Faculty members

Chair

Josselin Garnier, Professeur de classe exceptionnelle

Keywords : Probability, Inverse problems, Multiscale analysis, Uncertainty quantification

Vice-chairs

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

Vincent Bansaye, Professeur

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Keywords : Stochastic processes, Mathematical biology, Random trees and graphs, Population dynamics, Analysis

Resident Faculty Members

Eduardo Abi-Jaber, Professeur assistant (Monge)

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Keywords : Mathematical Finance, Stochastic Calculus, Numerical Methods, Machine Learning.

Grégoire Allaire, Professeur de classe exceptionnelle

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Keywords : Partial differential equations, Numerical analysis, Optimization, Homogenization and multiscale modeling, Optimal design of structures

Xavier Allamigeon, Professeur chargé de cours

Keywords : Optimization, Tropical Geometry, Combinatorics, Algorithmic game theory, Formalization of mathematics

Jamal Atif, Professeur à temps partiel

Keywords : Apprentissage Statistique, Intelligence artificielle

Clément Bonet, Professeur assistant

Keywords : interface of Optimal Transport, Optimization, Computational Statistics and Deep Learning

Maxime Breden, Professeur assistant

Keywords : Computer-assisted proofs, Partial differential equations, Dynamical systems, Numerical Analysis

Luiz Chamon, Professeur assistant

Keywords : Machine learning, Optimization, Trustworthiness, Reinforcement learning, Geometric ML, Signal processing, Control

Stefano De Marco, Professeur

Keywords : Probability, Mathematical Finance, Stochastic simulation

Aymeric Dieuleveut, Professeur assistant (Monge)

Keywords : Machine learning, Federated Learning, Stochastic Optimization, Statistics

Mao Fabrice Djete, Professeur assistant

Keywords : Probability, Stochastic control, Differential games, Financial mathematics, Monte Carlo methods

Marie Doumic, Professeure chargée de cours

Keywords : Analysis of PDEs, Inverse problems, Analysis of experimental data in molecular biology

El Mahdi El Mhamdi, Professeur assistant (Monge)

Keywords : Distributed systems, Distributed learning, Robustness

Rémi Flamary, Professeur

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Keywords : Machine learning, Optimal transport, Signal processing, Domain adaptation, Sparse optimization

Stéphane Gaubert, Professeur associé

Keywords : Operations research, Tropical geometry, Discrete optimization, Zero-sum games, Positive dynamical systems

Solenne Gaucher, Professeur assistante

Keywords : statistics, online decision making, algorithmic fairness

Igor Kortchemski, Professeur chargé de cours

Keywords : Probability, Random combinatorial structures, Scaling limits

Charles Albert LEHALLE, Professeur de classe exceptionnelle

Keywords : Market microstructure, Mean Field Games, financial markets, machine learning for finance, optimal control, alternative data.

Erwan Le Pennec, Professeur

Keywords : Machine Learning, Statistics, Signal processing

Eva Loecherbach, Professeure de classe exceptionnelle

Keywords : Probabilty, Statistics of stochasttic processes, Mathematical modeling in neuroscience

Karim Lounici, Professeur

Keywords : Statistical Learning, High-dimensional Statistics, Nonparametric Statistics, Spectral algorithms, Aggregation

Paul Mangold, Professeur assistant

Keywords : Stochastic Optimization, Federated Learning, Privacy, Fairness, Reinforcement Learning

Cyril Marzouk, Professeur assistant

Keywords : Probability, Random graphs, Scaling limits

Philippe Moireau, Professeur de classe exceptionnelle

Keywords : Partial differential equations, Control theory, Data assimilation, Numerical Analysis, Biomechanics

Flore Nabet, Professeure assistante

Keywords : Numerical analysis, Partial differential equations, Computational mechanics

Huyên Pham, Professeur de classe exceptionnelle

Keywords : Stochastic analysis/control, financial modeling, machine learning, mathematical finance.

Teddy Pichard, Professeur assistant

Keywords : Numerical analysis, Partial differential equations, Kinetic and moment models, Scientific computing

Clément Rey, Professeur assistant

Keywords : Numerical Probability, Stochastic analysis, Stochastic modelling, Markov processes

Nicole Spillane, Professeure chargée de cours

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Keywords : High performance computing, Domain Decomposiition, Numerical Linear Algebra

Yoan Tardy, Professeur assistant

Keywords : Keller-Segel/ Stochastic analysis / PDE/ Large Deviations

Non-Resident Faculty Members

Aurélien Alfonsi, Professeur chargé de cours

Keywords : Numerical probability, Financial and insurance modelling, Monte-Carlo methods, Financial risks, Optimal transport

Anne Auger, Professeure chargée de cours

Keywords : Numerical Optimization, Derivative-free optimization, Stochastic Algorithms, Markov chains

Jean-Marc Bardet, Professeur chargé de cours

Keywords : Mathematical statistics, Time series and stochastic processes, Limit theorems

Charles Bertucci, Professeur chargé de cours

Keywords : Partial differential equations, Mean field games, Probabilities, Optimization

