no code implementations • 16 Dec 2021 • Dominik Thalmeier, Gregor Miller, Elida Schneltzer, Anja Hurt, Martin Hrabě de Angelis, Lore Becker, Christian L. Müller, Holger Maier
In a high-throughput mouse phenotyping environment, both methods perform well as part of an automated end-to-end screening pipeline to detect candidate genes for hearing involvement.
2 code implementations • 6 Apr 2021 • David Rügamer, Chris Kolb, Cornelius Fritz, Florian Pfisterer, Philipp Kopper, Bernd Bischl, Ruolin Shen, Christina Bukas, Lisa Barros de Andrade e Sousa, Dominik Thalmeier, Philipp Baumann, Lucas Kook, Nadja Klein, Christian L. Müller
In this paper we describe the implementation of semi-structured deep distributional regression, a flexible framework to learn conditional distributions based on the combination of additive regression models and deep networks.
no code implementations • 13 May 2020 • Dominik Thalmeier, Hilbert J. Kappen, Simone Totaro, Vicenç Gómez
We identify PICE as the infinite smoothing limit of such technique and show that the sample efficiency problems that PICE suffers disappear for finite levels of smoothing.