Estimation for High-Dimensional Linear Mixed-Effects Models Using ${\ell }_1$-Penalization

Jürg Schelldorfer, Peter Bühlmann, Sara van de Geer

We propose an ${\ell }_1$-penalized estimation procedure for high-dimensional linear mixed-effects models. The models are useful whenever there is a grouping structure among high-dime…