Privacy-Preserving Data Mining
Summary: Privacy-preserving data mining: build models from perturbed training data without access to exact individual records. Introduces a reconstruction procedure to recover the original-data distributions, enabling decision-tree classifiers with accuracy close to that achieved with original data. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 1 of 51 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 12,616 | Privacy in Data Systems | 2003 | PODS | 4.1945683e-05 |
Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 89 | Statistical Databases: Characteristics, Problems, and Some Solutions | 1982 | VLDB | 0.0005230007 |
| 230 | An Interval Classifier for Database Mining Applications | 1992 | VLDB | 0.00032217064 |
| 482 | A study on the protection of statistical data bases | 1977 | SIGMOD | 0.00022165082 |
| 523 | Recovering Information from Summary Data | 1997 | VLDB | 0.00021089782 |
| 564 | An Analytic Approach to Statistical Databases | 1983 | VLDB | 0.00020017414 |
| 1,107 | SPRINT: A Scalable Parallel Classifier for Data Mining | 1996 | VLDB | 0.00013985717 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,381 | Privacy-preserving Anonymization of Set-valued Data | 2008 | VLDB | 7.1604078e-05 |
| 4,899 | Deriving Private Information from Randomized Data | 2005 | SIGMOD | 5.8439867e-05 |
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1945683e-05 |
| 3,097 | Publishing Set-Valued Data via Differential Privacy | 2011 | VLDB | 7.5647028e-05 |
| 4,039 | Differential Privacy in Telco Big Data Platform | 2015 | VLDB | 6.5075964e-05 |
| 5,772 | Mining Frequent Patterns with Differential Privacy | 2013 | VLDB | 5.3322378e-05 |
| 177 | Limiting Privacy Breaches in Privacy Preserving Data Mining | 2003 | PODS | 0.0003788711 |
| 559 | Maintaining Data Privacy in Association Rule Mining | 2002 | VLDB | 0.00020147576 |
| 147 | On the Design and Quantification of Privacy Preserving Data Mining Algorithms | 2001 | PODS | 0.00041235556 |
| 12,616 | Privacy in Data Systems | 2003 | PODS | 4.1945683e-05 |