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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
h59ba527098c9f9e7
Venue
PODS
Year
2003
Pagerank
0.00023973554
Overall Rank
226 | 98.49%
DOI
10.1145/773153.773174

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{evfimievski_pods03,
        address = {New York, NY, USA},
        series = {{PODS} '03},
        title = {{Limiting Privacy Breaches in Privacy Preserving Data Mining}},
        url = {https://dl.acm.org/doi/10.1145/773153.773174},
        doi = {10.1145/773153.773174},
        booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
        publisher = {Association for Computing Machinery},
        author = {Evfimievski, Alexandre and Gehrke, Johannes and Srikant, Ramakrishnan},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 39 of 39 citing papers.

Rank Citing Paper Year Venue Pagerank
133 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00030046147
404 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00019072866
449 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00018113248
520 Practical Privacy: The SuLQ Framework 2005 PODS 0.00016931295
733 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00014377067
879 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013293341
1,097 Privacy Preserving OLAP 2005 SIGMOD 0.00012035305
1,705 Injecting Utility into Anonymized Datasets 2006 SIGMOD 9.8267971e-05
1,782 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.6477589e-05
2,178 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 8.9117503e-05
2,299 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.6748168e-05
2,338 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.6165753e-05
2,450 Simulatable Auditing 2005 PODS 8.4450717e-05
2,586 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 8.2533446e-05
2,867 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 7.9211415e-05
2,930 Privacy via Pseudorandom Sketches 2006 PODS 7.8380899e-05
3,125 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.6196809e-05
3,359 Towards Robustness in Query Auditing 2006 VLDB 7.3746967e-05
3,686 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 7.095629e-05
4,041 Epistemic Privacy 2008 PODS 6.8354934e-05
4,420 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.6042887e-05
4,653 Deriving Private Information from Randomized Data 2005 SIGMOD 6.4826937e-05
4,664 Time Series Compressibility and Privacy 2007 VLDB 6.4782305e-05
4,797 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 6.40944e-05
5,621 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 6.0588309e-05
7,700 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 5.4738264e-05
8,048 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 5.3989672e-05
8,457 Access Control over Uncertain Data 2008 VLDB 5.3324907e-05
8,575 Information Theory for Data Management 2010 SIGMOD 5.3109376e-05
8,665 Network Shuffling: Privacy Amplification via Random Walks 2022 SIGMOD 5.2912603e-05
8,693 Measuring Re-identification Risk 2023 SIGMOD 5.2880532e-05
8,950 Data Publishing against Realistic Adversaries 2009 VLDB 5.25217e-05
9,173 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 5.2126805e-05
9,672 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 5.142891e-05
9,674 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 5.142891e-05
9,734 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB 5.1325223e-05
12,623 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.9769913e-05
12,841 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.9769913e-05
12,844 Information Theory For Data Management 2009 VLDB 4.9769913e-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
29 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00051189413
69 Privacy-Preserving Data Mining 2000 SIGMOD 0.00037940729
254 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00023009248
1,241 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00011379436
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,930 Privacy via Pseudorandom Sketches 2006 PODS
2 5,674 Mining Frequent Patterns with Differential Privacy 2013 VLDB
3 8,048 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS
4 9,672 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB
5 4,653 Deriving Private Information from Randomized Data 2005 SIGMOD
6 4,797 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB
7 13,105 Privacy in Data Systems 2003 PODS
8 69 Privacy-Preserving Data Mining 2000 SIGMOD
9 254 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS
10 1,241 Maintaining Data Privacy in Association Rule Mining 2002 VLDB