Differentially Private Empirical Risk Minimization with Input Perturbation.

Kazuto Fukuchi Quang Khai Tran Jun Sakuma

Published in: DS (2017)

Keyphrases

differentially private
empirical risk minimization
differential privacy
empirical risk
uniform convergence
privacy preserving
statistical learning theory
privacy guarantees
machine learning
rates of convergence
active learning
input data
vc dimension
computationally tractable
risk minimization