Optimal two-stage procedures for estimating location and size of the maximum of a multivariate regression function

Eduard Belitser, Subhashis Ghosal, Harry van Zanten

We propose a two-stage procedure for estimating the location $\boldsμ$ and size M of the maximum of a smooth d-variate regression function f. In the first stage, a preliminary esti…