- 3. Julian Shun
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,989 | Effective Indexing for Dynamic Structural Graph Clustering | 2022 | VLDB | 4.8716197e-05 |
| 7,757 | Identifying Similar-Bicliques in Bipartite Graphs | 2022 | VLDB | 4.6598957e-05 |
| 7,871 | ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms | 2021 | VLDB | 4.6308128e-05 |
| 9,368 | An Efficient Algorithm for Distance-based Structural Graph Clustering | 2023 | SIGMOD | 4.3481263e-05 |
| 10,159 | Efficient Influential Community Search over Dynamic Graphs | 2026 | SIGMOD | 4.1945683e-05 |
| 10,240 | Effective Durable Community Search in Large Temporal Graph | 2026 | VLDB | 4.1945683e-05 |
| 10,553 | Searching and Detecting Structurally Similar Communities in Large Heterogeneous Information Networks | 2025 | VLDB | 4.1945683e-05 |
| 10,727 | Practical and Accurate Local Edge Differentially Private Graph Algorithms | 2025 | VLDB | 4.1945683e-05 |
| 10,879 | The ParClusterers Benchmark Suite (PCBS): A Fine-Grained Analysis of Scalable Graph Clustering | 2025 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 270 | OPTICS: Ordering Points To Identify the Clustering Structure | 1999 | SIGMOD | 0.00029505642 |
| 2,436 | Efficient Structural Graph Clustering: An Index-Based Approach | 2018 | VLDB | 8.8252104e-05 |
| 2,898 | SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs | 2015 | VLDB | 7.9445129e-05 |
| 3,597 | Parallel Local Graph Clustering | 2016 | VLDB | 6.9345175e-05 |
| 7,871 | ConnectIt: A Framework for Static and Incremental Parallel Graph Connectivity Algorithms | 2021 | VLDB | 4.6308128e-05 |
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