no code implementations • 6 May 2024 • Malte Luttermann, Edgar Baake, Juljan Bouchagiar, Benjamin Gebel, Philipp Grüning, Dilini Manikwadura, Franziska Schollemann, Elisa Teifke, Philipp Rostalski, Ralf Möller
Failure mode and effects analysis (FMEA) is a systematic approach to identify and analyse potential failures and their effects in a system or process.
1 code implementation • 22 Nov 2022 • Alexander Bigalke, Lasse Hansen, Jasper Diesel, Carlotta Hennigs, Philipp Rostalski, Mattias P. Heinrich
As a remedy, we present a novel domain adaptation method, adapting a model from a labeled source to a shifted unlabeled target domain.
no code implementations • 14 Oct 2022 • Niklas Schmid, Jonas Gruner, Hossam S. Abbas, Philipp Rostalski
Unfortunately, the computational complexity of inference and learning on classical GPs scales cubically, which is intractable for real-time applications.
no code implementations • 20 Jul 2021 • Eike Petersen, Yannik Potdevin, Esfandiar Mohammadi, Stephan Zidowitz, Sabrina Breyer, Dirk Nowotka, Sandra Henn, Ludwig Pechmann, Martin Leucker, Philipp Rostalski, Christian Herzog
This survey provides an overview of the technical and procedural challenges involved in creating medical machine learning systems responsibly and in conformity with existing regulations, as well as possible solutions to address these challenges.
no code implementations • ICML 2020 • Jan Graßhoff, Alexandra Jankowski, Philipp Rostalski
Our approach employs multiple sets of non-equidistant inducing points to account for the non-stationarity and retrieve Toeplitz and Kronecker structure in the kernel matrix allowing for efficient inference.
no code implementations • 21 Mar 2019 • Eike Petersen, Christian Hoffmann, Philipp Rostalski
Factor graphs have recently gained increasing attention as a unified framework for representing and constructing algorithms for signal processing, estimation, and control.