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ORCIDChristoph Räth
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2020 – today
- 2023
[c26]Alexander Haluszczynski, Daniel Köglmayr, Christoph Räth:
Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing. IJCNN 2023: 1-7- [c25]Daniel Köglmayr, Christoph Räth:
A fast reservoir computing based image encryption algorithm. IJCNN 2023: 1-7 - [i8]Alexander Haluszczynski, Daniel Köglmayr, Christoph Räth:
Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing. CoRR abs/2307.07195 (2023) - [i7]Markus Gross, Arne P. Raulf, Christoph Räth:
Weight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation. CoRR abs/2311.14120 (2023) - [i6]Joschka Herteux, Christoph Räth, Amine Baha, Giulia Martini
, Duccio Piovani:
Forecasting Trends in Food Security: a Reservoir Computing Approach. CoRR abs/2312.00626 (2023) - [i5]Daniel Köglmayr, Christoph Räth:
Extrapolating tipping points and simulating non-stationary dynamics of complex systems using efficient machine learning. CoRR abs/2312.06283 (2023) - 2022
- [c24]Andrew Flynn, Oliver Heilmann, Daniel Köglmayr, Vassilios A. Tsachouridis, Christoph Räth, Andreas Amann:
Exploring the limits of multifunctionality across different reservoir computers. IJCNN 2022: 1-8 - [i4]Andrew Flynn, Oliver Heilmann, Daniel Köglmayr, Vassilios A. Tsachouridis, Christoph Räth, Andreas Amann:
Exploring the limits of multifunctionality across different reservoir computers. CoRR abs/2205.11375 (2022) - 2021
- [i3]Alexander Haluszczynski, Christoph Räth:
Controlling nonlinear dynamical systems into arbitrary states using machine learning. CoRR abs/2102.12969 (2021) - 2020
- [i2]Joschka Herteux, Christoph Räth:
Reservoir Computing and its Sensitivity to Symmetry in the Activation Function. CoRR abs/2010.07103 (2020)
2010 – 2019
- 2019
- [j1]Mierk Schwabe, Milenko Rubin-Zuzic, Christoph Räth, Mikhail Pustylnik:
Image Registration with Particles, Examplified with the Complex Plasma Laboratory PK-4 on Board the International Space Station. J. Imaging 5(3): 39 (2019) - 2011
- [c23]Mona Frommert, Irina Sidorenko, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Felix Eckstein, Roberto A. Monetti, Christoph Räth:
Amplitude remapping as a step towards standardizing the analysis of MR-images. Medical Imaging: Image Processing 2011: 79621J - [i1]Christoph Räth, M. Gliozzi, I. E. Papadakis, W. Brinkmann:
Revisiting algorithms for generating surrogate time series. CoRR abs/1111.1414 (2011) - 2010
- [c22]Christoph Räth, Dirk Müller, Irina Sidorenko, Roberto A. Monetti, Jan S. Bauer:
Assessing texture measures with respect to their sensitivity to scale-dependent higher order correlations in medical images using surrogates. Medical Imaging: Image Processing 2010: 762354
2000 – 2009
- 2009
- [c21]Christoph Räth, Jan S. Bauer, Dirk Müller, Irina Sidorenko, Thomas M. Link, Roberto A. Monetti:
Comparing the sensitivity of wavelets, Minkowski functionals, and scaling indices to higher order correlations in MR images of the trabecular bone using surrogates. Medical Imaging: Image Processing 2009: 72590D - 2008
- [c20]Roberto A. Monetti, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Sharmila Majumdar, Maiko Matsuura, Felix Eckstein, Irina Sidorenko, Christoph Räth:
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. Medical Imaging: Image Processing 2008: 69144U - [c19]Irina N. Sidorenko, Jan S. Bauer, Roberto A. Monetti, Dirk Müller, Ernst J. Rummeny, Felix Eckstein, Christoph Räth:
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. Medical Imaging: Image Processing 2008: 69144V - 2007
- [c18]Roberto A. Monetti, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Maiko Matsuura, Felix Eckstein, Thomas M. Link, Christoph Räth:
Application of the scaling index method to µCT images of human trabecular bone for the characterization of biomechanical strength. Medical Imaging: Image Processing 2007: 65124H - [c17]Christoph W. Räth, Jan S. Bauer, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Sharmila Majumdar, Felix Eckstein, Roberto A. Monetti:
Analyzing µCT images of bone specimen with wavelets and scaling indices: Which texture measure does better to depict the trabecular bone structure? Medical Imaging: Image Processing 2007: 65124B - 2006
- [c16]Christoph W. Räth, Dirk Müller, Thomas M. Link, Holger F. Böhm, Roberto A. Monetti:
Quantifying changes in the bone microarchitecture using Minkowski-functionals and scaling vectors: a comparative study. Medical Imaging: Image Processing 2006: 61440C - [c15]Christoph W. Räth, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Mika Vogel, Hartmut Koenig, Holger F. Böhm, Roberto A. Monetti:
