Bayesian Differential Privacy on Correlated Data

Summary: Proposes Bayesian differential privacy (Pufferfish) for perturbation privacy on correlated data. Gaussian correlation model analyzes privacy across adversaries with varying priors, showing worst privacy under minimal knowledge and uncertain priors. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5039
Venue: SIGMOD
Year: 2015
Pagerank: 7.4350161e-05
Overall Rank: 3,178 | 77.92%
DOI: 10.1145/2733272.2747643

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,461	Pufferfish Privacy Mechanisms for Correlated Data	2017	SIGMOD	6.1571961e-05
4,742	Differentially Private Binary- and Matrix-Valued Data Query: An XOR Mechanism	2021	VLDB	5.9502732e-05
5,249	Utility Cost of Formal Privacy for Releasing National Employer-Employee Statistics	2017	SIGMOD	5.600946e-05
10,728	Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy	2025	VLDB	4.1905499e-05
11,752	ConTPL: Controlling Temporal Privacy Leakage in Differentially Private Continuous Data Release	2018	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
137	Revealing Information while Preserving Privacy	2003	PODS	0.00042381562
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00037858416
506	Relationship Privacy: Output Perturbation for Queries with Joins	2009	PODS	0.00021481335
567	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019940193
1,082	A Formal Analysis of Information Disclosure in Data Exchange	2004	SIGMOD	0.00014196516
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.00011931212
1,463	No Free Lunch in Data Privacy	2011	SIGMOD	0.00011856229
1,760	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	0.00010641674
2,228	Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies	2014	SIGMOD	9.2488181e-05
2,404	Attacks on Privacy and deFinetti's Theorem	2009	SIGMOD	8.8736984e-05
2,579	Simulatable Auditing	2005	PODS	8.5010694e-05
2,629	Epistemic Privacy	2008	PODS	8.4237864e-05
4,185	Towards an Axiomatization of Statistical Privacy and Utility	2010	PODS	6.3713506e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
11,887	Design of Policy-Aware Differentially Private Algorithms	2016	VLDB	4.1905499e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1905499e-05
1,935	Marginal Release Under Local Differential Privacy	2018	SIGMOD	0.00010033955
2,228	Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies	2014	SIGMOD	9.2488181e-05
7,799	Quantifying identifiability to choose and audit epsilon in differentially private deep learning	2021	VLDB	4.6438053e-05
1,446	PrivBayes: Private Data Release via Bayesian Networks	2014	SIGMOD	0.00011931212
6,480	Differential Privacy in Data Publication and Analysis	2012	SIGMOD	5.0396886e-05
10,162	Enhancing Local Differential Privacy Accuracy by Exploiting Inherent Uncertainty	2026	SIGMOD	4.1905499e-05
4,461	Pufferfish Privacy Mechanisms for Correlated Data	2017	SIGMOD	6.1571961e-05
10,728	Balancing Privacy and Utility in Correlated Data: A Study of Bayesian Differential Privacy	2025	VLDB	4.1905499e-05