Publishing Set-Valued Data via Differential Privacy
Summary: Differentially private release of set-valued data via taxonomy trees and a top-down partitioning with linear scaling. Shows epsilon-delta usefulness for counting queries; preserves utility for counting and frequent itemsets; validated on real data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Rui Chen
- 2. Noman Mohammed
- 3. Benjamin C. M. Fung
- 4. Bipin C. Desai
- 5. Li Xiong
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,566 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.00011324162 |
| 2,688 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB | 8.3012815e-05 |
| 3,306 | Plausible Deniability for Privacy-Preserving Data Synthesis | 2017 | VLDB | 7.2411112e-05 |
| 4,461 | Pufferfish Privacy Mechanisms for Correlated Data | 2017 | SIGMOD | 6.1571961e-05 |
| 4,664 | PrivateClean: Data Cleaning and Differential Privacy | 2016 | SIGMOD | 6.0058132e-05 |
| 7,484 | Privacy Amplification via Shuffling: Unified, Simplified, and Tightened | 2024 | VLDB | 4.7135369e-05 |
| 8,077 | Set-valued Data Publication with Local Privacy: Tight Error Bounds and Efficient Mechanisms | 2020 | VLDB | 4.5878947e-05 |
| 8,934 | Privacy Preservation by Disassociation | 2012 | VLDB | 4.4229886e-05 |
| 9,301 | Controlled Intentional Degradation in Analytical Video Systems | 2022 | SIGMOD | 4.3558097e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 83 | Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis | 2009 | SIGMOD | 0.00053910987 |
| 111 | Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release | 2007 | PODS | 0.00047047599 |
| 137 | Revealing Information while Preserving Privacy | 2003 | PODS | 0.00042381562 |
| 178 | Boosting the Accuracy of Differentially Private Histograms Through Consistency | 2010 | VLDB | 0.00037726596 |
| 2,404 | Attacks on Privacy and deFinetti's Theorem | 2009 | SIGMOD | 8.8736984e-05 |
| 3,382 | Privacy-preserving Anonymization of Set-valued Data | 2008 | VLDB | 7.1538038e-05 |
| 4,527 | Anonymization of Set-Valued Data via Top-Down, Local Generalization | 2009 | VLDB | 6.1076171e-05 |
| 5,492 | rho-uncertainty: Inference-Proof Transaction Anonymization | 2010 | VLDB | 5.4777688e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,177 | Recursive Mechanism: Towards Node Differential Privacy and Unrestricted Joins | 2013 | SIGMOD | 0.00013465351 |
| 5,773 | Mining Frequent Patterns with Differential Privacy | 2013 | VLDB | 5.3300095e-05 |
| 1,566 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.00011324162 |
| 10,995 | Personalized Truncation for Personalized Privacy | 2024 | SIGMOD | 4.1905499e-05 |
| 1,760 | The Boundary Between Privacy and Utility in Data Publishing | 2007 | VLDB | 0.00010641674 |
| 7,865 | Differentially Private Data Release over Multiple Tables | 2023 | PODS | 4.6282846e-05 |
| 6,231 | Global and Local Differentially Private Release of Count-Weighted Graphs | 2023 | SIGMOD | 5.1402278e-05 |
| 6,480 | Differential Privacy in Data Publication and Analysis | 2012 | SIGMOD | 5.0396886e-05 |
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1905499e-05 |
| 3,382 | Privacy-preserving Anonymization of Set-valued Data | 2008 | VLDB | 7.1538038e-05 |