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: 3622
Venue: SIGMOD
Year: 2005
Pagerank: 5.8439867e-05
Overall Rank: 4,899 | 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
2,406	Attacks on Privacy and deFinetti's Theorem	2009	SIGMOD	8.8811954e-05
3,783	Time Series Compressibility and Privacy	2007	VLDB	6.7714995e-05
4,668	PrivateClean: Data Cleaning and Differential Privacy	2016	SIGMOD	6.0115918e-05
4,794	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9161511e-05
8,794	Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation	2008	SIGMOD	4.4502028e-05
12,229	Non-homogeneous Generalization in Privacy Preserving Data Publishing	2010	SIGMOD	4.1945683e-05
12,352	Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss	2009	VLDB	4.1945683e-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	0.00074232718
147	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041235556
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.00020147576

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
3,843	Privacy via Pseudorandom Sketches	2006	PODS	6.7077542e-05
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
559	Maintaining Data Privacy in Association Rule Mining	2002	VLDB	0.00020147576
3,172	Bayesian Differential Privacy on Correlated Data	2015	SIGMOD	7.4411955e-05
4,794	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9161511e-05
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05
9,336	Small Domain Randomization: Same Privacy, More Utility	2010	VLDB	4.3556432e-05
40	Privacy-Preserving Data Mining	2000	SIGMOD	0.00074232718
147	On the Design and Quantification of Privacy Preserving Data Mining Algorithms	2001	PODS	0.00041235556
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711