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Limiting Privacy Breaches in Privacy Preserving Data Mining

Summary: Formulates record-level privacy breaches and proposes "amplification", a distribution-agnostic method that guarantees bounds on breach risk. Applies it to association-rule mining with modified randomization plus PRG-seed encoding to shrink randomized transactions and introduces breach-aware privacy metrics. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1293
Venue
PODS
Year
2003
Pagerank
0.00037858416
Overall Rank
177 | 98.78%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
111 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00047047599
305 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028264843
397 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00024413949
506 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021481335
567 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019940193
713 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00017691286
957 Privacy Preserving OLAP 2005 SIGMOD 0.00015065499
1,639 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011049413
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
2,116 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.5135165e-05
2,404 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8736984e-05
2,556 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5485513e-05
2,579 Simulatable Auditing 2005 PODS 8.5010694e-05
2,629 Epistemic Privacy 2008 PODS 8.4237864e-05
2,791 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.1198086e-05
2,898 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 7.9497751e-05
3,178 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4350161e-05
3,264 Towards Robustness in Query Auditing 2006 VLDB 7.3073465e-05
3,788 Time Series Compressibility and Privacy 2007 VLDB 6.7624343e-05
3,844 Privacy via Pseudorandom Sketches 2006 PODS 6.7044812e-05
4,185 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.3713506e-05
4,723 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 5.9644411e-05
4,795 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9104664e-05
4,905 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8382391e-05
5,492 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4777688e-05
6,600 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 4.9925547e-05
7,475 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.714352e-05
7,965 Access Control over Uncertain Data 2008 VLDB 4.6089395e-05
8,046 Information Theory for Data Management 2010 SIGMOD 4.5949091e-05
8,277 Measuring Re-identification Risk 2023 SIGMOD 4.5392079e-05
8,429 Data Publishing against Realistic Adversaries 2009 VLDB 4.5089326e-05
8,509 Network Shuffling: Privacy Amplification via Random Walks 2022 SIGMOD 4.4904878e-05
8,791 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4459403e-05
9,341 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.351469e-05
9,343 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.351469e-05
10,734 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB 4.1905499e-05
12,138 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1905499e-05
12,360 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.1905499e-05
12,363 Information Theory For Data Management 2009 VLDB 4.1905499e-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
36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076114894
40 Privacy-Preserving Data Mining 2000 SIGMOD 0.00074213516
148 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041196325
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.0002012549
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,844 Privacy via Pseudorandom Sketches 2006 PODS 6.7044812e-05
5,773 Mining Frequent Patterns with Differential Privacy 2013 VLDB 5.3300095e-05
7,475 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.714352e-05
9,341 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.351469e-05
4,905 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8382391e-05
4,795 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9104664e-05
12,625 Privacy in Data Systems 2003 PODS 4.1905499e-05
40 Privacy-Preserving Data Mining 2000 SIGMOD 0.00074213516
148 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041196325
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.0002012549