9 citations · 50 across the 30 of their papers we have counts for
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stat.ML2017★ 4 cited
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…
cs.IT2017★ 5 cited
Minimax Optimal Estimators for Additive Scalar Functionals of Discrete Distributions
Kazuto Fukuchi, Jun Sakuma
In this paper, we consider estimators for an additive functional of , which is defined as , from i.i.d. random samples drawn from a discrete distr…