On Some Extensions of Bernstein's Inequality for Self-adjoint Operators

We present some extensions of Bernstein's inequality for random self-adjoint operators. The main feature of these results is that they can be applied in the infinite-dimensional setting. In particular, our inequalities refine the previous results of D. Hsu, S. M. Kakade and T. Zhang.