11 citations · 12 across the 2 of their papers we have counts for
5 papers
Is there a role for statistics in artificial intelligence?
Sarah Friedrich, Gerd Antes, Sigrid Behr +11
The research on and application of artificial intelligence (AI) has triggered a comprehensive scientific, economic, social and political discussion. Here we argue that statistics,…
Transfer learning of regression models from a sequence of datasets by penalized estimation
Wessel N. van Wieringen, Harald Binder
Transfer learning refers to the promising idea of initializing model fits based on pre-training on other data. We particularly consider regression modeling settings where parameter…
Deep generative models in DataSHIELD
Stefan Lenz, Harald Binder
The best way to calculate statistics from medical data is to use the data of individual patients. In some settings, this data is difficult to obtain due to privacy restrictions. In…
Netboost: Boosting-supported network analysis improves high-dimensional omics prediction in acute myeloid leukemia and Huntington's disease
Pascal Schlosser, Jochen Knaus, Maximilian Schmutz +7
Background: State-of-the art selection methods fail to identify weak but cumulative effects of features found in many high-dimensional omics datasets. Nevertheless, these features…
A coordinate-wise optimization algorithm for the Fused Lasso
Holger Höfling, Harald Binder, Martin Schumacher
L1 -penalized regression methods such as the Lasso (Tibshirani 1996) that achieve both variable selection and shrinkage have been very popular. An extension of this method is the F…