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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
0.00023984903
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 0.0003006035
404 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00019081867
449 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00018121827
520 Practical Privacy: The SuLQ Framework 2005 PODS 0.00016939312
732 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00014383875
879 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013299637
1,097 Privacy Preserving OLAP 2005 SIGMOD 0.00012041002
1,705 Injecting Utility into Anonymized Datasets 2006 SIGMOD 9.831451e-05
1,782 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.652327e-05
2,175 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 8.9159708e-05
2,296 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.6789249e-05
2,336 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.6206562e-05
2,449 Simulatable Auditing 2005 PODS 8.4490697e-05
2,585 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 8.2572535e-05
2,867 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 7.9248931e-05
2,929 Privacy via Pseudorandom Sketches 2006 PODS 7.8418021e-05
3,123 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.6232896e-05
3,359 Towards Robustness in Query Auditing 2006 VLDB 7.3781883e-05
3,684 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 7.0989896e-05
4,040 Epistemic Privacy 2008 PODS 6.8387308e-05
4,418 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.6074165e-05
4,651 Deriving Private Information from Randomized Data 2005 SIGMOD 6.4857639e-05
4,662 Time Series Compressibility and Privacy 2007 VLDB 6.4812985e-05
4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 6.4124756e-05
5,620 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 6.0617004e-05
7,694 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 5.4764188e-05
8,041 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 5.4015242e-05
8,448 Access Control over Uncertain Data 2008 VLDB 5.3350162e-05
8,568 Information Theory for Data Management 2010 SIGMOD 5.3134519e-05
8,657 Network Shuffling: Privacy Amplification via Random Walks 2022 SIGMOD 5.2937663e-05
8,685 Measuring Re-identification Risk 2023 SIGMOD 5.2905577e-05
8,942 Data Publishing against Realistic Adversaries 2009 VLDB 5.2546575e-05
9,164 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 5.2151493e-05
9,665 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 5.1453267e-05
9,667 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 5.1453267e-05
9,729 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB 5.1349531e-05
12,617 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 4.9793485e-05
12,835 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.9793485e-05
12,838 Information Theory For Data Management 2009 VLDB 4.9793485e-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 0.0005121339
68 Privacy-Preserving Data Mining 2000 SIGMOD 0.00037958605
254 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00023020039
1,239 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00011384824
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,929 Privacy via Pseudorandom Sketches 2006 PODS
2 5,673 Mining Frequent Patterns with Differential Privacy 2013 VLDB
3 8,041 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS
4 9,665 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB
5 4,651 Deriving Private Information from Randomized Data 2005 SIGMOD
6 4,794 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB
7 13,099 Privacy in Data Systems 2003 PODS
8 68 Privacy-Preserving Data Mining 2000 SIGMOD
9 254 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS
10 1,239 Maintaining Data Privacy in Association Rule Mining 2002 VLDB