Faculty members
![](/sites/default/files/styles/contenu_detail/public/content/pages/images/2022-01/48143701757_69afb8eb4f_k.jpg?itok=GaHVcG14)
Chair
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Garnier_Josselin.jpg?itok=j6_5jZAx)
Josselin Garnier, Professeur de classe exceptionnelle
Keywords : Probability, Inverse problems, Multiscale analysis, Uncertainty quantification
Vice-chairs
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Massot_Marc.jpg?itok=a0N0-chH)
Marc Massot, Professeur de classe exceptionnelle
Keywords : Numerical analysis, High Performance Computing, Mathematical Modeling of multiscale problems, Partial Differential Equations, Analysis and Simulation of multiscale fluid flows
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Bansaye_Vincent.jpg?itok=WNy72-qR)
Vincent Bansaye, Professeur
Keywords : Stochastic processes, Mathematical biology, Random trees and graphs, Population dynamics, Analysis
Resident Faculty Members
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Allaire_Gr%C3%A9goire.jpg?itok=TWRIAcil)
Grégoire Allaire, Professeur de classe exceptionnelle
Keywords : Partial differential equations, Numerical analysis, Optimization, Homogenization and multiscale modeling, Optimal design of structures
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Allamigeon_Xavier.png?itok=mTnE2FTQ)
Xavier Allamigeon, Professeur chargé de cours
Keywords : Optimization, Tropical Geometry, Combinatorics, Algorithmic game theory, Formalization of mathematics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Bogosel_Beniamin.jpg?itok=I9RtKA14)
Beniamin Bogosel, Professeur assistant
Keywords : Shape Optimization, Spectral problems, Numerical Analysis, Optimal design of structures
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Breden_Maxime.jpg?itok=C8jkn1y8)
Maxime Breden, Professeur assistant
Keywords : Computer-assisted proofs, Partial differential equations, Dynamical systems, Numerical Analysis
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Chesnel_Lucas.png?itok=TJhRc2Uk)
Lucas Chesnel, Chargé d'enseignement
Keywords : Partial Differential Equations, Numerical analysis, Waves propagation, Asymptotic analysis, Electromagnetism
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/deBouard_Anne%20%28Petit%29.jpg?itok=61YamcgO)
Anne De Bouard, Professeur
Keywords : Stochastic Partial Differential Equations, Dispersive waves, Numerical Analysis, Nonlinear Optics, Micromagnetism
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/DeMarco_Stefano%20%28Petit%29.png?itok=jOQDoyql)
Stefano De Marco, Professeur
Keywords : Probability, Mathematical Finance, Stochastic simulation
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Dieuleveut_Aymeric.jpg?itok=3jw5Zl5z)
Aymeric Dieuleveut, Professeur assistant (Monge)
Keywords : Machine learning, Federated Learning, Stochastic Optimization, Statistics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Djete_Mao-Fabrice.jpeg?itok=tLByruYi)
Mao Fabrice Djete, Professeur assistant
Keywords : Probability, Stochastic control, Differential games, Financial mathematics, Monte Carlo methods
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Marie-Doumic.jpg?itok=AeShx3EZ)
Marie Doumic, Professeur chargée de cours
Keywords : Analysis of PDEs, Inverse problems, Analysis of experimental data in molecular biology
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/El-Mhamdi_El-Mahdi.jpg?itok=7wbbD-p6)
El Mahdi El Mhamdi, Professeur assistant (Monge)
Keywords : Distributed systems, Distributed learning, Robustness
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Flamary_Remi.jpg?itok=SQzMQOLX)
Rémi Flamary, Professeur
Keywords : Machine learning, Optimal transport, Signal processing, Domain adaptation, Sparse optimization
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Gabrie_Marylou.jpg?itok=tXWoFWaL)
Marylou Gabrié, Professeur assistant (Monge)
Keywords : Machine Learning, Statistical Mechanics, Monte-Carlo Methods
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Gaubert_Stephane.jpg?itok=UScnS407)
Stéphane Gaubert, Professeur associé
Keywords : Operations research, Tropical geometry, Discrete optimization, Zero-sum games, Positive dynamical systems
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Bodineau_Thierry.jpg?itok=87-xi47G)
Thierry Bodineau, Professeur
Keywords : Probability, Particle systems, Statistical mechanics
Lucas Gerin, Professeur assistant (HDR)
Keywords : Probability, Statistical Mechanics Combinatorics, Random Graphs, Particle Systems
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Gobet_Emmanuel.jpg?itok=rvYymXzL)
Emmanuel Gobet, Professeur de classe exceptionnelle
