Deriving Private Information from Randomized Data

Summary: Correlations drive leakage in randomized data release; PCA and Bayes reconstructions quantify disclosure risk. Proposes correlated-noise randomization; increasing data-noise similarity reduces reconstruction accuracy; experiments validate privacy gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3623
Venue: SIGMOD
Year: 2005
Pagerank: 5.8382391e-05
Overall Rank: 4,905 | 65.92%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,404	Attacks on Privacy and deFinetti's Theorem	2009	SIGMOD	8.8736984e-05
3,788	Time Series Compressibility and Privacy	2007	VLDB	6.7624343e-05
4,664	PrivateClean: Data Cleaning and Differential Privacy	2016	SIGMOD	6.0058132e-05
4,795	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9104664e-05
8,791	Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation	2008	SIGMOD	4.4459403e-05
12,237	Non-homogeneous Generalization in Privacy Preserving Data Publishing	2010	SIGMOD	4.1905499e-05
12,360	Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss	2009	VLDB	4.1905499e-05

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
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074213516
148	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041196325
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00037858416
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.0002012549

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
3,844	Privacy via Pseudorandom Sketches	2006	PODS	6.7044812e-05
137	Revealing Information while Preserving Privacy	2003	PODS	0.00042381562
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.0002012549
3,178	Bayesian Differential Privacy on Correlated Data	2015	SIGMOD	7.4350161e-05
4,795	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9104664e-05
12,625	Privacy in Data Systems	2003	PODS	4.1905499e-05
9,341	Small Domain Randomization: Same Privacy, More Utility	2010	VLDB	4.351469e-05
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074213516
148	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041196325
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00037858416