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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
3206
Venue
SIGMOD
Year
2000
Pagerank
0.00074213516
Overall Rank
40 | 99.73%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 51 citing papers.

Rank Citing Paper Year Venue Pagerank
83 Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis 2009 SIGMOD 0.00053910987
111 Privacy, Accuracy, and Consistency Too: A Holistic Solution to Contingency Table Release 2007 PODS 0.00047047599
137 Revealing Information while Preserving Privacy 2003 PODS 0.00042381562
148 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041196325
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00037858416
305 On the Complexity of Optimal K-Anonymity 2004 PODS 0.00028264843
397 Dynamic Authenticated Index Structures for Outsourced Databases 2006 SIGMOD 0.00024413949
567 Practical Privacy: The SuLQ Framework 2005 PODS 0.00019940193
957 Privacy Preserving OLAP 2005 SIGMOD 0.00015065499
1,099 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00014063542
1,291 SMCQL: Secure Querying for Federated Databases 2017 VLDB 0.00012771034
1,382 Minimality Attack in Privacy Preserving Data Publishing 2007 VLDB 0.00012270633
1,383 A Privacy-Preserving Index for Range Queries 2004 VLDB 0.00012262651
1,639 Injecting Utility into Anonymized Datasets 2006 SIGMOD 0.00011049413
1,733 On k-Anonymity and the Curse of Dimensionality 2005 VLDB 0.00010715774
1,760 The Boundary Between Privacy and Utility in Data Publishing 2007 VLDB 0.00010641674
1,853 Information Sharing Across Private Databases 2003 SIGMOD 0.00010323434
2,116 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.5135165e-05
2,234 Query Execution Assurance for Outsourced Databases 2005 VLDB 9.2226122e-05
2,423 Data Synthesis based on Generative Adversarial Networks 2018 VLDB 8.8447357e-05
2,650 Secure kNN Computation on Encrypted Databases 2009 SIGMOD 8.3691955e-05
3,264 Towards Robustness in Query Auditing 2006 VLDB 7.3073465e-05
3,769 Output Perturbation with Query Relaxation 2008 VLDB 6.7744696e-05
3,786 Checking for k-Anonymity Violation by Views 2005 VLDB 6.7652896e-05
3,788 Time Series Compressibility and Privacy 2007 VLDB 6.7624343e-05
4,167 Distributed Privacy Preserving Information Sharing 2005 VLDB 6.3839369e-05
4,527 Anonymization of Set-Valued Data via Top-Down, Local Generalization 2009 VLDB 6.1076171e-05
4,664 PrivateClean: Data Cleaning and Differential Privacy 2016 SIGMOD 6.0058132e-05
4,795 Optimal Random Perturbation at Multiple Privacy Levels 2009 VLDB 5.9104664e-05
4,905 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8382391e-05
5,346 Fast Range Query Processing with Strong Privacy Protection for Cloud Computing 2014 VLDB 5.55723e-05
6,275 Vision Paper: Enabling Privacy for the Paranoids 2004 VLDB 5.1265539e-05
7,475 Privacy-Enhancing k-Anonymization of Customer Data 2005 PODS 4.714352e-05
8,277 Measuring Re-identification Risk 2023 SIGMOD 4.5392079e-05
8,309 Computational Complexity of Itemset Frequency Satisfiability 2004 PODS 4.5392079e-05
8,348 Privacy-MaxEnt: Integrating Background Knowledge in Privacy Quantification 2008 SIGMOD 4.5343355e-05
8,349 To Do or Not To Do: The Dilemma of Disclosing Anonymized Data 2005 SIGMOD 4.5343355e-05
9,341 Small Domain Randomization: Same Privacy, More Utility 2010 VLDB 4.351469e-05
9,343 Preservation of Proximity Privacy in Publishing Numerical Sensitive Data 2008 SIGMOD 4.351469e-05
9,655 TransNet: Training Privacy-Preserving Neural Network over Transformed Layer 2020 VLDB 4.3067693e-05
10,231 Bifrost: A Much Simpler Secure Two-Party Data Join Protocol for Secure Data Analytics 2026 VLDB 4.1905499e-05
11,061 LLM-PBE: Assessing Data Privacy in Large Language Models 2024 VLDB 4.1905499e-05
12,095 Lightweight Privacy-Preserving Peer-to-Peer Data Integration 2013 VLDB 4.1905499e-05
12,112 The Power of the Dinur-Nissim Algorithm: Breaking Privacy of Statistical and Graph Databases 2012 PODS 4.1905499e-05
12,120 Aggregate Suppression for Enterprise Search Engines 2012 SIGMOD 4.1905499e-05
12,197 Randomized Generalization for Aggregate Suppression Over Hidden Web Databases 2011 VLDB 4.1905499e-05
12,237 Non-homogeneous Generalization in Privacy Preserving Data Publishing 2010 SIGMOD 4.1905499e-05
12,309 Privacy Preservation of Aggregates in Hidden Databases: Why and How? 2009 SIGMOD 4.1905499e-05
12,360 Publishing Naive Bayesian Classifiers: Privacy without Accuracy Loss 2009 VLDB 4.1905499e-05
12,468 Security in Outsourcing of Association Rule Mining 2007 VLDB 4.1905499e-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
84 Statistical Databases: Characteristics, Problems, and Some Solutions 1982 VLDB 0.00053684302
232 An Interval Classifier for Database Mining Applications 1992 VLDB 0.00032060702
474 A study on the protection of statistical data bases 1977 SIGMOD 0.00022254066
523 Recovering Information from Summary Data 1997 VLDB 0.00021101376
563 An Analytic Approach to Statistical Databases 1983 VLDB 0.00020005703
1,108 SPRINT: A Scalable Parallel Classifier for Data Mining 1996 VLDB 0.00013931855
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,382 Privacy-preserving Anonymization of Set-valued Data 2008 VLDB 7.1538038e-05
4,905 Deriving Private Information from Randomized Data 2005 SIGMOD 5.8382391e-05
10,041 A General Framework for Per-record Differential Privacy 2026 SIGMOD 4.1905499e-05
3,103 Publishing Set-Valued Data via Differential Privacy 2011 VLDB 7.5578714e-05
4,038 Differential Privacy in Telco Big Data Platform 2015 VLDB 6.5067029e-05
5,773 Mining Frequent Patterns with Differential Privacy 2013 VLDB 5.3300095e-05
177 Limiting Privacy Breaches in Privacy Preserving Data Mining 2003 PODS 0.00037858416
559 Maintaining Data Privacy in Association Rule Mining 2002 VLDB 0.0002012549
148 On the Design and Quantification of Privacy Preserving Data Mining Algorithms 2001 PODS 0.00041196325
12,625 Privacy in Data Systems 2003 PODS 4.1905499e-05