Keywords : Stochastic simulation, Statistical learning, Risk management, Climate change
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Kortchemski_Igor.png?itok=_qnc-oTu)
Igor Kortchemski, Professeur chargé de cours
Keywords : Probability, Random combinatorial structures, Scaling limits
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/LePennec_Erwan.jpg?itok=J0J6k2qH)
Erwan Le Pennec, Professeur
Keywords : Machine Learning, Statistics, Signal processing
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Lounici_Karim.png?itok=wlYOK29O)
Karim Lounici, Professeur
Keywords : Statistical Learning, High-dimensional Statistics, Nonparametric Statistics, Spectral algorithms, Aggregation
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Marzouk_Cyril.jpg?itok=gOG12mT7)
Cyril Marzouk, Professeur assistant (HDR)
Keywords : Probability, Random graphs, Scaling limits
Sylvie Méléard, Professeur de classe exceptionnelle
Keywords : Probability, Particle systems, Measure-valued processes, Mathematical biology
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/0002-eric-moulines_0.jpg?itok=x9pG45dd)
Eric Moulines, Professeur de classe exceptionnelle
Keywords : Computational Statistics, Probabilistic Machine Learning, Data-centric engineering, Statistical Signal Processing, Markov chains / processes
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Flore%20Nabet_0.jpg?itok=08_7XZEZ)
Flore Nabet, Professeur assistant
Keywords : Numerical analysis, Partial differential equations, Computational mechanics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Pichard_Teddy.jpg?itok=mzNKxDi1)
Teddy Pichard, Professeur assistant
Keywords : Numerical analysis, Partial differential equations, Kinetic and moment models, Scientific computing
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Rey_Clement.png?itok=iPTed15s)
Clément Rey, Professeur assistant
Keywords : Numerical Probability, Stochastic analysis, Stochastic modelling, Markov processes
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Spillane_Nicole.png?itok=8G75DSP8)
Nicole Spillane, Professeur chargée de cours
Keywords : High performance computing, Domain Decomposiition, Numerical Linear Algebra
Non-Resident Faculty Members
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/ABI%20JABER_Eduardo.jpg?itok=A7KMpkr-)
Eduardo Abi-Jaber, Professeur assistant (Monge)
Keywords : Mathematical Finance, Stochastic Calculus, Numerical Methods, Machine Learning.
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Alfonsi_Aurelien.jpg?itok=yc0QM4f-)
Aurélien Alfonsi, Professeur chargé de cours
Keywords : Numerical probability, Financial and insurance modelling, Monte-Carlo methods, Financial risks, Optimal transport
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Allassonniere_Stephanie.jpg?itok=8VOLBFVV)
Stéphanie Allassonnière, Professeur chargée de cours
Keywords : Statistical modeling, stochastic optimization, Medical data
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/BARDET%20JM_0.jpg?itok=glyhq-UI)
Jean-Marc Bardet, Professeur chargé de cours
Keywords : Mathematical statistics, Time series and stochastic processes, Limit theorems
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Bertucci%20Charles.jpg?itok=i2ytepWF)
Charles Bertucci, Professeur chargé de cours
Keywords : Partial differential equations, Mean field games, Probabilities, Optimization
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Brunel%20Victor-Emmanuel.jpg?itok=jImDkNB5)
Victor-Emmanuel Brunel, Professeur chargé de cours
Keywords : Statistics, Learning theory, Geometric inference
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Chiquet_Julien.jpg?itok=VhzAHP4B)
Julien Chiquet, Professeur chargé de cours
Keywords : Statistics, Machine Learning, Applications to life sciences, Reproducible research
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Colazzo%20Dario.jpg?itok=8B_gkxfm)
Dario Colazzo, Professeur chargé de cours
Keywords : Big data analytics, Databases, Static analysis
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Durmus%20Alain_0.png?itok=4u0q7wJO)
Alain Durmus, Professeur
Keywords : Monte Carlo, Sampling, Markov Chain, Stochastic Approximation/Optimization, Bayesian inference
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Fort_Gersende_resize.jpg?itok=PvxHHY3G)
Gersende Fort, Professeur chargée de cours
Keywords : Statistical Learning, Stochastic Optimization, Monte Carlo methods, Bayesian inverse problems
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Gadat_Sebastien_resize.jpg?itok=Pn7M1Yp-)
Sébastien Gadat, Professeur chargé de cours
Keywords : Statistical Learning, Stochastic Optimization, Applied probability
