On k-Anonymity and the Curse of Dimensionality
Summary: Analyzes k-anonymity in high-dimensional data by modeling inference attacks over all attribute combinations. Demonstrates dimensionality-driven sparsity and an exponential attack space, forcing either heavy data suppression or privacy compromise. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 634 | m-Invariance: Towards Privacy Preserving Re-publication of Dynamic Datasets | 2007 | SIGMOD | 0.00018895628 |
| 654 | Anatomy: Simple and Effective Privacy Preservation | 2006 | VLDB | 0.00018613167 |
| 1,567 | PrivBasis: Frequent Itemset Mining with Differential Privacy | 2012 | VLDB | 0.0001133268 |
| 1,633 | Injecting Utility into Anonymized Datasets | 2006 | SIGMOD | 0.00011060784 |
| 2,682 | Personalized Privacy Preservation | 2006 | SIGMOD | 8.3202837e-05 |
| 3,783 | Time Series Compressibility and Privacy | 2007 | VLDB | 6.7714995e-05 |
| 4,790 | Hiding the Presence of Individuals from Shared Databases | 2007 | SIGMOD | 5.9192267e-05 |
| 6,482 | Approximate Algorithms for k-Anonymity | 2007 | SIGMOD | 5.045711e-05 |
| 8,794 | Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation | 2008 | SIGMOD | 4.4502028e-05 |
| 8,930 | Privacy Preservation by Disassociation | 2012 | VLDB | 4.427232e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 40 | Privacy-Preserving Data Mining | 2000 | SIGMOD | 0.00074232718 |
| 147 | On the Design and Quantification of Privacy Preserving Data Mining Algorithms | 2001 | PODS | 0.00041235556 |
| 304 | On the Complexity of Optimal K-Anonymity | 2004 | PODS | 0.00028290121 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,227 | On the Risks of Collecting Multidimensional Data Under Local Differential Privacy | 2023 | VLDB | 4.1945683e-05 |
| 225 | Generalizing Data to Provide Anonymity when Disclosing Information | 1998 | PODS | 0.00032707646 |
| 2,434 | Optimizing error of high-dimensional statistical queries under differential privacy | 2018 | VLDB | 8.8278955e-05 |
| 12,312 | Anonymized Data: Generation, Models, Usage | 2009 | SIGMOD | 4.1945683e-05 |
| 455 | Incognito: Efficient Full-Domain K-Anonymity | 2005 | SIGMOD | 0.00022717354 |
| 7,541 | Privacy-Enhancing k-Anonymization of Customer Data | 2005 | PODS | 4.7157092e-05 |
| 2,815 | Achieving Anonymity via Clustering | 2006 | PODS | 8.0702535e-05 |
| 3,381 | Privacy-preserving Anonymization of Set-valued Data | 2008 | VLDB | 7.1604078e-05 |
| 8,930 | Privacy Preservation by Disassociation | 2012 | VLDB | 4.427232e-05 |
| 4,979 | Fast Data Anonymization with Low Information Loss | 2007 | VLDB | 5.7878768e-05 |