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Differential Privacy

414 papers

Papers per year

2
8
20
26
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Papers

A Stability-based Validation Procedure for Differentially Private Machine Learning NIPS 2013
Differentially Private Feature Selection via Stability Arguments, and the Robustness of the Lasso COLT 2013
Differentially Private Learning with Kernels ICML 2013
A Near-Optimal Algorithm for Differentially-Private Principal Components JMLR 2013
Privacy Aware Learning NIPS 2012
A Simple and Practical Algorithm for Differentially Private Data Release NIPS 2012
Near-optimal Differentially Private Principal Components NIPS 2012
Differentially Private Online Learning COLT 2012
Private Convex Empirical Risk Minimization and High-dimensional Regression COLT 2012
Distributed Learning, Communication Complexity and Privacy COLT 2012
Differentially Private M-Estimators NIPS 2011
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers NIPS 2010
Probabilistic Inference and Differential Privacy NIPS 2010
Privacy-preserving logistic regression NIPS 2008