Better Differentially Private Approximate Histograms and Heavy Hitters using the Misra-Gries Sketch
Summary: (ε,δ)-DP mechanism for Misra‑Gries sketches on streams that adds noise independent of sketch size, achieving error matching best non‑streaming bounds up to constants. Also a simple post‑processing variant yields <2× non‑streaming noise for ε‑DP, improving prior linear‑in‑k noise. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,610 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 5.4598872e-05 |
| 10,366 | Private Synthetic Data Generation in Bounded Memory | 2025 | PODS | 5.1725247e-05 |
| 10,480 | Approximate DBSCAN under Differential Privacy | 2025 | SIGMOD | 5.1725247e-05 |
| 10,905 | Streaming Algorithms with Few State Changes | 2024 | PODS | 5.1725247e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 447 | Mergeable Summaries | 2012 | PODS | 0.00018364636 |
| 3,022 | Pan-private Algorithms Via Statistics on Sketches | 2011 | PODS | 7.9055062e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,356 | Frequency Estimation Under Multiparty Differential Privacy: One-shot and Streaming | 2022 | VLDB | 5.6940855e-05 |
| 10,366 | Private Synthetic Data Generation in Bounded Memory | 2025 | PODS | 5.1725247e-05 |
| 5,488 | Practical Differential Privacy via Grouping and Smoothing | 2013 | VLDB | 6.2683092e-05 |
| 1,319 | PrivTree: A Differentially Private Algorithm for Hierarchical Decompositions | 2016 | SIGMOD | 0.00011279242 |
| 7,415 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 5.6888792e-05 |
| 8,610 | Differentially Private Hierarchical Heavy Hitters | 2024 | PODS | 5.4598872e-05 |
| 3,022 | Pan-private Algorithms Via Statistics on Sketches | 2011 | PODS | 7.9055062e-05 |
| 4,692 | Privacy via Pseudorandom Sketches | 2006 | PODS | 6.6231792e-05 |
| 10,949 | An LDP Compatible Sketch for Securely Approximating Set Intersection Cardinalities | 2024 | SIGMOD | 5.1725247e-05 |
| 143 | Boosting the Accuracy of Differentially Private Histograms Through Consistency | 2010 | VLDB | 0.00029814788 |