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Preservation of Proximity Privacy in Publishing Numerical Sensitive Data

Summary: Proximity breach risks numerical sensitive data in anonymized publications; standard principles fail. Proposes (ε, m)-anonymity: in a QI-group, at most 1/m tuples have ε-similar values to x; theory, a generalization algorithm, and real-data validation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4009
Venue
SIGMOD
Year
2008
Pagerank
4.3556432e-05
Overall Rank
9,338 | 35.04%
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
12,130 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
40 Privacy-Preserving Data Mining 2000 SIGMOD 0.00074232718
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
355 Hippocratic Databases 2002 VLDB 0.00026087195
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
1,633 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011060784
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
2,815 Achieving Anonymity via Clustering 2006 PODS 8.0702535e-05
3,258 Towards Robustness in Query Auditing 2006 VLDB 7.3150323e-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
4,979 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
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,482 Approximate Algorithms for k-Anonymity 2007 SIGMOD 5.045711e-05
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
4,979 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7878768e-05
8,930 Privacy Preservation by Disassociation 2012 VLDB 4.427232e-05
2,682 Personalized Privacy Preservation 2006 SIGMOD 8.3202837e-05
12,130 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1945683e-05
2,815 Achieving Anonymity via Clustering 2006 PODS 8.0702535e-05
12,229 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.1945683e-05
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012281313
3,381 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1604078e-05