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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
3267
Venue
SIGMOD
Year
2000
Pagerank
0.0003804755
Overall Rank
70 | 99.53%
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 51 citing papers.

Rank Citing Paper Year Venue Pagerank
62 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00038970535
123 Revealing Information while Preserving Privacy 2003 PODS 0.00031082693
130 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00030604781
218 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00024420564
244 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00023476901
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
1,074 Privacy Preserving OLAP 2005 SIGMOD 0.0001230007
1,249 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00011495357
1,295 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00011272398
1,310 A Privacy-Preserving Index for Range Queries 2004 VLDB 0.00011209219
1,459 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.00010717725
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
1,817 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 9.6832973e-05
1,820 Information Sharing Across Private Databases 2003 SIGMOD 9.6791131e-05
2,129 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 9.1266572e-05
2,133 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.1164075e-05
2,319 Secure kNN Computation on Encrypted Databases 2009 SIGMOD 8.7577497e-05
2,350 Query Execution Assurance for Outsourced Databases 2005 VLDB 8.7114376e-05
3,296 Towards Robustness in Query Auditing 2006 VLDB 7.5459953e-05
3,845 Checking for k-Anonymity Violation by Views 2005 VLDB 7.0779843e-05
3,935 Output Perturbation with Query Relaxation 2008 VLDB 7.0083453e-05
4,344 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.7522581e-05
4,531 Distributed Privacy Preserving Information Sharing 2005 VLDB 6.6442189e-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
4,837 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.4845444e-05
5,102 Fast Range Query Processing with Strong Privacy Protection for Cloud Computing 2014 VLDB 6.3641935e-05
7,063 Vision Paper: Enabling Privacy for the Paranoids 2004 VLDB 5.7124481e-05
7,875 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 5.5253531e-05
8,515 Measuring Re-identification Risk 2023 SIGMOD 5.4119882e-05
8,551 Computational Complexity of Itemset Frequency Satisfiability 2004 PODS 5.4119882e-05
8,661 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 5.3889537e-05
8,662 To Do or Not To Do: The Dilemma of Disclosing Anonymized Data 2005 SIGMOD 5.3889537e-05
9,310 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 5.289545e-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
9,786 TransNet: Training Privacy-Preserving Neural Network over Transformed Layer 2020 VLDB 5.2209769e-05
10,519 Bifrost: A Much Simpler Secure Two-Party Data Join Protocol for Secure Data Analytics 2026 VLDB 5.093636e-05
12,284 Lightweight Privacy-Preserving Peer-to-Peer Data Integration 2013 VLDB 5.093636e-05
12,301 The Power of the Dinur-Nissim Algorithm: Breaking Privacy of Statistical and Graph Databases 2012 PODS 5.093636e-05
12,309 Aggregate Suppression for Enterprise Search Engines 2012 SIGMOD 5.093636e-05
12,384 Randomized Generalization for Aggregate Suppression Over Hidden Web Databases 2011 VLDB 5.093636e-05
12,424 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 5.093636e-05
12,495 Privacy Preservation of Aggregates in Hidden Databases: Why and How? 2009 SIGMOD 5.093636e-05
12,545 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 5.093636e-05
12,653 Security in Outsourcing of Association Rule Mining 2007 VLDB 5.093636e-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
249 Statistical Databases: Characteristics, Problems, and Some Solutions 1982 VLDB 0.00023275528
440 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00018409145
952 Recovering Information from Summary Data 1997 VLDB 0.00013010681
1,081 A study on the protection of statistical data bases 1977 SIGMOD 0.00012257715
1,183 An Analytic Approach to Statistical Databases 1983 VLDB 0.00011778053
1,485 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00010628998
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7 218 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS
8 1,217 Maintaining Data Privacy in Association Rule Mining 2002 VLDB
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