Personalized Social Recommendations - Accurate or Private?
Summary: Formalizes accuracy–privacy trade-offs for personalized social recommendations, focusing on protecting social links via differential privacy. Proves DP utility lower bounds, adapts two DP algorithms, and shows that high-quality private recommendations are feasible only for a minority or with lax privacy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,227 | Blowfish Privacy: Tuning Privacy-Utility Trade-offs using Policies | 2014 | SIGMOD | 9.2421238e-05 |
| 4,039 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB | 6.5075964e-05 |
| 6,185 | Privacy-Aware Data Management in Information Networks | 2011 | SIGMOD | 5.1666285e-05 |
| 6,486 | Differential Privacy in Data Publication and Analysis | 2012 | SIGMOD | 5.0445043e-05 |
| 11,527 | Catch a Blowfish Alive: A Demonstration of Policy-Aware Differential Privacy for Interactive Data Exploration | 2021 | VLDB | 4.1945683e-05 |
| 11,879 | Design of Policy-Aware Differentially Private Algorithms | 2016 | VLDB | 4.1945683e-05 |
| 11,953 | Inferring Continuous Dynamic Social Influence and Personal Preference for Temporal Behavior Prediction | 2015 | VLDB | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 111 | Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release | 2007 | PODS | 0.00047073785 |
| 1,139 | Feeding Frenzy: Selectively Materializing Users' Event Feeds | 2010 | SIGMOD | 0.00013725337 |
| 8,438 | Data Publishing against Realistic Adversaries | 2009 | VLDB | 4.5131088e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,682 | Personalized Privacy Preservation | 2006 | SIGMOD | 8.3202837e-05 |
| 505 | Relationship Privacy: Output Perturbation for Queries with Joins | 2009 | PODS | 0.00021491332 |
| 4,349 | Class-based graph anonymization for social network data | 2009 | VLDB | 6.2647606e-05 |
| 1,571 | Resisting Structural Re-identification in Anonymized Social Networks | 2008 | VLDB | 0.00011318916 |
| 5,775 | Federated Matrix Factorization with Privacy Guarantee | 2022 | VLDB | 5.3310992e-05 |
| 10,992 | Personalized Truncation for Personalized Privacy | 2024 | SIGMOD | 4.1945683e-05 |
| 13,394 | D2P: Distance-Based Differential Privacy in Recommenders | 2015 | VLDB | - |
| 13,407 | Privacy Preserving Social Graphs for High Precision Community Detection | 2014 | SIGMOD | - |
| 10,097 | P2 FedRec: Towards Privacy-Preserving and Personalized Federated Recommendation via Relationship Awareness | 2026 | SIGMOD | 4.1945683e-05 |
| 8,309 | Personalized Privacy Protection in Social Networks | 2011 | VLDB | 4.5435639e-05 |