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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
1292
Venue
PODS
Year
2003
Pagerank
0.00024420564
Overall Rank
218 | 98.51%
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
130 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00030604781
384 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00019510305
437 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00018489863
510 Practical Privacy: The SuLQ Framework 2005 PODS 0.00017220509
757 Differentially Private Aggregation of Distributed Time-Series with Transformation and Encryption 2010 SIGMOD 0.00014306168
855 Relationship Privacy: Output Perturbation for Queries with Joins 2009 PODS 0.00013579513
1,074 Privacy Preserving OLAP 2005 SIGMOD 0.0001230007
1,669 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00010050522
1,746 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.8564338e-05
2,133 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.1164075e-05
2,255 Attacks on Privacy and deFinetti's Theorem 2009 SIGMOD 8.8595313e-05
2,279 Answering Multi-Dimensional Analytical Queries under Local Differential Privacy 2019 SIGMOD 8.8155688e-05
2,401 Simulatable Auditing 2005 PODS 8.6299652e-05
2,542 Privacy at Scale: Local Differential Privacy in Practice 2018 SIGMOD 8.4460386e-05
2,818 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.0932359e-05
2,862 Privacy via Pseudorandom Sketches 2006 PODS 8.0209471e-05
3,296 Towards Robustness in Query Auditing 2006 VLDB 7.5459953e-05
3,375 Bayesian Differential Privacy on Correlated Data 2015 SIGMOD 7.4639817e-05
3,974 Epistemic Privacy 2008 PODS 6.9803508e-05
4,106 Secure Shapley Value for Cross-Silo Federated Learning 2023 VLDB 6.8980966e-05
4,407 Towards an Axiomatization of Statistical Privacy and Utility 2010 PODS 6.719141e-05
4,559 Deriving Private Information from Randomized Data 2005 SIGMOD 6.6318893e-05
4,629 Time Series Compressibility and Privacy 2007 VLDB 6.5960717e-05
4,732 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 6.5343833e-05
5,494 rho-uncertainty: Inference-Proof Transaction Anonymization 2010 VLDB 6.1997164e-05
7,548 Local Differentially Private Heavy Hitter Detection in Data Streams with Bounded Memory 2024 SIGMOD 5.6021153e-05
7,875 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 5.5253531e-05
8,280 Access Control over Uncertain Data 2008 VLDB 5.4574671e-05
8,405 Information Theory for Data Management 2010 SIGMOD 5.4323037e-05
8,489 Network Shuffling: Privacy Amplification via Random Walks 2022 SIGMOD 5.4152704e-05
8,515 Measuring Re-identification Risk 2023 SIGMOD 5.4119882e-05
8,784 Data Publishing against Realistic Adversaries 2009 VLDB 5.3736002e-05
9,001 Dynamic Anonymization: Accurate Statistical Analysis with Privacy Preservation 2008 SIGMOD 5.334788e-05
9,485 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 5.2634238e-05
9,487 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 5.2634238e-05
9,552 Practical and Accurate Local Edge Differentially Private Graph Algorithms 2025 VLDB 5.2528121e-05
12,326 Publishing Microdata with a Robust Privacy Guarantee 2012 VLDB 5.093636e-05
12,545 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 5.093636e-05
12,548 Information Theory For Data Management 2009 VLDB 5.093636e-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
27 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00052255472
70 Privacy-Preserving Data Mining 2000 SIGMOD 0.0003804755
244 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00023476901
1,217 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.00011627624
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,862 Privacy via Pseudorandom Sketches 2006 PODS
2 5,538 Mining Frequent Patterns with Differential Privacy 2013 VLDB
3 7,875 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS
4 9,485 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB
5 4,559 Deriving Private Information from Randomized Data 2005 SIGMOD
6 4,732 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB
7 12,809 Privacy in Data Systems 2003 PODS
8 70 Privacy-Preserving Data Mining 2000 SIGMOD
9 244 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS
10 1,217 Maintaining Data Privacy in Association Rule Mining 2002 VLDB