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Anonymization of Set-Valued Data via Top-Down, Local Generalization

Summary: Top-down, partition-based anonymization for set-valued data, addressing multi-valued records where single-value models fail. Linear-time scalability and a strong information-loss metric; enables practical anonymization of AOL query logs and related data releases. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9907
Venue
VLDB
Year
2009
Pagerank
6.1076171e-05
Overall Rank
4,527 | 68.54%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
1,566 PrivBasis: Frequent Itemset Mining with Differential Privacy 2012 VLDB 0.00011324162
2,688 On Differentially Private Frequent Itemset Mining 2013 VLDB 8.3012815e-05
3,103 Publishing Set-Valued Data via Differential Privacy 2011 VLDB 7.5578714e-05
5,492 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4777688e-05
8,077 Set-valued Data Publication with Local Privacy: Tight Error Bounds and Efficient Mechanisms 2020 VLDB 4.5878947e-05
8,934 Privacy Preservation by Disassociation 2012 VLDB 4.4229886e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032118946
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076114894
40 Privacy-Preserving Data Mining 2000 SIGMOD 0.00074213516
305 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028264843
404 Mining Generalized Association Rules 1995 VLDB 0.00024159651
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.0002012549
633 m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets 2007 SIGMOD 0.00018881387
654 Anatomy: Simple and Effective Privacy Preservation 2006 VLDB 0.00018594644
1,639 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011049413
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
8,791 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4459403e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
458 Incognito: Efficient Full-Domain K-Anonymity 2005 SIGMOD 0.00022698513
3,103 Publishing Set-Valued Data via Differential Privacy 2011 VLDB 7.5578714e-05
8,934 Privacy Preservation by Disassociation 2012 VLDB 4.4229886e-05
8,791 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4459403e-05
12,351 Distribution-based Microdata Anonymization 2009 VLDB 4.1905499e-05
2,822 Achieving Anonymity via Clustering 2006 PODS 8.0624025e-05
225 Generalizing Data to Provide Anonymity when Disclosing Information 1998 PODS 0.0003266103
12,320 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1905499e-05
4,981 Fast Data Anonymization with Low Information Loss 2007 VLDB 5.7823243e-05
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05