An Inequality of the Bernstein-type for $β$-mixing Time Series

In this article we present a Bernstein inequality for sums of random variables which are $\beta$-mixing. The inequality can be used to derive concentration inequalities. It can be useful to obtain consistency properties for nonparametric estimators of conditional expectation functions.