Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy
Summary: Derives practical utility guarantees for Bayesian differential privacy (BDP) under arbitrary and structured correlations (Gaussian multivariate, Markov chains) and formalizes theoretical links to standard DP. Proposes a method to adapt DP mechanisms to meet BDP with competitive utility, validated on real datasets. (summarized by gpt-5-mini 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 |
|---|---|---|---|---|
| 1,465 | No Free Lunch in Data Privacy | 2011 | SIGMOD | 0.00011860847 |
| 2,227 | Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies | 2014 | SIGMOD | 9.2421238e-05 |
| 3,172 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.4411955e-05 |
| 4,461 | Pufferfish Privacy Mechanisms for Correlated Data | 2017 | SIGMOD | 6.1616828e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,965 | Universally Optimal Privacy Mechanisms for Minimax Agents | 2010 | PODS | 4.4196402e-05 |
| 5,885 | Continual Observation of Joins under Differential Privacy | 2024 | SIGMOD | 5.2880878e-05 |
| 6,486 | Differential Privacy in Data Publication and Analysis | 2012 | SIGMOD | 5.0445043e-05 |
| 1,446 | PrivBayes: Private Data Release via Bayesian Networks | 2014 | SIGMOD | 0.0001194108 |
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1945683e-05 |
| 1,761 | The Boundary Between Privacy and Utility in Data Publishing | 2007 | VLDB | 0.00010651764 |
| 6,691 | Information Preservation in Statistical Privacy and Bayesian Estimation of Unattributed Histograms | 2013 | SIGMOD | 4.9613269e-05 |
| 4,189 | Towards an Axiomatization of Statistical Privacy and Utility | 2010 | PODS | 6.3743594e-05 |
| 10,162 | Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty | 2026 | SIGMOD | 4.1945683e-05 |
| 3,172 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.4411955e-05 |