Empirical and multiplier bootstraps for suprema of empirical processes of increasing complexity, and related Gaussian couplings

Victor Chernozhukov, Denis Chetverikov, Kengo Kato

We derive strong approximations to the supremum of the non-centered empirical process indexed by a possibly unbounded VC-type class of functions by the suprema of the Gaussian and…