Personalized Privacy Protection in Social Networks
Summary: Personalized privacy framework for social graphs with multi-level attacker knowledge; targets heterogeneous user privacy needs. Combines label generalization with structural protection (noise edges/nodes) to tailor per-user safeguards; experiments show utility-privacy trade-offs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mingxuan Yuan
- 2. Lei Chen
- 3. Philip S. Yu
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,039 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB | 6.5075964e-05 |
| 10,992 | Personalized Truncation for Personalized Privacy | 2024 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 304 | On the Complexity of Optimal K-Anonymity | 2004 | PODS | 0.00028290121 |
| 654 | Anatomy: Simple and Effective Privacy Preservation | 2006 | VLDB | 0.00018613167 |
| 803 | Towards Identity Anonymization on Graphs | 2008 | SIGMOD | 0.00016478924 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.00011318916 |
| 2,718 | Anonymizing Bipartite Graph Data using Safe Groupings | 2008 | VLDB | 8.2409647e-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 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,410 | Publishing Attributed Social Graphs with Formal Privacy Guarantees | 2016 | SIGMOD | 5.0753667e-05 |
| 6,185 | Privacy-Aware Data Management in Information Networks | 2011 | SIGMOD | 5.1666285e-05 |
| 803 | Towards Identity Anonymization on Graphs | 2008 | SIGMOD | 0.00016478924 |
| 5,351 | K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks | 2010 | SIGMOD | 5.5531181e-05 |
| 4,349 | Class-based graph anonymization for social network data | 2009 | VLDB | 6.2647606e-05 |
| 3,161 | K-Automorphism: A General Framework for Privacy Preserving Network Publication | 2009 | VLDB | 7.4613905e-05 |
| 13,407 | Privacy Preserving Social Graphs for High Precision Community Detection | 2014 | SIGMOD | - |
| 2,682 | Personalized Privacy Preservation | 2006 | SIGMOD | 8.3202837e-05 |
| 3,874 | Personalized Social Recommendations - Accurate or Private? | 2011 | VLDB | 6.6767405e-05 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.00011318916 |