Pascal Bianchi, Professeur chargé de cours

Keywords : Numerical optimization, stochastic approximation, reinforcement learning

Victor-Emmanuel Brunel, Professeur chargé de cours

Keywords : Statistics, Learning theory, Geometric inference

Lucas Chesnel, Chargé d'enseignement

Keywords : Partial Differential Equations, Numerical analysis, Waves propagation, Asymptotic analysis, Electromagnetism

Guillaume Dujardin, Professeur chargé de cours

Keywords : numerical analysis, scientific computing, numerical methods for physics

Alain Durmus, Professeur

Keywords : Monte Carlo, Sampling, Markov Chain, Stochastic Approximation/Optimization, Bayesian inference

Virginie Ehrlacher, Professeure chargée de cours

Keywords : scientific machine learning, molecular simulation, optimal transport, reduced-order modeling

Olivier Feron, Professeur chargé de cours

Keywords : Market Modelling, Risk management and pricing, Statistical estimation, Forecasting

Gersende Fort, Professeure chargée de cours

Keywords : Statistical Learning, Stochastic Optimization, Monte Carlo methods, Bayesian inverse problems

Sébastien Gadat, Professeur chargé de cours

Keywords : Statistical Learning, Stochastic Optimization, Applied probability

Michael Goldman, Professeur chargé de cours

Keywords : Calculus of Variations, Optimal transport, Partial Differential Equations

Ludovic Goudenège, Professeur chargé de cours

Keywords : Stochastic Partial Differential Equations, Stochastic simulation, Numerical analysis, Probability, Mathematical Finance

Baptiste Goujaud, Professeur chargé de cours

Keywords : First-order optimization ,Machine Learning, Distributed learning

Eric Gourdin, Professeur chargé de cours

Keywords : Optimization, Performance evaluation, Traffic Modelling, Ressources Modelling

Sorin Mihai Grad , Professeur chargé de cours

Keywords : Convex Optimization, Vector Optimization, Proximal Point Algorithms, Convex Analysis

Sébastien Imperiale, Professeur chargé de cours

Keywords : Partial differential equations, numerical analysis, asymptotic analysis, wave propagation, inverse problems

Thierry Klein, Professeur chargé de cours

Keywords : Probability, Statistics, Sensitivity analysis, Large main deviation

Kobeissi Ziad, Professeur chargé de cours

Keywords : Partial differential equations, optimal control, optimization, machine learning.

Pierre Latouche, Professeur chargé de cours

Keywords : Computational Statistics, Probabilistic Machine Learning, Statistical Learning

Thomas Leblé, Chargé d'enseignement

Keywords : Probability, Statistical mechanics, Phase transitions, Coulomb gases

Tony Lelièvre, Professeur chargé de cours

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Keywords : Partial Differential Equation, Monte Carlo methods, Scientific Computing, Computational Statistical Physics

Marine Le Morvan, Professeure chargée de cours

Keywords :

Matthieu Lerasle, Professeur chargé de cours

Keywords : Mathematical statistics, Machine Learning, High dimensional probability

Mathurin Massias, Professeur chargé de cours

Keywords : optimisation, machine learning, benchmarks, generative models

Laurent Massoulié, Professeur chargé de cours

Keywords : Distributed systems and networks, Unsupervised learning, Distributed machine learning

Frédéric Meunier, Professeur chargé de cours

Keywords : Operations Research, Discrete Optimization, Combinatorics

Manon Michel, Professeure chargée de cours

Keywords :

Mazyar Mirrahimi, Professeur chargé de cours

Keywords : Quantum Information, Quantum control, Nonlinear control

Hadrien Montanelli, Professeur chargé de cours

Keywords : Numerical Analysis, Scientific Machine Learning, Partial Differential Equations, Inverse Problems

Zacharie Naulet, Professeur chargé de cours

Keywords : Exchangeable models, Bayesian statistics, Nonparametric Statistics

Tabea Rebafka, Professeure Chargée de cours

Keywords : Random graph models, Machine Learning, Nonparametric statistics

Umut Simsekli, Professeur chargé de cours

Keywords : Learning Theory, Deep Learning

Arvind Singh, Professeur chargé de cours

Keywords : Probability, Statistical mechanics, Random media, Self-interacting processes

Gabriel Stotlz, Professeur chargé de cours

Keywords : Partial Differential Equations, Monte Carlo methods, Numerical Analysis, Molecular Dynamics, Probabilistic Machine Learning

Adrien Taylor, Professeur chargé de cours

Keywords : numerical optimization, convex optimization, first-order algorithms, semidefinite programming

Milica Tomasevic, Professeure chargée de cours

Keywords : Probability, Interacting Particle Systems, McKean Vlasov Processes, Measure Valued Processes, Parabolic PDEs

Anne-Françoise Yao, Professeure chargée de cours

Keywords : Convex Optimization, Stochastic Optimization, Optimal Transport, Finance

Hasnaa Zidani, Professeure chargée de cours

Keywords : Control theory, continuous optimization, Partial differential equations, Numerical analysis