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
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,410 | Publishing Attributed Social Graphs with Formal Privacy Guarantees | 2016 | SIGMOD | 5.0753667e-05 |
| 7,484 | Privacy Amplification via Shuffling: Unified, Simplified, and Tightened | 2024 | VLDB | 4.7180617e-05 |
| 8,234 | Robust Privacy-Preserving Triangle Counting under Edge Local Differential Privacy | 2025 | SIGMOD | 4.5535352e-05 |
| 9,766 | DPXPlain: Privately Explaining Aggregate Query Answers | 2023 | VLDB | 4.2856106e-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 | 0.0010864752 |
| 1,567 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.0001133268 |
| 2,685 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB | 8.3070708e-05 |
| 4,537 | Privacy Preserving Schema and Data Matching | 2007 | SIGMOD | 6.1042536e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,039 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB | 6.5075964e-05 |
| 6,599 | Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory | 2024 | SIGMOD | 4.9973567e-05 |
| 181 | Mining Frequent Patterns without Candidate Generation | 2000 | SIGMOD | 0.00036992674 |
| 147 | On the Design and Quantification of Privacy Preserving Data Mining Algorithms | 2001 | PODS | 0.00041235556 |
| 559 | Maintaining Data Privacy in Association Rule Mining | 2002 | VLDB | 0.00020147576 |
| 3,097 | Publishing Set-Valued Data via Differential Privacy | 2011 | VLDB | 7.5647028e-05 |
| 177 | Limiting Privacy Breaches in Privacy Preserving Data Mining | 2003 | PODS | 0.0003788711 |
| 40 | Privacy-Preserving Data Mining | 2000 | SIGMOD | 0.00074232718 |
| 1,567 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.0001133268 |
| 2,685 | On Differentially Private Frequent Itemset Mining | 2013 | VLDB | 8.3070708e-05 |