Bernstein-type dimension-free concentration for self-normalised martingales

Arya Akhavan, Amitis Shidani, Alex Ayoub +1

We introduce a dimension-free Bernstein-type tail inequality for self-normalised martingales, where the normalisation uses the predictable quadratic variation and the radius depend…