基本信息
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职业迁徙
个人简介
I graduated from SUPAERO (the highest ranked French "Grande Ecole" for aeronautics and space) in 2005. In parallel, I received my MSc degree in Control Theory from the University of Toulouse. In 2009, I completed my doctoral thesis at ONERA (the French Aerospace lab) and received a PhD degree from the University of Toulouse in Computer Science and Artificial Intelligence. After a year of postdoc in the Intelligent Systems Laboratory of Pr. Michail Lagoudakis at the Technical University of Crete, I spent some time at EDF Research and Development in Paris before joining the Systems and Modeling team at the University of Liège as a postdoc, working with Dr. Damien Ernst and Pr. Louis Wehenkel. I shortly joined the "Optimization, Simulation, Risks and Statistics" department at EDF Research and Development in 2011 before becoming Associate Professor at ISAE-SUPAERO.
My research interests span many domains centered on Machine Learning, Optimization and Decision Making. My PhD thesis work focused on time-dependent problems of sequential decision under uncertainty. At this occasion, I specialized in Planning for Markov Decision Processes with specific focus on time-dependency issues and on search methods for large, continuous problems. I also developped a curiosity for Supervised Learning approaches (kernel-based regression and classification, localized learning) and formal computation (spline and polynomial manipulation). I also taught at graduate level in the fields of non-linear optimization, artificial intelligence and machine learning. My recent work focuses on model-free Reinforcement Learning problems with several directions (forward-backward search, action generalization, large number of actions, bandit formulations, minimum sampling). I also recently investigated some Supervised Learning approaches (Tree induction, Boosting) for applications in Power Systems Optimization and am looking forward to discovering new challenging problems.
研究兴趣
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Sandrine Berger, Andrea Arroyo Ramo, Valentin Guillet, Thibault Lahire, Brice Martin,Thierry Jardin,Emmanuel Rachelson, Michaël Bauerheim
Data-Centric Engineering (2024)
arxiv(2023)
Comput. Oper. Res. (2023): 106154-106154
arXiv (Cornell University) (2023)
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SSRN Electronic Journal (2022)
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