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
- 1. Martin Lange (Karlsruhe Institute of Technology)
- 2. Patricia Guerra-Balboa (Karlsruhe Institute of Technology)
- 3. Javier Parra-Arnau (Universitat Politècnica de Catalunya)
- 4. Thorsten Strufe (Karlsruhe Institute of Technology)
BibTeX Citation
@article{lange_vldb25,
title = {{Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy}},
author = {Lange, Martin and Guerra-Balboa, Patricia and Parra-Arnau, Javier and Strufe, Thorsten},
journal = {PVLDB},
series = {{VLDB} '25},
volume = {18},
number = {11},
pages = {4090--4103},
doi = {10.14778/3749646.3749679},
url = {https://doi.org/10.14778/3749646.3749679},
year = {2025}
}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 |
|---|---|---|---|---|
| 1,246 | No Free Lunch in Data Privacy | 2011 | SIGMOD | 0.00011346748 |
| 2,370 | Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies | 2014 | SIGMOD | 8.5616358e-05 |
| 3,123 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.6232896e-05 |
| 3,909 | Pufferfish Privacy Mechanisms for Correlated Data | 2017 | SIGMOD | 6.9313197e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 8,334 | Continual Observation of Joins under Differential Privacy | 2024 | SIGMOD |
| 2 | 6,564 | Differential Privacy in Data Publication and Analysis | 2012 | SIGMOD |
| 3 | 1,155 | PrivBayes: Private Data Release via Bayesian Networks | 2014 | SIGMOD |
| 4 | 10,539 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD |
| 5 | 1,782 | The Boundary Between Privacy and Utility in Data Publishing | 2007 | VLDB |
| 6 | 6,837 | Information Preservation in Statistical Privacy and Bayesian Estimation of Unattributed Histograms | 2013 | SIGMOD |
| 7 | 4,418 | Towards an Axiomatization of Statistical Privacy and Utility | 2010 | PODS |
| 8 | 10,795 | Measuring Database Unfairness via Dependency Quantification Under Differential Privacy | 2026 | VLDB |
| 9 | 10,639 | Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty | 2026 | SIGMOD |
| 10 | 3,123 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD |