Nonparametric Regression for Random Unbiased Perturbations

Anna Lyubarskaja, Dominik Rothenhäusler

We study nonparametric regression with covariates $X$ and outcome $Y$ under random unbiased perturbations (RUPs) of the conditional distribution $Y|X$, where the marginal distribut…