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Privacy-Preserving Data Mining

Summary: Privacy-preserving data mining: build models from perturbed training data without access to exact individual records. Introduces a reconstruction procedure to recover the original-data distributions, enabling decision-tree classifiers with accuracy close to that achieved with original data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hff4fcb4ca930dc90
Venue
SIGMOD
Year
2000
Pagerank
0.00037815735
Overall Rank
69 | 99.54%
DOI
10.1145/342009.335438

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{agrawal_sigmod00,
        title = {{Privacy-Preserving Data Mining}},
        author = {Agrawal, Rakesh and Srikant, Ramakrishnan},
        series = {{SIGMOD} '00},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/342009.335438},
        url = {https://dl.acm.org/doi/10.1145/342009.335438},
        year = {2000}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 52 citing papers.

Rank Citing Paper Year Venue Pagerank
64 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038378358
123 Revealing Information while Preserving Privacy 2003 PODS 0.00030654879
134 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00029947443
227 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00023895095
256 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00022933612
406 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00019009895
451 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00018054106
525 Practical Privacy: The SuLQ Framework 2005 PODS 0.00016875512
1,101 Privacy Preserving OLAP 2005 SIGMOD 0.00011995659
1,284 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00011195435
1,332 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00010986961
1,343 A Privacy-Preserving Index for Range Queries 2004 VLDB 0.00010957725
1,499 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.00010445281
1,714 Injecting Utility into Anonymized Datasets 2006 SIGMOD 9.7943215e-05
1,792 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 9.6159131e-05
1,876 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 9.4357064e-05
1,880 Information Sharing Across Private Databases 2003 SIGMOD 9.427621e-05
2,180 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 8.9007609e-05
2,194 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 8.8822913e-05
2,321 Secure kNN Computation on Encrypted Databases 2009 SIGMOD 8.6338201e-05
2,411 Query Execution Assurance for Outsourced Databases 2005 VLDB 8.4895798e-05
3,370 Towards Robustness in Query Auditing 2006 VLDB 7.3503641e-05
3,942 Checking for k-Anonymity Violation by Views 2005 VLDB 6.8934823e-05
4,008 Output Perturbation with Query Relaxation 2008 VLDB 6.8439132e-05
4,454 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.577479e-05
4,481 Fast Range Query Processing with Strong Privacy Protection for Cloud Computing 2014 VLDB 6.5660336e-05
4,651 Distributed Privacy Preserving Information Sharing 2005 VLDB 6.4708926e-05
4,669 Deriving Private Information from Randomized Data 2005 SIGMOD 6.46126e-05
4,678 Time Series Compressibility and Privacy 2007 VLDB 6.4568192e-05
4,819 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 6.3882469e-05
4,984 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.3150969e-05
7,228 Vision Paper: Enabling Privacy for the Paranoids 2004 VLDB 5.5637938e-05
8,066 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 5.3811151e-05
8,713 Measuring Re-identification Risk 2023 SIGMOD 5.2705676e-05
8,746 Computational Complexity of Itemset Frequency Satisfiability 2004 PODS 5.2705676e-05
8,853 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 5.2487405e-05
8,854 To Do or Not To Do: The Dilemma of Disclosing Anonymized Data 2005 SIGMOD 5.2487405e-05
9,527 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 5.151324e-05
9,701 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 5.1258854e-05
9,703 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 5.1258854e-05
10,005 TransNet: Training Privacy-Preserving Neural Network over Transformed Layer 2020 VLDB 5.0845476e-05
10,775 Bifrost: A Much Simpler Secure Two-Party Data Join Protocol for Secure Data Analytics 2026 VLDB 4.9605343e-05
10,825 Secure Join Operations in Multi-Identifier Databases: Performance and Practicality 2026 VLDB 4.9605343e-05
12,624 Lightweight Privacy-Preserving Peer-to-Peer Data Integration 2013 VLDB 4.9605343e-05
12,641 The Power of the Dinur-Nissim Algorithm: Breaking Privacy of Statistical and Graph Databases 2012 PODS 4.9605343e-05
12,649 Aggregate Suppression for Enterprise Search Engines 2012 SIGMOD 4.9605343e-05
12,724 Randomized Generalization for Aggregate Suppression Over Hidden Web Databases 2011 VLDB 4.9605343e-05
12,764 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.9605343e-05
12,834 Privacy Preservation of Aggregates in Hidden Databases: Why and How? 2009 SIGMOD 4.9605343e-05
12,884 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
263 Statistical Databases: Characteristics, Problems, and Some Solutions 1982 VLDB 0.00022797298
455 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00017953429
971 Recovering Information from Summary Data 1997 VLDB 0.00012748313
1,097 A study on the protection of statistical data bases 1977 SIGMOD 0.00012017466
1,189 An Analytic Approach to Statistical Databases 1983 VLDB 0.00011569335
1,521 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.0001035551
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