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Resisting Structural Re-identification in Anonymized Social Networks

Summary: Quantifies privacy risks of three attack classes on anonymized networks, risk varies with structure and size. Proposes a model-based anonymization of aggregate structure, sampling to yield anonymity while preserving estimates of network measures. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9661
Venue
VLDB
Year
2008
Pagerank
0.00011318916
Overall Rank
1,571 | 89.08%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
505 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021491332
2,406 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8811954e-05
2,683 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 8.315553e-05
3,101 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.5598015e-05
3,161 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4613905e-05
4,349 Class-based graph anonymization for social network data 2009 VLDB 6.2647606e-05
4,940 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 5.8180285e-05
5,351 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5531181e-05
5,485 Neighborhood-Privacy Protected Shortest Distance Computing in Cloud 2011 SIGMOD 5.4813218e-05
6,185 Privacy-Aware Data Management in Information Networks 2011 SIGMOD 5.1666285e-05
6,329 Utility-Driven Graph Summarization 2019 VLDB 5.1077685e-05
6,410 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0753667e-05
7,940 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 4.613363e-05
8,309 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5435639e-05
11,500 Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test 2021 VLDB 4.1945683e-05
12,207 Surrogate Parenthood: Protected and Informative Graphs 2011 VLDB 4.1945683e-05
12,312 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1945683e-05
12,343 Distribution-based Microdata Anonymization 2009 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
803 Towards Identity Anonymization on Graphs 2008 SIGMOD 0.00016478924
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
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Overall Rank Paper Year Venue Pagerank
8,930 Privacy Preservation by Disassociation 2012 VLDB 4.427232e-05
3,381 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1604078e-05
3,161 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4613905e-05
6,410 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0753667e-05
5,351 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5531181e-05
13,407 Privacy Preserving Social Graphs for High Precision Community Detection 2014 SIGMOD -
3,101 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.5598015e-05
803 Towards Identity Anonymization on Graphs 2008 SIGMOD 0.00016478924
8,309 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5435639e-05
4,349 Class-based graph anonymization for social network data 2009 VLDB 6.2647606e-05