Concentration bounds for sampling without replacement and Hoeffding statistics

Abstract

We prove a Bennett-type concentration bound for suprema of empirical processes based on sampling without replacement and a corresponding bound in the case of an arbitrary Hoeffding statistics. We improve on the previous results of such type, providing a sharper concentration profile.

arXiv comment12 pages