133 citations · 234 across the 2 of their papers we have counts for
2 papers
stat.CO2011★ 101 cited
GLMMLasso: An Algorithm for High-Dimensional Generalized Linear Mixed Models Using L1-Penalization
Jürg Schelldorfer, Lukas Meier, Peter Bühlmann
We propose an L1-penalized algorithm for fitting high-dimensional generalized linear mixed models. Generalized linear mixed models (GLMMs) can be viewed as an extension of generali…
stat.ME2010★ 133 cited
Estimation for High-Dimensional Linear Mixed-Effects Models Using -Penalization
Jürg Schelldorfer, Peter Bühlmann, Sara van de Geer
We propose an -penalized estimation procedure for high-dimensional linear mixed-effects models. The models are useful whenever there is a grouping structure among high-dime…