Bayesian mode and maximum estimation and accelerated rates of contraction

William Weimin Yoo, Subhashis Ghosal

We study the problem of estimating the mode and maximum of an unknown regression function in the presence of noise. We adopt the Bayesian approach by using tensor-product B-splines…