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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
9431
Venue
VLDB
Year
2006
Pagerank
0.00018594644
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
633 m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets 2007 SIGMOD 0.00018881387
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012270633
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
2,404 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8736984e-05
2,721 Anonymizing Bipartite Graph Data using Safe Groupings 2008 VLDB 8.2331032e-05
3,169 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4545379e-05
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
4,346 Class-based graph anonymization for social network data 2009 VLDB 6.2588738e-05
4,473 A Rigorous and Customizable Framework for Privacy 2012 PODS 6.1483804e-05
4,512 Privacy Skyline: Privacy with Multidimensional Adversarial Knowledge 2007 VLDB 6.1188233e-05
4,527 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1076171e-05
4,791 Hiding the Presence of Individuals from Shared Databases 2007 SIGMOD 5.9135123e-05
4,795 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9104664e-05
4,981 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7823243e-05
5,360 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5477372e-05
5,492 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4777688e-05
6,692 Information Preservation in Statistical Privacy and Bayesian Estimation of Unattributed Histograms 2013 SIGMOD 4.9568011e-05
8,303 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5392079e-05
8,306 Privacy Preserving Serial Data Publishing By Role Composition 2008 VLDB 4.5392079e-05
8,348 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 4.5343355e-05
8,791 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4459403e-05
8,934 Privacy Preservation by Disassociation 2012 VLDB 4.4229886e-05
9,341 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.351469e-05
9,342 Minimizing Minimality and Maximizing Utility: Analyzing Method-based attacks on Anonymized Data 2010 VLDB 4.351469e-05
9,343 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.351469e-05
11,061 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 4.1905499e-05
12,138 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1905499e-05
12,237 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.1905499e-05
12,281 Fragments and Loose Associations: Respecting Privacy in Data Publishing 2010 VLDB 4.1905499e-05
12,320 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1905499e-05
12,351 Distribution-based Microdata Anonymization 2009 VLDB 4.1905499e-05
12,468 Security in Outsourcing of Association Rule Mining 2007 VLDB 4.1905499e-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 0.0003266103
305 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028264843
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
849 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015919478
1,639 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011049413
1,733 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 0.00010715774
2,656 Personalized Privacy Preservation 2006 SIGMOD 8.3636527e-05
3,786 Checking for k-Anonymity Violation by Views 2005 VLDB 6.7652896e-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
12,351 Distribution-based Microdata Anonymization 2009 VLDB 4.1905499e-05
225 Generalizing Data to Provide Anonymity when Disclosing Information 1998 PODS 0.0003266103
2,822 Achieving Anonymity via Clustering 2006 PODS 8.0624025e-05
4,981 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7823243e-05
2,404 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8736984e-05
8,791 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4459403e-05
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
2,656 Personalized Privacy Preservation 2006 SIGMOD 8.3636527e-05
8,934 Privacy Preservation by Disassociation 2012 VLDB 4.4229886e-05