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on stochastic Riemannian optimization algorithms, these methods still suffer from limitations in computational complexity. The post-doctoral fellow will build upon this preliminary work to investigate
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to the geometric measure theory, Hamiltonian dynamics, calculation of variations, spectral theory, ergodic theory, geometric control (ordinary and partial differential equations), optimal transport. The profile is
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of patients treated with immune-checkpoints inhibitors. Our final clinical goals are to help to generate new data-driven tumor response criteria, specifically adapted to immunotherapy, so as to optimize
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analyzed. The tensor model structure estimated by suitable optimization algorithms, such as that recently developed in [GOU20], will be considered as a starting point. • Exploiting data multimodality and
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-driven tumor response criteria, specifically adapted to immunotherapy, so as to optimize the current therapeutic strategy. Specific atypical time-varying patterns such as pseudo-progression and dissociated
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], which states that random neural networks can be pruned to approximate a large class of functions without changing the initial weights. We are also interested in Neural Combinatorial Optimization, where we
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countries, they are one of the leading causes of mortality and represent a significant societal cost. Preventing these events from the initial stage of care and optimizing safety in the OR have therefore
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research programme and infrastructure for AI-driven analysis of biomedical data, focusing on precision medicine applications in disease prediction, diagnosis and treatment optimization Promoting and driving
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security measures: Access control, Encryption, Data anonymization, comprehensive audit trails Facilitate the continuous assessment and improvement of IT processes to optimize resource utilization and cost
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research will aim at better exploiting the hand-craft morphological patterns, by means of recent advances in Optimal Transport, in terms of mixed Procrustes-Wasserstein distances [Alvarez-Melis et al., 2019