Search Results - "Preuss, Roland"
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Anomalous Dynamics of Cell Migration
Published in Proceedings of the National Academy of Sciences - PNAS (15-01-2008)“…Cell movement-for example, during embryogenesis or tumor metastasis-is a complex dynamical process resulting from an intricate interplay of multiple components…”
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Outlier-Robust Surrogate Modeling of Ion-Solid Interaction Simulations
Published in Entropy (Basel, Switzerland) (19-04-2023)“…Data for complex plasma-wall interactions require long-running and expensive computer simulations. Furthermore, the number of input parameters is large, which…”
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Global Optimization Employing Gaussian Process-Based Bayesian Surrogates
Published in Entropy (Basel, Switzerland) (16-03-2018)“…The simulation of complex physics models may lead to enormous computer running times. Since the simulations are expensive it is necessary to exploit the…”
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Sequential Batch Design for Gaussian Processes Employing Marginalization
Published in Entropy (Basel, Switzerland) (01-02-2017)“…Within the Bayesian framework, we utilize Gaussian processes for parametric studies of long running computer codes. Since the simulations are expensive, it is…”
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Maximum entropy and Bayesian data analysis: Entropic prior distributions
Published in Physical review. E, Statistical, nonlinear, and soft matter physics (01-10-2004)“…The problem of assigning probability distributions which reflect the prior information available about experiments is one of the major stumbling blocks in the…”
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Bayesian Inference and Maximum Entropy Methods in Science and Engineering—MaxEnt 2019
Published in Proceedings (01-11-2019)“…As key building blocks for modern data processing and analysis methods—ranging from AI, ML and UQ to model comparison, density estimation and parameter…”
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Bayesian Determination of Parameters for Plasma-Wall Interactions
Published in Entropy (Basel, Switzerland) (01-12-2019)“…Within the Bayesian framework a non-intrusive uncertainty quantification is performed to assess the uncertainty of ion–solid interaction simulations. For this…”
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Interaction of CH 3 and H with amorphous hydrocarbon surfaces: estimation of reaction cross sections using Bayesian probability theory
Published in New journal of physics (13-10-2003)Get full text
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Interaction of CH3 and H with amorphous hydrocarbon surfaces: estimation of reaction cross sections using Bayesian probability theory
Published in New journal of physics (13-10-2003)Get full text
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GPEC, a real-time capable Tokamak equilibrium code
Published 25-05-2016“…Fusion Science and Technology 70(1), 2016, 1-13 A new parallel equilibrium reconstruction code for tokamak plasmas is presented. GPEC allows to compute…”
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Entropic Priors
Published 22-12-2003“…The method of Maximum (relative) Entropy (ME) is used to translate the information contained in the known form of the likelihood into a prior distribution for…”
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Maximum Entropy and Bayesian Data Analysis: Entropic Priors
Published 10-07-2003“…Phys.Rev. E70 (2004) 046127 The problem of assigning probability distributions which objectively reflect the prior information available about experiments is…”
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Anomalous dynamics of cell migration
Published 15-04-2009“…PNAS 105, 459 (2008) Cell movement, for example during embryogenesis or tumor metastasis, is a complex dynamical process resulting from an intricate interplay…”
Get full text
Journal Article