Some Hoeffding- and Bernstein-type Concentration Inequalities
arXiv:2102.06304
Abstract
We prove concentration inequalities for functions of independent random variables {under} sub-gaussian and sub-exponential conditions. The utility of the inequalities is demonstrated by an extension of the now classical method of Rademacher complexities to Lipschitz function classes and unbounded sub-exponential distribution.