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 |
|---|---|---|---|---|
| 4,038 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB | 6.5067029e-05 |
| 10,995 | Personalized Truncation for Personalized Privacy | 2024 | SIGMOD | 4.1905499e-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 |
|---|---|---|---|---|
| 305 | On the Complexity of Optimal K-Anonymity | 2004 | PODS | 0.00028264843 |
| 654 | Anatomy: Simple and Effective Privacy Preservation | 2006 | VLDB | 0.00018594644 |
| 800 | Towards Identity Anonymization on Graphs | 2008 | SIGMOD | 0.00016463554 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.000113084 |
| 2,721 | Anonymizing Bipartite Graph Data using Safe Groupings | 2008 | VLDB | 8.2331032e-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 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,406 | Publishing Attributed Social Graphs with Formal Privacy Guarantees | 2016 | SIGMOD | 5.0704962e-05 |
| 6,190 | Privacy-Aware Data Management in Information Networks | 2011 | SIGMOD | 5.1604866e-05 |
| 800 | Towards Identity Anonymization on Graphs | 2008 | SIGMOD | 0.00016463554 |
| 5,360 | K-Isomorphism: Privacy Preserving Network Publication against Structural Attacks | 2010 | SIGMOD | 5.5477372e-05 |
| 4,346 | Class-based graph anonymization for social network data | 2009 | VLDB | 6.2588738e-05 |
| 3,169 | K-Automorphism: A General Framework for Privacy Preserving Network Publication | 2009 | VLDB | 7.4545379e-05 |
| 13,420 | Privacy Preserving Social Graphs for High Precision Community Detection | 2014 | SIGMOD | - |
| 2,656 | Personalized Privacy Preservation | 2006 | SIGMOD | 8.3636527e-05 |
| 3,875 | Personalized Social Recommendations - Accurate or Private? | 2011 | VLDB | 6.6704791e-05 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.000113084 |