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Anatomy: Simple and Effective Privacy Preservation

Summary: Anatomy publishes QIs and sensitive values in two tables, enabling l-diversity while preserving microdata correlations. Linear-time algorithm builds anatomized tables, enabling accurate aggregates with average error below 10%, far better than generalization. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9430
Venue
VLDB
Year
2006
Pagerank
0.00018613167
Overall Rank
654 | 95.46%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
634 m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets 2007 SIGMOD 0.00018895628
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012281313
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
2,406 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8811954e-05
2,718 Anonymizing Bipartite Graph Data using Safe Groupings 2008 VLDB 8.2409647e-05
3,161 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4613905e-05
3,381 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1604078e-05
4,349 Class-based graph anonymization for social network data 2009 VLDB 6.2647606e-05
4,472 A Rigorous and Customizable Framework for Privacy 2012 PODS 6.1543113e-05
4,509 Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge 2007 VLDB 6.1270304e-05
4,524 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1133444e-05
4,790 Hiding the Presence of Individuals from Shared Databases 2007 SIGMOD 5.9192267e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9161511e-05
4,979 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7878768e-05
5,351 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5531181e-05
5,483 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4828795e-05
6,691 Information Preservation in Statistical Privacy and Bayesian Estimation of Unattributed Histograms 2013 SIGMOD 4.9613269e-05
8,309 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5435639e-05
8,312 Privacy Preserving Serial Data Publishing By Role Composition 2008 VLDB 4.5435639e-05
8,352 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 4.5386781e-05
8,794 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4502028e-05
8,930 Privacy Preservation by Disassociation 2012 VLDB 4.427232e-05
9,336 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.3556432e-05
9,337 Minimizing Minimality and Maximizing Utility: Analyzing Method-based attacks on Anonymized Data 2010 VLDB 4.3556432e-05
9,338 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.3556432e-05
11,058 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 4.1945683e-05
12,130 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1945683e-05
12,229 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.1945683e-05
12,273 Fragments and Loose Associations: Respecting Privacy in Data Publishing 2010 VLDB 4.1945683e-05
12,312 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1945683e-05
12,343 Distribution-based Microdata Anonymization 2009 VLDB 4.1945683e-05
12,459 Security in Outsourcing of Association Rule Mining 2007 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

Rank Cited Paper Year Venue Pagerank
225 Generalizing Data to Provide Anonymity when Disclosing Information 1998 PODS 0.00032707646
304 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028290121
455 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022717354
852 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015941524
1,633 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011060784
1,735 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 0.00010723402
2,682 Personalized Privacy Preservation 2006 SIGMOD 8.3202837e-05
3,785 Checking for k-Anonymity Violation by Views 2005 VLDB 6.7690512e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
12,616 Privacy in Data Systems 2003 PODS 4.1945683e-05
12,343 Distribution-based Microdata Anonymization 2009 VLDB 4.1945683e-05
225 Generalizing Data to Provide Anonymity when Disclosing Information 1998 PODS 0.00032707646
2,815 Achieving Anonymity via Clustering 2006 PODS 8.0702535e-05
4,979 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7878768e-05
2,406 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8811954e-05
8,794 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4502028e-05
3,381 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1604078e-05
2,682 Personalized Privacy Preservation 2006 SIGMOD 8.3202837e-05
8,930 Privacy Preservation by Disassociation 2012 VLDB 4.427232e-05