Optimal minimization of an unknown function in a nonparametric multivariate regression model thanks to a dimension reduction approach

Cédric Adam, Ilaria Giulini, Céline Lévy-Leduc

In this paper, we propose a novel approach for estimating the minimum of a smooth function and its location from observations corresponding to a multivariate regression function de…