Robust Nonparametric Regression under Huber's $\epsilon$-contamination Model

Simon S. Du, Yining Wang, Sivaraman Balakrishnan +2

We consider the non-parametric regression problem under Huber's $\epsilon$-contamination model, in which an $\epsilon$ fraction of observations are subject to arbitrary adversarial noise. We fir…