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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
9662
Venue
VLDB
Year
2008
Pagerank
0.000113084
Overall Rank
1,571 | 89.09%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
506 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021481335
2,404 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8736984e-05
2,686 Private Release of Graph Statistics using Ladder Functions 2015 SIGMOD 8.31087e-05
3,106 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.5550946e-05
3,169 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4545379e-05
4,346 Class-based graph anonymization for social network data 2009 VLDB 6.2588738e-05
4,942 Privacy Preserving Subgraph Matching on Large Graphs in Cloud 2016 SIGMOD 5.8124358e-05
5,360 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5477372e-05
5,494 Neighborhood-Privacy Protected Shortest Distance Computing in Cloud 2011 SIGMOD 5.4770961e-05
6,190 Privacy-Aware Data Management in Information Networks 2011 SIGMOD 5.1604866e-05
6,330 Utility-Driven Graph Summarization 2019 VLDB 5.1028624e-05
6,406 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0704962e-05
7,943 DPGraph: A Benchmark Platform for Differentially Private Graph Analysis 2021 SIGMOD 4.6089395e-05
8,303 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5392079e-05
11,504 Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test 2021 VLDB 4.1905499e-05
12,215 Surrogate Parenthood: Protected and Informative Graphs 2011 VLDB 4.1905499e-05
12,320 Anonymized Data: Generation, Models, Usage 2009 SIGMOD 4.1905499e-05
12,351 Distribution-based Microdata Anonymization 2009 VLDB 4.1905499e-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
800 Towards Identity Anonymization on Graphs 2008 SIGMOD 0.00016463554
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
8,934 Privacy Preservation by Disassociation 2012 VLDB 4.4229886e-05
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
3,169 K-Automorphism: A General Framework for Privacy Preserving Network Publication 2009 VLDB 7.4545379e-05
6,406 Publishing Attributed Social Graphs with Formal Privacy Guarantees 2016 SIGMOD 5.0704962e-05
5,360 K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks 2010 SIGMOD 5.5477372e-05
13,420 Privacy Preserving Social Graphs for High Precision Community Detection 2014 SIGMOD -
3,106 Injecting Uncertainty in Graphs for Identity Obfuscation 2012 VLDB 7.5550946e-05
800 Towards Identity Anonymization on Graphs 2008 SIGMOD 0.00016463554
8,303 Personalized Privacy Protection in Social Networks 2011 VLDB 4.5392079e-05
4,346 Class-based graph anonymization for social network data 2009 VLDB 6.2588738e-05