Optimizing texture measures quantifying bone structures as well as MR-sequences at 3 Tesla: an integrative statistical approach. Medical Imaging: Image Processing 2006: 61440E - [c14]Holger F. Böhm, Thomas M. Link, Roberto A. Monetti, Volker Kuhn, Felix Eckstein, Christoph W. Räth, Maximilian F. Reiser:
Analysis of the topological properties of the proximal femur on a regional scale: evaluation of multi-detector CT-scans for the assessment of biomechanical strength using local Minkowski functionals in 3D. Medical Imaging: Image Processing 2006: 61446X - 2005
- [c13]Holger F. Böhm, Ferdinand Jamitzki, Roberto A. Monetti, Dirk Müller, Alexandros A. Linaroudis, Reiner Hegerl, Ernst J. Rummeny, Christoph W. Räth:
Morphological filtering based on the Minkowski functionals in 3D for segmentation of macromolecular structures in intact eukaryotic cells depicted by cryo-electron tomography. Medical Imaging: Image Processing 2005 - [c12]Holger F. Böhm, Thomas M. Link, Roberto A. Monetti, Dirk Müller, Ernst J. Rummeny, Christoph W. Räth:
Performance of linear and nonlinear texture measures in 2D and 3D for monitoring architectural changes in osteoporosis using computer-generated models of trabecular bone. Medical Imaging: Image Processing 2005 - [c11]Roberto A. Monetti, Holger F. Böhm, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Christoph Räth:
Structural analysis of human proximal femur for the prediction of biomechanical strength in vitro: the locally adapted scaling vector method. Medical Imaging: Image Processing 2005 - [c10]Christoph W. Räth, Dirk Müller, Holger F. Böhm, Ernst J. Rummeny, Thomas M. Link, Roberto A. Monetti:
Improving the textural characterization of trabecular bone structure to quantify its changes: the locally adapted scaling vector method. Medical Imaging: Image Processing 2005 - 2004
- [c9]Holger F. Böhm, Christoph Räth, Roberto A. Monetti, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Gregor Morfill, Thomas M. Link:
Nicht-lineare Texturmaße basierend auf den Minkowski-Funktionalen in 3D: Vorhersage der Bruchlast trabekulärer Knochenpräparate durch Strukturanalyse hochauflösender MR-Aufnahmen. Bildverarbeitung für die Medizin 2004: 140-144 - [c8]Dirk Müller, Roberto A. Monetti, Holger F. Böhm, Jan S. Bauer, Ernst J. Rummeny, Thomas M. Link, Christoph W. Räth:
The 3D-based scaling index algorithm to optimize structure analysis of trabecular bone in postmenopausal women with and without osteoporotic spine fractures. Medical Imaging: Image Processing 2004 - [c7]Holger F. Böhm, Thomas M. Link, Roberto A. Monetti, Dirk Müller, Ernst J. Rummeny, David Newitt, Sharmila Majumdar, Christoph W. Räth:
Application of the Minkowski functionals in 3D to high-resolution MR images of trabecular bone: prediction of the biomechanical strength by nonlinear topological measures. Medical Imaging: Image Processing 2004 - [c6]Roberto A. Monetti, Holger F. Böhm, Dirk Müller, Ernst J. Rummeny, Thomas M. Link, Christoph W. Räth:
Assessing the biomechanical strength of trabecular bone in vitro using 3D anisotropic nonlinear texture measures: the scaling vector method. Medical Imaging: Image Processing 2004 - [c5]Christoph W. Räth, Roberto A. Monetti, Dirk Müller, Holger F. Böhm, Ernst J. Rummeny, Thomas M. Link:
Comparing nonlinear texture measures for quantifying trabecular bone structures using surrogates. Medical Imaging: Image Processing 2004 - 2003
- [c4]Holger F. Böhm, Christoph Räth, Roberto A. Monetti, Dirk Müller, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Thomas M. Link:
Application of the standard Hough-transform to high resolution MRI of human trabecular bone to predict mechanical strength. Medical Imaging: Image Processing 2003 - [c3]Roberto A. Monetti, Holger F. Böhm, Dirk Müller, David Newitt, Sharmila Majumdar, Ernst J. Rummeny, Thomas M. Link, Christoph Räth:
Scaling index method: a novel nonlinear technique for the analysis of high-resolution MRI of human bones. Medical Imaging: Image Processing 2003 - [c2]Christoph Räth, Roberto A. Monetti, Dirk Müller, Holger F. Böhm, Ernst J. Rummeny, Thomas M. Link:
Analyzing and selecting texture measures for quantifying trabecular bone structures using surrogates. Medical Imaging: Image Processing 2003 - 2000
- [c1]Christoph Räth, Wolfram Bunk, Britta Friederike Schulte, Natalie Sorger, Carl Ganter, Hermann Helmberger, Alexander Horsch, Paul Gerhardt, Gregor Morfill:
Segmentierung und Volumetrie von Tumorentitäten mit CT-Datensätzen. Bildverarbeitung für die Medizin 2000: 449-453
1990 – 1999
- 1997
- [b1]Christoph Räth:
Analyse statischer Strukturen mit strukturellen Komplexitätsmaßen erster und zweiter Stufe. Ludwig Maximilians University Munich, 1997, pp. 1-122
Coauthor Index
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