Approximate DBSCAN under Differential Privacy
Summary: Spans-based DP definition for DP-DBSCAN; argues spans aid visualization and classification over labels. Linear-time DP algorithm achieves sandwich quality in constant dimensions with matching lower bounds; includes a pure-DP histogram primitive and validation. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 961 | DBSCAN Revisited: Mis-Claim, Un-Fixability, and Approximation | 2015 | SIGMOD | 0.00015001792 |
| 1,465 | No Free Lunch in Data Privacy | 2011 | SIGMOD | 0.00011860847 |
| 5,131 | Better Differentially Private Approximate Histograms and Heavy Hitters using the Misra-Gries Sketch | 2023 | PODS | 5.6751843e-05 |
| 7,480 | Towards Metric DBSCAN: Exact, Approximate, and Streaming Algorithms | 2024 | SIGMOD | 4.7180617e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,465 | Principled Evaluation of Differentially Private Algorithms using DPBench | 2016 | SIGMOD | 8.7518123e-05 |
| 2,894 | Pan-private Algorithms Via Statistics on Sketches | 2011 | PODS | 7.9474698e-05 |
| 10,015 | Differentially Private Explanations for Clusters | 2026 | SIGMOD | 4.1945683e-05 |
| 3,295 | RP-DBSCAN: A Superfast Parallel DBSCAN Algorithm Based on Random Partitioning | 2018 | SIGMOD | 7.2598552e-05 |
| 2,635 | NG-DBSCAN: Scalable Density-Based Clustering for Arbitrary Data | 2017 | VLDB | 8.4045788e-05 |
| 11,181 | Fast Density-Based Clustering: Geometric Approach | 2023 | SIGMOD | 4.1945683e-05 |
| 3,264 | Dynamic Density Based Clustering | 2017 | SIGMOD | 7.3094408e-05 |
| 5,417 | Theoretically-Efficient and Practical Parallel DBSCAN | 2020 | SIGMOD | 5.5194222e-05 |
| 961 | DBSCAN Revisited: Mis-Claim, Un-Fixability, and Approximation | 2015 | SIGMOD | 0.00015001792 |
| 7,480 | Towards Metric DBSCAN: Exact, Approximate, and Streaming Algorithms | 2024 | SIGMOD | 4.7180617e-05 |