Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation

Summary: Dynamic anonymization lets a StatDB answer infinite counting queries by creating query-specific anonymized microdata on the fly. Privacy holds as a union of deployed versions that blocks re-identification, even for an adversary with all prior results. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 3981
Venue: SIGMOD
Year: 2008
Pagerank: 4.4502028e-05
Overall Rank: 8,794 | 38.83%
DOI: -

Incoming Non-self Citations Over Time

Authors

1. Xiaokui Xiao
2. Yufei Tao

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,524	Anonymization of Set-Valued Data via Top-Down, Local Generalization	2009	VLDB	6.1133444e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
177	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.0003788711
304	On the Complexity of Optimal K-Anonymity	2004	PODS	0.00028290121
455	Incognito: Efficient Full-Domain K-Anonymity	2005	SIGMOD	0.00022717354
568	Practical Privacy: The SuLQ Framework	2005	PODS	0.00019949368
634	m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets	2007	SIGMOD	0.00018895628
654	Anatomy: Simple and Effective Privacy Preservation	2006	VLDB	0.00018613167
955	Privacy Preserving OLAP	2005	SIGMOD	0.00015075131
1,382	Minimality Attack in Privacy Preserving Data Publishing	2007	VLDB	0.00012281313
1,735	On k-Anonymity and the Curse of Dimensionality	2005	VLDB	0.00010723402
1,761	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	0.00010651764
2,577	Simulatable Auditing	2005	PODS	8.5099821e-05
3,258	Towards Robustness in Query Auditing	2006	VLDB	7.3150323e-05
3,482	On the Correctness Criteria of Fine-Grained Access Control in Relational Databases	2007	VLDB	7.0527575e-05
4,509	Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge	2007	VLDB	6.1270304e-05
4,790	Hiding the Presence of Individuals from Shared Databases	2007	SIGMOD	5.9192267e-05
4,899	Deriving Private Information from Randomized Data	2005	SIGMOD	5.8439867e-05
4,979	Fast Data Anonymization with Low Information Loss	2007	VLDB	5.7878768e-05
6,482	Approximate Algorithms for k-Anonymity	2007	SIGMOD	5.045711e-05
7,772	K-Anonymization as Spatial Indexing: Toward Scalable and Incremental Anonymization	2007	VLDB	4.6554316e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
12,616	Privacy in Data Systems	2003	PODS	4.1945683e-05
4,979	Fast Data Anonymization with Low Information Loss	2007	VLDB	5.7878768e-05
10,041	A General Framework for Per-record Differential Privacy	2026	SIGMOD	4.1945683e-05
1,761	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	0.00010651764
3,760	Output Perturbation with Query Relaxation	2008	VLDB	6.7805033e-05
136	Revealing Information while Preserving Privacy	2003	PODS	0.0004241101
2,434	Optimizing error of high-dimensional statistical queries under differential privacy	2018	VLDB	8.8278955e-05
12,312	Anonymized Data: Generation, Models, Usage	2009	SIGMOD	4.1945683e-05
3,381	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB	7.1604078e-05
12,343	Distribution-based Microdata Anonymization	2009	VLDB	4.1945683e-05