Dimension-free PAC-Bayesian bounds for matrices, vectors, and linear least squares regression

Olivier Catoni, Ilaria Giulini

This paper is focused on dimension-free PAC-Bayesian bounds, under weak polynomial moment assumptions, allowing for heavy tailed sample distributions. It covers the estimation of t…