Privacy Preserving OLAP

Summary: Privacy-preserving OLAP over partitioned multi-client data via randomized perturbation before server aggregation. Formal privacy guarantees from perturbation, reconstruction algorithms for subcube counts on perturbed data, and a practical privacy–accuracy trade-off analysis. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3641
Venue: SIGMOD
Year: 2005
Pagerank: 0.00015065499
Overall Rank: 957 | 93.36%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
111	Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release	2007	PODS	0.00047047599
872	Differentially Private Data Cubes: Optimizing Noise Sources and Consistency	2011	SIGMOD	0.00015702532
1,760	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	0.00010641674
2,656	Personalized Privacy Preservation	2006	SIGMOD	8.3636527e-05
3,264	Towards Robustness in Query Auditing	2006	VLDB	7.3073465e-05
3,769	Output Perturbation with Query Relaxation	2008	VLDB	6.7744696e-05
3,844	Privacy via Pseudorandom Sketches	2006	PODS	6.7044812e-05
4,795	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9104664e-05
8,429	Data Publishing against Realistic Adversaries	2009	VLDB	4.5089326e-05
8,791	Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation	2008	SIGMOD	4.4459403e-05
9,341	Small Domain Randomization: Same Privacy, More Utility	2010	VLDB	4.351469e-05
9,343	Preservation of Proximity Privacy in Publishing Numerical Sensitive Data	2008	SIGMOD	4.351469e-05
12,120	Aggregate Suppression for Enterprise Search Engines	2012	SIGMOD	4.1905499e-05
12,168	Database Access Control & Privacy: Is There A Common Ground?	2011	CIDR	4.1905499e-05
12,309	Privacy Preservation of Aggregates in Hidden Databases: Why and How?	2009	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 5 of 5 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
1,853	Information Sharing Across Private Databases	2003	SIGMOD	0.00010323434

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,290	PriPL-Tree: Accurate Range Query for Arbitrary Distribution under Local Differential Privacy	2024	VLDB	4.358174e-05
12,309	Privacy Preservation of Aggregates in Hidden Databases: Why and How?	2009	SIGMOD	4.1905499e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1905499e-05
872	Differentially Private Data Cubes: Optimizing Noise Sources and Consistency	2011	SIGMOD	0.00015702532
4,796	Extending Practical Pre-Aggregation in On-Line Analytical Processing	1999	VLDB	5.9104535e-05
9,018	OBSCURE: Information-Theoretic Oblivious and Verifiable Aggregation Queries	2019	VLDB	4.4052614e-05
8,791	Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation	2008	SIGMOD	4.4459403e-05
3,073	Answering Range Queries Under Local Differential Privacy	2019	SIGMOD	7.6098046e-05
4,795	Optimal Random Perturbation at Multiple Privacy Levels	2009	VLDB	5.9104664e-05
2,556	Answering Multi-Dimensional Analytical Queries under Local Differential Privacy	2019	SIGMOD	8.5485513e-05