K
Klaus-Robert Müller
Researcher at Technical University of Berlin
Publications - 799
Citations - 98394
Klaus-Robert Müller is an academic researcher from Technical University of Berlin. The author has contributed to research in topics: Artificial neural network & Computer science. The author has an hindex of 129, co-authored 764 publications receiving 79391 citations. Previous affiliations of Klaus-Robert Müller include Korea University & University of Tokyo.
Papers
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BioSig: An Open-Source Software Library for BCI Research
Guido Dornhege,José del R. Millán,Thilo Hinterberger,Dennis J. McFarland,Klaus-Robert Müller +4 more
TL;DR: The BioSig project is discussed, which is to provide an open source software library for BCI research, and the general structure ofBioSig is outlined, to point out some important applications.
Proceedings Article
3D video objects for interactive applications
TL;DR: This paper presents a 3D scene representation with standardized components to be used in interactive applications, and presents a novel algorithm that exploits spatial and temporal dependencies in the mesh sequence and outperforms comparable coding methods.
Proceedings ArticleDOI
Entropy-Constrained Training of Deep Neural Networks
TL;DR: This work formalizes the problem of neural network compression as an entropy-constrained optimization objective, which generalizes many of the currently proposed compression techniques in the literature, and derives a continuous relaxation of the objective which allows us to minimize it using gradient-based optimization techniques.
Journal ArticleDOI
Computational analysis reveals histotype-dependent molecular profile and actionable mutation effects across cancers
Daniel Heim,Grégoire Montavon,Peter Hufnagl,Klaus-Robert Müller,Frederick Klauschen,Frederick Klauschen +5 more
TL;DR: This computational approach can be used to identify mutational signatures that have protein-level effects and can therefore contribute to preclinical in silico tests of the efficacy of molecular classifications as well as the druggability of individual mutations.
Journal ArticleDOI
Dynamical Strengthening of Covalent and Non-Covalent Molecular Interactions by Nuclear Quantum Effects at Finite Temperature
Huziel E. Sauceda,Huziel E. Sauceda,Valentin Vassilev-Galindo,Stefan Chmiela,Klaus-Robert Müller,Alexandre Tkatchenko +5 more
TL;DR: Evidence is presented that NQE often enhance electronic interactions and, in turn, can result in dynamical molecular stabilization at finite temperature, which yields new insights into the versatile role of nuclear quantum fluctuations in molecules and materials.