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Concentration of measure and generalized product of rando...
Cosme Louart, Romain Couillet · 2021-02-16 · via stat.ML updates on arXiv.org

Starting from concentration of measure hypotheses on $m$ random vectors $Z_1,\ldots, Z_m$, this article provides an expression of the concentration of functionals $φ(Z_1,\ldots, Z_m)$ where the variations of $φ$ on each variable depend on the product of the norms (or semi-norms) of the other variables (as if $φ$ were a product). We illustrate the importance of this result through various generalizations of the Hanson-Wright concentration inequality as well as through a study of the random matrix $XDX^T$ and its resolvent $Q = (I_p - \frac{1}{n}XDX^T)^{-1}$, where $X$ and $D$ are random, which have fundamental interest in statistical machine learning applications.