Semi-Supervised Learning guided by the Generalized Bayes Rule under Soft Revision

no code implementations • 24 May 2024 • Stefan Dietrich, Julian Rodemann, Christoph Jansen

We provide a theoretical and computational investigation of the Gamma-Maximin method with soft revision, which was recently proposed as a robust criterion for pseudo-label selection (PLS) in semi-supervised learning.

Monitoring the evolution of dimensional accuracy and product properties in property-controlled forming processes

no code implementations • 31 May 2023 • Sophie Charlotte Stebner, Juri Martschin, Bahman Arian, Stefan Dietrich, Martin Feistle, Sebastian Hütter, Rémi Lafarge, Robert Laue, Xinyang Li, Christopher Schulte, Daniel Spies, Ferdinand Thein, Frank Wendler, Malte Wrobel, Julian Rozo Vasquez, Michael Dölz, Sebastian Münstermann

However, a closed-loop control that can adjust and manipulate the process actuators according to the required product properties of the component will lead to a considerable increase in efficiency of the processes regarding resources and will decrease postproduction of the component.