A variational approach to dimension-free self-normalized concentration

Ben Chugg, Aaditya Ramdas

We study the self-normalized concentration of vector-valued stochastic processes. We focus on bounds for "sub-$\ddot{I}ˆ$" processes, a well-known and quite general class of process that…