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. State-of-the-art algorithms such as the Gaussian process-based Bayesian optimization have shown high potential tuning radioactive ion beam lines and is currently being the focus of attention in facilities
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cells Key methods will include: Gaussian Processes (heteroscedastic & multivariate) Operator-valued and deep kernels Active Bayesian experimental design Physics-informed neural networks Closed-loop
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, Poor and Verdù in the analysis of finite-length channel coding rates [3], Yang, Schaefer and Poor [4] proved tight bounds on the second-order coding rate for discrete memoryless and Gaussian wiretap
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. Quantifying the impact of microscale uncertainties on macroscale material performance through stochastic homogenization and uncertainty propagation methods, including Monte Carlo and Gaussian Process-based
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, M. N. Schmidt, S. F. Nielsen, K. Banaszek, D. Zibar, “Mode Mismatch Mitigation in Gaussian-Modulated CV-QKD,” in Proceedings of the European Conference on Optical Communication (ECOC), 2025 - https
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Gaussian Process Regression Generalizes Linear PDE Solvers“, Apr. 2024, Preprint, https://arxiv.org/abs/2212.12474
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, Neuroscience, Physics or a related field. Candidates should have strong skills in machine learning and statistics and experience with Gaussian process regression and/or probabilistic regression. Experience with
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applied questions such as environmental management and risk assessment. For more information on EnvStat, please see https://www.helsinki.fi/en/researchgroups/environmental-and-ecological-statistics TWO
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EU MSCA doctoral (PhD) position in Materials Engineering with focus on computational optimization of
, Geesthacht, Germany, with PhD degree awarded by Kiel University (CAU), Germany. Read more about Hereon (https://www.hereon.de/index.php.en ) and Institute of Surface Science (https://www.hereon.de/institutes
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manufactured Mg alloys for biodegradable implant applications. Host: Helmholtz-Zentrum Hereon, Geesthacht, Germany, with PhD degree awarded by Kiel University (CAU), Germany. Read more about Hereon (https