3 papers
q-bio.GN2023
Genomic reproducibility in the bioinformatics era
Pelin Icer Baykal, Paweł P. Łabaj, Florian Markowetz +4
In biomedical research, validation of a new scientific discovery is tied to the reproducibility of its experimental results. However, in genomics, the definition and implementation…
stat.AP2011
MissForest - nonparametric missing value imputation for mixed-type data
Daniel J. Stekhoven, Peter Bühlmann
Modern data acquisition based on high-throughput technology is often facing the problem of missing data. Algorithms commonly used in the analysis of such large-scale data often dep…
stat.ME2010
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…