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Goldman_Michael.jpg?itok=JSRaaHPu)
Michael Goldman, Professeur chargé de cours
Keywords : Calculus of Variations, Optimal transport, Partial Differential Equations
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Goudenege%20Ludovic.jpg?itok=vqag81gk)
Ludovic Goudenège, Professeur chargé de cours
Keywords : Stochastic Partial Differential Equations, Stochastic simulation, Numerical analysis, Probability, Mathematical Finance
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Gourdin_Eric.jpg?itok=fWI50aLb)
Eric Gourdin, Professeur chargé de cours
Keywords : Optimization, Performance evaluation, Traffic Modelling, Ressources Modelling
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Grad_Sorin-Mihai.jpg?itok=P7Vfsioi)
Sorin Mihai Grad , Professeur chargé de cours
Keywords : Convex Optimization, Vector Optimization, Proximal Point Algorithms, Convex Analysis
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Guyader_Arnaud.jpg?itok=VlIf22zX)
Arnaud Guyader, Professeur chargé de cours
Keywords : Mathematical Statistics, Numerical Probability, Monte Carlo Methods
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Klein%20Thierry.jpg?itok=35zC0g1f)
Thierry Klein, Professeur chargé de cours
Keywords : Probability, Statistics, Sensitivity analysis, Large main deviation
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Latouche_Pierre_resize.jpg?itok=NZ0DOHWf)
Pierre Latouche, Professeur chargé de cours
Keywords : Computational Statistics, Probabilistic Machine Learning, Statistical Learning
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Leble%20Thomas.jpg?itok=egh38UYi)
Thomas Leblé, Chargé d'enseignement
Keywords : Probability, Statistical mechanics, Phase transitions, Coulomb gases
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Lelievre_Tony.jpg?itok=UeQCg60Q)
Tony Lelièvre, Professeur chargé de cours
Keywords : Partial Differential Equation, Monte Carlo methods, Scientific Computing, Computational Statistical Physics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Lerasle%20Mathieu.jpg?itok=YiiIrl2W)
Matthieu Lerasle, Professeur chargé de cours
Keywords : Mathematical statistics, Machine Learning, High dimensional probability
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Massoulie_Laurent.jpg?itok=a73J09i8)
Laurent Massoulié, Professeur chargé de cours
Keywords : Distributed systems and networks, Unsupervised learning, Distributed machine learning
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Matzner-Lober_Eric.jpeg?itok=R-LhIuEo)
Eric Matzner, Professeur chargé de cours
Keywords : Non parametric statistics, Machine Learning, Data Science
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Meunier_Frederic.jpg?itok=pNzM0kd0)
Frédéric Meunier, Professeur chargé de cours
Keywords : Operations Research, Discrete Optimization, Combinatorics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Mirrahimi_Mazyar.jpg?itok=Sl8QWwdb)
Mazyar Mirrahimi, Professeur chargé de cours
Keywords : Quantum Information, Quantum control, Nonlinear control
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Naulet%20Zacharie.jpg?itok=_EsPKYrA)
Zacharie Naulet, Professeur chargé de cours
Keywords : Exchangeable models, Bayesian statistics, Nonparametric Statistics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Rebafka_Tabea.jpg?itok=8cEk43E3)
Tabea Rebafka, Chargée d'enseignement
Keywords : Random graph models, Machine Learning, Nonparametric statistics
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Scaman_Kevin.jpg?itok=jgcL38se)
Kevin Scaman, Professeur chargé de cours
Keywords : Distributed learning, Deep learning, Optimization, Graphs and networks
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Singh_Arvind.jpg?itok=VgKC3s2y)
Arvind Singh, Professeur chargé de cours
Keywords : Probability, Statistical mechanics, Random media, Self-interacting processes
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Stotlz%20Gabriel.jpg?itok=bZMRsFGy)
Gabriel Stotlz, Professeur chargé de cours
Keywords : Partial Differential Equations, Monte Carlo methods, Numerical Analysis, Molecular Dynamics, Probabilistic Machine Learning
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/Tomasevic%20Milica.jpg?itok=5WK-RhVS)
Milica Tomasevic, Chargée d'enseignement
Keywords : Probability, Interacting Particle Systems, McKean Vlasov Processes, Measure Valued Processes, Parabolic PDEs
![](https://www.polytechnique.edu/sites/default/files/styles/nc_editor_image/public/content/pages/images/2022-01/trombinoscope/Yao_Anne-Francoise.png?itok=F-xa1jjI)
Anne-Françoise Yao, Professeur chargée de cours
Keywords : Convex Optimization, Stochastic Optimization, Optimal Transport, Finance