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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
4071
Venue
SIGMOD
Year
2008
Pagerank
5.2634238e-05
Overall Rank
9,487 | 34.92%
DOI
10.1145/1376616.1376666

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{li_sigmod08,
        title = {{Preservation of Proximity Privacy in Publishing Numerical Sensitive Data}},
        author = {Li, Jiexing and Tao, Yufei and Xiao, Xiaokui},
        series = {{SIGMOD} '08},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1376616.1376666},
        url = {https://dl.acm.org/doi/10.1145/1376616.1376666},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
12,326 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 5.093636e-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
70 Privacy-Preserving Data Mining 2000 SIGMOD 0.0003804755
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
404 Hippocratic Databases 2002 VLDB 0.00019065022
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
1,669 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00010050522
1,746 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.8564338e-05
3,110 Achieving Anonymity via Clustering 2006 PODS 7.7477034e-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
4,699 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
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