Christoph Räth

According to our database1, Christoph Räth authored at least 34 papers between 1997 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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PhD thesis 
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Bibliography

2023
Extrapolating tipping points and simulating non-stationary dynamics of complex systems using efficient machine learning.
CoRR, 2023

Forecasting Trends in Food Security: a Reservoir Computing Approach.
CoRR, 2023

Weight fluctuations in (deep) linear neural networks and a derivation of the inverse-variance flatness relation.
CoRR, 2023

A fast reservoir computing based image encryption algorithm.
Proceedings of the International Joint Conference on Neural Networks, 2023

Controlling dynamical systems to complex target states using machine learning: next-generation vs. classical reservoir computing.
Proceedings of the International Joint Conference on Neural Networks, 2023

2022
Exploring the limits of multifunctionality across different reservoir computers.
Proceedings of the International Joint Conference on Neural Networks, 2022

2021
Controlling nonlinear dynamical systems into arbitrary states using machine learning.
CoRR, 2021

2020
Reservoir Computing and its Sensitivity to Symmetry in the Activation Function.
CoRR, 2020

2019
Image Registration with Particles, Examplified with the Complex Plasma Laboratory PK-4 on Board the International Space Station.
J. Imaging, 2019

2011
Revisiting algorithms for generating surrogate time series.
CoRR, 2011

Amplitude remapping as a step towards standardizing the analysis of MR-images.
Proceedings of the Medical Imaging 2011: Image Processing, 2011

2010
Assessing texture measures with respect to their sensitivity to scale-dependent higher order correlations in medical images using surrogates.
Proceedings of the Medical Imaging 2010: Image Processing, 2010

2009
Comparing the sensitivity of wavelets, Minkowski functionals, and scaling indices to higher order correlations in MR images of the trabecular bone using surrogates.
Proceedings of the Medical Imaging 2009: Image Processing, 2009

2008
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.
Proceedings of the Medical Imaging 2008: Image Processing, 2008

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.
Proceedings of the Medical Imaging 2008: Image Processing, 2008

2007
Analyzing µCT images of bone specimen with wavelets and scaling indices: Which texture measure does better to depict the trabecular bone structure?
Proceedings of the Medical Imaging 2007: Image Processing, 2007

Application of the scaling index method to µCT images of human trabecular bone for the characterization of biomechanical strength.
Proceedings of the Medical Imaging 2007: Image Processing, 2007

2006
Optimizing texture measures quantifying bone structures as well as MR-sequences at 3 Tesla: an integrative statistical approach.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

Quantifying changes in the bone microarchitecture using Minkowski-functionals and scaling vectors: a comparative study.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

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.
Proceedings of the Medical Imaging 2006: Image Processing, 2006

2005
Improving the textural characterization of trabecular bone structure to quantify its changes: the locally adapted scaling vector method.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

Structural analysis of human proximal femur for the prediction of biomechanical strength in vitro: the locally adapted scaling vector method.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

Performance of linear and nonlinear texture measures in 2D and 3D for monitoring architectural changes in osteoporosis using computer-generated models of trabecular bone.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

Morphological filtering based on the Minkowski functionals in 3D for segmentation of macromolecular structures in intact eukaryotic cells depicted by cryo-electron tomography.
Proceedings of the Medical Imaging 2005: Image Processing, 2005

2004
Comparing nonlinear texture measures for quantifying trabecular bone structures using surrogates.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

Assessing the biomechanical strength of trabecular bone in vitro using 3D anisotropic nonlinear texture measures: the scaling vector method.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

Application of the Minkowski functionals in 3D to high-resolution MR images of trabecular bone: prediction of the biomechanical strength by nonlinear topological measures.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

The 3D-based scaling index algorithm to optimize structure analysis of trabecular bone in postmenopausal women with and without osteoporotic spine fractures.
Proceedings of the Medical Imaging 2004: Image Processing, 2004

Nicht-lineare Texturmaße basierend auf den Minkowski-Funktionalen in 3D: Vorhersage der Bruchlast trabekulärer Knochenpräparate durch Strukturanalyse hochauflösender MR-Aufnahmen.
Proceedings of the Bildverarbeitung für die Medizin 2004, Algorithmen - Systeme, 2004

2003
Analyzing and selecting texture measures for quantifying trabecular bone structures using surrogates.
Proceedings of the Medical Imaging 2003: Image Processing, 2003

Scaling index method: a novel nonlinear technique for the analysis of high-resolution MRI of human bones.
Proceedings of the Medical Imaging 2003: Image Processing, 2003

Application of the standard Hough-transform to high resolution MRI of human trabecular bone to predict mechanical strength.
Proceedings of the Medical Imaging 2003: Image Processing, 2003

2000
Segmentierung und Volumetrie von Tumorentitäten mit CT-Datensätzen.
Proceedings of the Bildverarbeitung für die Medizin 2000: Algorithmen, 2000

1997
Analyse statischer Strukturen mit strukturellen Komplexitätsmaßen erster und zweiter Stufe.
PhD thesis, 1997


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