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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
9852
Venue
VLDB
Year
2008
Pagerank
0.00011145219
Overall Rank
1,326 | 90.91%
DOI
10.14778/1453856.1453869

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{hay_vldb08,
        title = {{Resisting Structural Re-identification in Anonymized Social Networks}},
        author = {Hay, Michael and Miklau, Gerome and Jensen, David and Towsley, Don and Weis, Philipp},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {102--114},
        doi = {10.14778/1453856.1453869},
        url = {https://doi.org/10.14778/1453856.1453869},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
855 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013579513
1,960 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 9.4058693e-05
2,255 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8595313e-05
2,909 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.9708764e-05
2,977 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.9035901e-05
4,125 Class-based graph anonymization for social network data 2009 VLDB 6.886347e-05
5,227 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 6.3085805e-05
5,384 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 6.2370509e-05
5,507 Neighborhood-Privacy Protected Shortest Distance Computing in Cloud 2011 SIGMOD 6.1924452e-05
6,266 Utility-Driven Graph Summarization 2019 VLDB 5.9355329e-05
6,288 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.9264969e-05
6,304 Privacy-Aware Data Management in Information Networks 2011 SIGMOD 5.9210809e-05
7,338 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 5.6393827e-05
8,545 Personalized Privacy Protection in Social Networks 2011 VLDB 5.4119882e-05
11,698 Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test 2021 VLDB 5.093636e-05
12,402 Surrogate Parenthood: Protected and Informative Graphs 2011 VLDB 5.093636e-05
12,506 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 5.093636e-05
12,537 Distribution-based Microdata Anonymization 2009 VLDB 5.093636e-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
985 Towards Identity Anonymization on Graphs 2008 SIGMOD 0.00012818114
1,746 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.8564338e-05
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# Overall Rank Paper Year Venue
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4 6,288 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD
5 5,227 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD
6 13,608 Privacy Preserving Social Graphs for High Precision Community Detection 2014 SIGMOD
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10 4,125 Class-based graph anonymization for social network data 2009 VLDB