Christoph Räth

28 papers B 13Journal 12Unranked 2

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	Predicting two-dimensional spatiotemporal chaotic patterns with optimized high-dimensional hybrid reservoir computing. CoRR Tamon Nakano, Sebastian Baur, Christoph Räth
2025	J	`jnl`	Tailored minimal reservoir computing: on the bidirectional connection between nonlinearities in the reservoir and in data. CoRR Davide Prosperino, Haochun Ma, Christoph Räth
2024	J	`jnl`	Controlling dynamical systems into unseen target states using machine learning. CoRR Daniel Köglmayr, Alexander Haluszczynski, Christoph Räth
2023	B	`conf`	A fast reservoir computing based image encryption algorithm. IJCNN Daniel Köglmayr, Christoph Räth
2023	B	`conf`	Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing. IJCNN Alexander Haluszczynski, Daniel Köglmayr, Christoph Räth
2023	J	`jnl`	Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing. CoRR Alexander Haluszczynski, Daniel Köglmayr, Christoph Räth
2023	J	`jnl`	Extrapolating tipping points and simulating non-stationary dynamics of complex systems using efficient machine learning. CoRR Daniel Köglmayr, Christoph Räth
2023	J	`jnl`	Forecasting Trends in Food Security: a Reservoir Computing Approach. CoRR Joschka Herteux, Christoph Räth, Amine Baha, Giulia Martini, Duccio Piovani
2023	J	`jnl`	Weight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation. CoRR Markus Gross, Arne P. Raulf, Christoph Räth
2022	B	`conf`	Exploring the limits of multifunctionality across different reservoir computers. IJCNN Andrew Flynn, Oliver Heilmann, Daniel Köglmayr, Vassilios A. Tsachouridis, Christoph Räth, Andreas Amann
2022	J	`jnl`	Exploring the limits of multifunctionality across different reservoir computers. CoRR Andrew Flynn, Oliver Heilmann, Daniel Köglmayr, Vassilios A. Tsachouridis, Christoph Räth, Andreas Amann
2021	J	`jnl`	Controlling nonlinear dynamical systems into arbitrary states using machine learning. CoRR Alexander Haluszczynski, Christoph Räth
2020	J	`jnl`	Reservoir Computing and its Sensitivity to Symmetry in the Activation Function. CoRR Joschka Herteux, Christoph Räth
2019	J	`jnl`	Image Registration with Particles, Examplified with the Complex Plasma Laboratory PK-4 on Board the International Space Station. J. Imaging Mierk Schwabe, Milenko Rubin-Zuzic, Christoph Räth, Mikhail Pustylnik
2011	B	`conf`	Amplitude remapping as a step towards standardizing the analysis of MR-images. Image Processing Mona Frommert, Irina Sidorenko, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Felix Eckstein, Roberto A. Monetti, Christoph Räth
2011	J	`jnl`	Revisiting algorithms for generating surrogate time series. CoRR Christoph Räth, M. Gliozzi, I. E. Papadakis, W. Brinkmann
2010	B	`conf`	Assessing texture measures with respect to their sensitivity to scale-dependent higher order correlations in medical images using surrogates. Image Processing Christoph Räth, Dirk Müller, Irina Sidorenko, Roberto A. Monetti, Jan S. Bauer
2009	B	`conf`	Comparing the sensitivity of wavelets, Minkowski functionals, and scaling indices to higher order correlations in MR images of the trabecular bone using surrogates. Image Processing Christoph Räth, Jan S. Bauer, Dirk Müller, Irina Sidorenko, Thomas M. Link, Roberto A. Monetti
2008	B	`conf`	Comparison and combination of scaling index method and Minkowski functionals in the analysis of high resolution magnetic resonance images of the distal radius in vitro. Image Processing Irina N. Sidorenko, Jan S. Bauer, Roberto A. Monetti, Dirk Müller, Ernst J. Rummeny, Felix Eckstein, Christoph Räth
2008	B	`conf`	Studying the effect of noise on the performance of 2D and 3D texture measures for quantifying the trabecular bone structure as obtained with high resolution MR imaging at 3 tesla. Image Processing Roberto A. Monetti, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Sharmila Majumdar, Maiko Matsuura, Felix Eckstein, Irina Sidorenko, Christoph Räth
2007	B	`conf`	Application of the scaling index method to µCT images of human trabecular bone for the characterization of biomechanical strength. Image Processing Roberto A. Monetti, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Maiko Matsuura, Felix Eckstein, Thomas M. Link, Christoph Räth
2005	B	`conf`	Structural analysis of human proximal femur for the prediction of biomechanical strength in vitro: the locally adapted scaling vector method. Image Processing Roberto A. Monetti, Holger F. Böhm, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Christoph Räth
2004	—	`conf`	Nicht-lineare Texturmaße basierend auf den Minkowski-Funktionalen in 3D: Vorhersage der Bruchlast trabekulärer Knochenpräparate durch Strukturanalyse hochauflösender MR-Aufnahmen. Bildverarbeitung für die Medizin Holger F. Böhm, Christoph Räth, Roberto A. Monetti, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Gregor Morfill, Thomas M. Link
2003	B	`conf`	Analyzing and selecting texture measures for quantifying trabecular bone structures using surrogates. Image Processing Christoph Räth, Roberto A. Monetti, Dirk Müller, Holger F. Böhm, Ernst J. Rummeny, Thomas M. Link
2003	B	`conf`	Application of the standard Hough-transform to high resolution MRI of human trabecular bone to predict mechanical strength. Image Processing Holger F. Böhm, Christoph Räth, Roberto A. Monetti, Dirk Müller, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Thomas M. Link
2003	B	`conf`	Scaling index method: a novel nonlinear technique for the analysis of high-resolution MRI of human bones. Image Processing Roberto A. Monetti, Holger F. Böhm, Dirk Müller, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Thomas M. Link, Christoph Räth
2000	—	`conf`	Segmentierung und Volumetrie von Tumorentitäten mit CT-Datensätzen. Bildverarbeitung für die Medizin Christoph Räth, Wolfram Bunk, Britta Friederike Schulte, Natalie Sorger, Carl Ganter, Hermann Helmberger, Alexander Horsch, Paul Gerhardt, Gregor Morfill
1997	—	`—`	Analyse statischer Strukturen mit strukturellen Komplexitätsmaßen erster und zweiter Stufe. Christoph Räth