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Field
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, uncertainty, missing information, and clinical signals for diagnosis, prognosis, and treatment response. The project may include patient-level embeddings from imaging, pathology, genomics, laboratory values
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-driven model selection, and deep learning for data analysis and feature extraction from characterisation data. Surrogate modelling will be employed to reduce computational costs, and AI-based uncertainty
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fusion, uncertainty-aware learning, and distributed collaborative intelligence mechanisms that integrate heterogeneous data sources. The doctoral student is expected to collaborate with other themes and
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statistical learning theory and probabilistic models; prior exposure to notions of robustness, resilience, or uncertainty quantification is an advantage. Mathematical maturity and experience with formal
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under geopolitical and environmental uncertainty. The successful candidate will join an interdisciplinary research environment working at the intersection of finance, sustainability, and industrial
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Computational Fluid Dynamics (CFD) has become indispensable for aerospace design, many important problems—including high-fidelity flow simulations, uncertainty quantification, and multidisciplinary optimization
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Instituto de Investigação e Inovação em Saúde da Universidade do Porto (i3S) | Portugal | 2 months ago
reserves the right to request any candidate, in case of doubt, to provide supporting documents for their statements. False statements made by candidates will be sanctioned in accordance with the law. The
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generation, and emissions, while conducting sensitivity and uncertainty analyses to assess the robustness of results. The work will involve close collaboration with researchers working on metallurgy
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future scenarios, including climate change, energy and resource use, water consumption, waste generation, and emissions, while conducting sensitivity and uncertainty analyses to assess the robustness
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motivation for pursuing a PhD trajectory is essential, as this path involves unique challenges and uncertainties inherent to scientific exploration. Success requires dedication, adaptability, the ability