On non-asymptotic bounds for estimation in generalized linear models with highly correlated design

Sara A. van de Geer

We study a high-dimensional generalized linear model and penalized empirical risk minimization with ${\ell }_1$ penalty. Our aim is to provide a non-trivial illustration that non-asym…