The out-of-sample prediction error of the square-root-LASSO and related estimators

José Luis Montiel Olea, Cynthia Rush, Amilcar Velez +1

We study the classical problem of predicting an outcome variable, $Y$, using a linear combination of a $d$-dimensional covariate vector, $\mathbf{X}$. We are interested in linear p…