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: 4043
Venue: SIGMOD
Year: 2008
Pagerank: 5.334788e-05
Overall Rank: 9,001 | 38.25%
DOI: 10.1145/1376616.1376630

Incoming Non-self Citations Over Time

Authors

1. Xiaokui Xiao (Chinese University of Hong Kong)
2. Yufei Tao (Chinese University of Hong Kong)

BibTeX Citation

@inproceedings{xiao_sigmod08,
        title = {{Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation}},
        author = {Xiao, Xiaokui and Tao, Yufei},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376630},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376630},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,344	Anonymization of Set-Valued Data via Top-Down, Local Generalization	2009	VLDB	6.7522581e-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
123	Revealing Information while Preserving Privacy	2003	PODS	0.00031082693
218	Limiting Privacy Breaches in Privacy Preserving Data Mining	2003	PODS	0.00024420564
384	On the Complexity of Optimal K-Anonymity	2004	PODS	0.00019510305
450	Incognito: Efficient Full-Domain K-Anonymity	2005	SIGMOD	0.00018155142
510	Practical Privacy: The SuLQ Framework	2005	PODS	0.00017220509
572	Anatomy: Simple and Effective Privacy Preservation	2006	VLDB	0.00016316092
1,010	m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets	2007	SIGMOD	0.00012684067
1,074	Privacy Preserving OLAP	2005	SIGMOD	0.0001230007
1,295	Minimality Attack in Privacy Preserving Data Publishing	2007	VLDB	0.00011272398
1,746	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB	9.8564338e-05
1,817	On k-Anonymity and the Curse of Dimensionality	2005	VLDB	9.6832973e-05
2,401	Simulatable Auditing	2005	PODS	8.6299652e-05
3,174	On the Correctness Criteria of Fine-Grained Access Control in Relational Databases	2007	VLDB	7.6663399e-05
3,296	Towards Robustness in Query Auditing	2006	VLDB	7.5459953e-05
4,037	Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge	2007	VLDB	6.9431497e-05
4,526	Hiding the Presence of Individuals from Shared Databases	2007	SIGMOD	6.6452861e-05
4,559	Deriving Private Information from Randomized Data	2005	SIGMOD	6.6318893e-05
4,699	Fast Data Anonymization with Low Information Loss	2007	VLDB	6.5560796e-05
6,554	Approximate Algorithms for k-Anonymity	2007	SIGMOD	5.8416386e-05
7,632	K-Anonymization as Spatial Indexing: Toward Scalable and Incremental Anonymization	2007	VLDB	5.5777517e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	12,809	Privacy in Data Systems	2003	PODS
2	4,699	Fast Data Anonymization with Low Information Loss	2007	VLDB
3	10,335	A General Framework for Per-record Differential Privacy	2026	SIGMOD
4	1,746	The Boundary Between Privacy and Utility in Data Publishing	2007	VLDB
5	3,935	Output Perturbation with Query Relaxation	2008	VLDB
6	123	Revealing Information while Preserving Privacy	2003	PODS
7	2,167	Optimizing error of high-dimensional statistical queries under differential privacy	2018	VLDB
8	12,506	Anonymized Data: Generation, Models, Usage	2009	SIGMOD
9	3,232	Privacy-preserving Anonymization of Set-valued Data	2008	VLDB
10	12,537	Distribution-based Microdata Anonymization	2009	VLDB