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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
3982
Venue
SIGMOD
Year
2008
Pagerank
4.4459403e-05
Overall Rank
8,791 | 38.91%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
4,527 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1076171e-05
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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
137 Revealing Information while Preserving Privacy 2003 PODS 0.00042381562
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00037858416
305 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028264843
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
567 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019940193
633 m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets 2007 SIGMOD 0.00018881387
654 Anatomy: Simple and Effective Privacy Preservation 2006 VLDB 0.00018594644
957 Privacy Preserving OLAP 2005 SIGMOD 0.00015065499
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012270633
1,733 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 0.00010715774
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
2,579 Simulatable Auditing 2005 PODS 8.5010694e-05
3,264 Towards Robustness in Query Auditing 2006 VLDB 7.3073465e-05
3,500 On the Correctness Criteria of Fine-Grained Access Control in Relational Databases 2007 VLDB 7.0338899e-05
4,512 Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge 2007 VLDB 6.1188233e-05
4,791 Hiding the Presence of Individuals from Shared Databases 2007 SIGMOD 5.9135123e-05
4,905 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8382391e-05
4,981 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7823243e-05
6,476 Approximate Algorithms for k-Anonymity 2007 SIGMOD 5.040879e-05
7,772 K-Anonymization as Spatial Indexing: Toward Scalable and Incremental Anonymization 2007 VLDB 4.6509661e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
12,625 Privacy in Data Systems 2003 PODS 4.1905499e-05
4,981 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7823243e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 4.1905499e-05
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
3,769 Output Perturbation with Query Relaxation 2008 VLDB 6.7744696e-05
137 Revealing Information while Preserving Privacy 2003 PODS 0.00042381562
2,436 Optimizing error of high-dimensional statistical queries under differential privacy 2018 VLDB 8.8217855e-05
12,320 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1905499e-05
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
12,351 Distribution-based Microdata Anonymization 2009 VLDB 4.1905499e-05