Mining Frequent Patterns with Differential Privacy
Summary: Differential privacy for mining frequent patterns; defines exact vs. noisy patterns in itemsets and sequences. Two exact-pattern methods: privacy-preserving record linkage; a two-phase substring/prefix mining method; plus a noisy-pattern taxonomy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Luca Bonomi (Emory University)
BibTeX Citation
@article{bonomi_vldb13,
title = {{Mining Frequent Patterns with Differential Privacy}},
author = {Bonomi, Luca},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {12},
doi = {10.14778/2536274.2536329},
url = {https://doi.org/10.14778/2536274.2536329},
year = {2013}
}
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,595 | Privacy Amplification via Shuffling: Unified, Simplified, and Tightened | 2024 | VLDB | 6.1548101e-05 |
| 6,288 | Publishing Attributed Social Graphs with Formal Privacy Guarantees | 2016 | SIGMOD | 5.9264969e-05 |
| 6,367 | Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy | 2025 | SIGMOD | 5.8981989e-05 |
| 8,719 | DPXPlain: Privately Explaining Aggregate Query Answers | 2023 | VLDB | 5.3774243e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0006567919 |
| 1,421 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.00010828328 |
| 2,366 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB | 8.6866148e-05 |
| 4,913 | Privacy Preserving Schema and Data Matching | 2007 | SIGMOD | 6.4479393e-05 |
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|---|---|---|---|---|
| 1 | 4,029 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB |
| 2 | 7,548 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD |
| 3 | 244 | On the Design and Quantification of Privacy Preserving Data Mining Algorithms | 2001 | PODS |
| 4 | 161 | Mining Frequent Patterns without Candidate Generation | 2000 | SIGMOD |
| 5 | 1,217 | Maintaining Data Privacy in Association Rule Mining | 2002 | VLDB |
| 6 | 2,856 | Publishing Set-Valued Data via Differential Privacy | 2011 | VLDB |
| 7 | 218 | Limiting Privacy Breaches in Privacy Preserving Data Mining | 2003 | PODS |
| 8 | 70 | Privacy-Preserving Data Mining | 2000 | SIGMOD |
| 9 | 1,421 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB |
| 10 | 2,366 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB |