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m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets

Summary: Proposes m-Invariance, a generalization for privacy-preserving re-publication of dynamic data. Shows k-anonymity/l-diversity fail for updates; presents an algorithm to compute privacy-guarded relations for accurate aggregates, validated on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hcd43754a1518b317
Venue
SIGMOD
Year
2007
Pagerank
0.00012443542
Overall Rank
1,020 | 93.15%
DOI
10.1145/1247480.1247556

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{xiao_sigmod07,
        title = {{m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets}},
        author = {Xiao, Xiaokui and Tao, Yufei},
        series = {{SIGMOD} '07},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1247480.1247556},
        url = {https://dl.acm.org/doi/10.1145/1247480.1247556},
        year = {2007}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038522486
1,323 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00011028542
2,963 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.8060151e-05
4,430 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.6024228e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 6.4124756e-05
8,373 SAP HANA goes private – From Privacy Research to Privacy Aware Enterprise Analytics 2019 VLDB 5.3443759e-05
8,715 Privacy Preserving Serial Data Publishing By Role Composition 2008 VLDB 5.2905577e-05
9,164 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 5.2151493e-05
9,667 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 5.1453267e-05
12,715 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.9793485e-05
12,811 TIAMAT: a Tool for Interactive Analysis of Microdata Anonymization Techniques 2009 VLDB 4.9793485e-05
12,827 Distribution-based Microdata Anonymization 2009 VLDB 4.9793485e-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
347 Generalizing Data to Provide Anonymity when Disclosing Information 1998 PODS 0.00020325683
404 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00019081867
469 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.0001775622
584 Anatomy: Simple and Effective Privacy Preservation 2006 VLDB 0.00015954725
1,705 Injecting Utility into Anonymized Datasets 2006 SIGMOD 9.831451e-05
1,869 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 9.4714801e-05
2,453 Personalized Privacy Preservation 2006 SIGMOD 8.4435151e-05
3,165 Achieving Anonymity via Clustering 2006 PODS 7.5767906e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB
2 9,164 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD
3 8,715 Privacy Preserving Serial Data Publishing By Role Composition 2008 VLDB
4 4,802 Fast Data Anonymization with Low Information Loss 2007 VLDB
5 9,260 Privacy Preservation by Disassociation 2012 VLDB
6 2,912 Publishing Set-Valued Data via Differential Privacy 2011 VLDB
7 12,617 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB
8 3,293 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB
9 2,453 Personalized Privacy Preservation 2006 SIGMOD
10 1,323 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB