no code implementations • 27 Jun 2023 • Sebastian Müller, Vanessa Toborek, Katharina Beckh, Matthias Jakobs, Christian Bauckhage, Pascal Welke
The Rashomon Effect describes the following phenomenon: for a given dataset there may exist many models with equally good performance but with different solution strategies.
no code implementations • 11 Jul 2022 • Sebastian Müller, Stefania Petra, Matthias Zisler
We present a geometric multilevel optimization approach that smoothly incorporates box constraints.
no code implementations • 21 May 2021 • Katharina Beckh, Sebastian Müller, Matthias Jakobs, Vanessa Toborek, Hanxiao Tan, Raphael Fischer, Pascal Welke, Sebastian Houben, Laura von Rueden
This survey presents an overview of integrating prior knowledge into machine learning systems in order to improve explainability.
no code implementations • 15 Dec 2020 • Sebastian Müller, Andreas Penzkofer, Darcy Camargo, Olivia Saa
Voting algorithms have been widely used as consensus protocols in the realization of fault-tolerant systems.
Fairness Distributed, Parallel, and Cluster Computing Probability
1 code implementation • 14 Oct 2020 • Abraham Gutierrez, Sebastian Müller
Multivariate regression models and ANOVA are probably the most frequently applied methods of all statistical analyses.
Applications Statistics Theory Statistics Theory 62H12, 62J99, 62M05, 60F05, 60J20
no code implementations • 1 Jun 2020 • Sebastian Müller, Andreas Penzkofer, Bartosz Kuśmierz, Darcy Camargo, William J. Buchanan
The fast probabilistic consensus (FPC) is a voting consensus protocol that is robust and efficient in Byzantine infrastructure.
Distributed, Parallel, and Cluster Computing
3 code implementations • 5 Jun 2018 • Lorenz A. Gilch, Sebastian Müller
These models for the prediction of the FIFA World Cup 2018 are fitted on all football games on neutral ground of the participating teams since 2010.
Applications