Differentially Private Empirical Risk Minimization with Input Perturbation

Kazuto Fukuchi, Quang Khai Tran, Jun Sakuma

We propose a novel framework for the differentially private ERM, input perturbation. Existing differentially private ERM implicitly assumed that the data contributors submit their…