Optimal ridge regularization revisited

Jack Timmermans, Sergio A. Alvarez

We consider $L^2$-regularized linear (ridge) regression over a finite data sample $X$ with bounded covariance and linear prediction targets $y$ with additive isotropic noise of fin…