267 citations · 1.2k across the 51 of their papers we have counts for
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Empirical Bayes Methods for Prior Estimation in Systems Medicine
Ilja Klebanov, Alexander Sikorski, Christof Schütte +1
One of the main goals of mathematical modeling in systems medicine related to medical applications is to obtain patient-specific parameterizations and model predictions. In clinica…
Objective Priors in the Empirical Bayes Framework
Ilja Klebanov, Alexander Sikorski, Christof Schütte +1
When dealing with Bayesian inference the choice of the prior often remains a debatable question. Empirical Bayes methods offer a data-driven solution to this problem by estimating…
Nearest-Neighbor Interaction Systems in the Tensor-Train Format
Patrick Gelß, Stefan Klus, Sebastian Matera +1
Low-rank tensor approximation approaches have become an important tool in the scientific computing community. The aim is to enable the simulation and analysis of high-dimensional p…
Tensor-based dynamic mode decomposition
Stefan Klus, Patrick Gelß, Sebastian Peitz +1
Dynamic mode decomposition (DMD) is a recently developed tool for the analysis of the behavior of complex dynamical systems. In this paper, we will propose an extension of DMD that…