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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
0.0003788711
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 0.00047073785
304 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028290121
395 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00024433049
505 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00021491332
568 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019949368
715 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00017725693
955 Privacy Preserving OLAP 2005 SIGMOD 0.00015075131
1,633 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011060784
1,761 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010651764
2,119 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.5090272e-05
2,406 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8811954e-05
2,555 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.5477878e-05
2,577 Simulatable Auditing 2005 PODS 8.5099821e-05
2,625 Epistemic Privacy 2008 PODS 8.4317678e-05
2,806 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.0911177e-05
2,899 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 7.9443198e-05
3,172 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4411955e-05
3,258 Towards Robustness in Query Auditing 2006 VLDB 7.3150323e-05
3,783 Time Series Compressibility and Privacy 2007 VLDB 6.7714995e-05
3,843 Privacy via Pseudorandom Sketches 2006 PODS 6.7077542e-05
4,189 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.3743594e-05
4,753 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 5.9469115e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9161511e-05
4,899 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8439867e-05
5,483 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 5.4828795e-05
6,599 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 4.9973567e-05
7,541 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.7157092e-05
7,962 Access Control over Uncertain Data 2008 VLDB 4.613363e-05
8,044 Information Theory for Data Management 2010 SIGMOD 4.5993522e-05
8,283 Measuring Re-identification Risk 2023 SIGMOD 4.5435639e-05
8,438 Data Publishing against Realistic Adversaries 2009 VLDB 4.5131088e-05
8,512 Network Shuffling: Privacy Amplification via Random Walks 2022 SIGMOD 4.4947966e-05
8,794 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 4.4502028e-05
9,336 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.3556432e-05
9,338 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.3556432e-05
10,727 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB 4.1945683e-05
12,130 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.1945683e-05
12,352 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.1945683e-05
12,355 Information Theory For Data Management 2009 VLDB 4.1945683e-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 0.00076161096
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
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00020147576
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,843 Privacy via Pseudorandom Sketches 2006 PODS 6.7077542e-05
5,772 Mining Frequent Patterns with Differential Privacy 2013 VLDB 5.3322378e-05
7,541 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.7157092e-05
9,336 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.3556432e-05
4,899 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8439867e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9161511e-05
12,616 Privacy in Data Systems 2003 PODS 4.1945683e-05
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
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00020147576