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develop risk assessment methodologies for bridges and civil infrastructure, which integrate remote sensing data with physics-based models into a probabilistic decision support system. You will establish a
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deviation analysis of probabilistic models, and associated problems in PDE, with emphasis on identifying both well- and ill-posed examples and the interplay between probabilistic analysis and the analysis
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probabilistic frameworks. Experience with machine learning or AI methods for localization or perception (e.g. learning-based SLAM, data-driven sensor fusion) is a plus. Underwater or field robotics experience
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, at the undergraduate, advanced and PhD levels. We regularly publish solid contributions at the best machine learning conferences. STIMA is characterized by a modern view of the statistical subject, where probabilistic
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strengths with the current group of statisticians, probabilists, and applied mathematicians in the department, which includes, but not limited to, statistical learning or computational statistics Proven
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faculty , including data-efficient probabilistic machine learning, generative modelling, amortized inference, interactive and cooperative machine learning, and transformative multidisciplinary collaboration
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one or more of these subjects are valued: machine learning, automatic control, system identification, optimization, signal processing, filtering and smoothing, probabilistic modelling, dynamical systems
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datasets, and large-scale statistical studies comparing different methods. The successful candidate will be jointly supervised by: Dr Edward Gillman (https://www.nottingham.ac.uk/physics/people
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team led by Ass.-Prof. Dr. Matija Bucic. Our ideal candidate will bring a pronounced interest in developing and applying of ldeas in extremal and probabilistic combinatorics and finding applications and
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, computational mathematics, and probabilistic modeling, with direct applications in medical imaging and beyond. Details can be found in the link below. The position is suitable for disabled persons. Disabled