activity
20052026
most citedMissForest - nonparametric missing value imputation for mixed-type data

6.4k citations · 14.8k across the 73 of their papers we have counts for

collaborators
Showing 2010 · stat.MEShow all

2 papers · 2 filters

stat.ME2010★ 3 cited

Pattern Alternating Maximization Algorithm for Missing Data in Large P, Small N Problems

Nicolas Städler, Daniel J. Stekhoven, Peter Bühlmann

We propose a new and computationally efficient algorithm for maximizing the observed log-likelihood for a multivariate normal data matrix with missing values. We show that our proc…

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…