An Efficient Algorithm for Distance-based Structural Graph Clustering
Summary: Proposes distance-based SCAN: similarity = ratio of neighbors within d; non-neighbors and edge weights influence clustering. Uses bottom-k sketches (ADS) for O(k) similarity estimates, with histogram pruning for scalable, approximate clustering. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kaixin Liu
- 2. Sibo Wang
- 3. Yong Zhang
- 4. Chunxiao Xing
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,159 | Efficient Influential Community Search over Dynamic Graphs | 2026 | SIGMOD | 4.1905499e-05 |
| 10,240 | Effective Durable Community Search in Large Temporal Graph | 2026 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 263 | OPTICS: Ordering Points To Identify the Clustering Structure | 1999 | SIGMOD | 0.00029955858 |
| 2,440 | Efficient Structural Graph Clustering: An Index-Based Approach | 2018 | VLDB | 8.8166939e-05 |
| 2,718 | SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs | 2015 | VLDB | 8.2356874e-05 |
| 2,811 | All-Distances Sketches, Revisited: HIP Estimators for Massive Graphs Analysis | 2014 | PODS | 8.0840418e-05 |
| 4,488 | Parallel Index-Based Structural Graph Clustering and Its Approximation | 2021 | SIGMOD | 6.139905e-05 |
| 4,654 | Dynamic Structural Clustering on Graphs | 2021 | SIGMOD | 6.0129362e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,953 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB | 5.8060034e-05 |
| 3,864 | A Partition-Based Approach to Structure Similarity Search | 2014 | VLDB | 6.6813849e-05 |
| 4,760 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 5.9342555e-05 |
| 1,542 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011447877 |
| 4,654 | Dynamic Structural Clustering on Graphs | 2021 | SIGMOD | 6.0129362e-05 |
| 4,488 | Parallel Index-Based Structural Graph Clustering and Its Approximation | 2021 | SIGMOD | 6.139905e-05 |
| 313 | Graph Clustering Based on Structural/Attribute Similarities | 2009 | VLDB | 0.0002809849 |
| 2,718 | SCAN++: Efficient Algorithm for Finding Clusters, Hubs and Outliers on Large-scale Graphs | 2015 | VLDB | 8.2356874e-05 |
| 2,440 | Efficient Structural Graph Clustering: An Index-Based Approach | 2018 | VLDB | 8.8166939e-05 |
| 6,987 | Effective Indexing for Dynamic Structural Graph Clustering | 2022 | VLDB | 4.8669464e-05 |