Faculty members

Emmanuel Gobet, Full Professor

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Keywords : Stochastic simulation, Statistical learning, Risk management, Climate change

Josselin Garnier, Full Professor

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

Marc Massot, Full Professor

Keywords : Numerical analysis, High Performance Computing, Mathematical Modeling of multiscale problems, Partial Differential Equations, Analysis and Simulation of multiscale fluid flows

Grégoire Allaire, Full Professor

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

Xavier Allamigeon, Part time Associate Professor

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

Samuel Amstutz, Associate Professor

Keywords : Shape optimization, Optimization, Partial differential equations, Continuum mechanics

Vincent Bansaye, Associate Professor

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

Thierry Bodineau, Part time Full Professor

Keywords : Probability, Particle systems, Statistical mechanics

Beniamin Bogosel, Assistant Professor

Keywords : Shape Optimization, Spectral problems, Numerical Analysis, Optimal design of structures

Maxime Breden, Assistant Professor

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

Lucas Chesnel, Part time Assistant Professor

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

Giovanni Conforti, Assistant Professor (HDR)

Keywords : Probability, Particle systems, Optimal transport

Anne De Bouard, Part time Full Professor

Keywords : Stochastic Partial Differential Equations, Dispersive waves, Numerical Analysis, Nonlinear Optics, Micromagnetism

Stefano De Marco, Professor

Keywords : Probability, Mathematical Finance, Stochastic simulation

Aymeric Dieuleveut, Assistant Professor (Monge)

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

Mao Fabrice Djete, Assistant Professor

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

Marie Doumic, Part time Associate Professor

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

El Mahdi El Mhamdi, Assistant Professor (Monge)

Keywords : Distributed systems, Distributed learning, Robustness

Rémi Flamary, Associate Professor

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

Marylou Gabrié, Assistant Professor (Monge)

Keywords : Machine Learning, Statistical Mechanics, Monte-Carlo Methods

Stéphane Gaubert, Part time Full Professor

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

Lucas Gerin, Assistant Professor (HDR)

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Keywords : Probability, Statistical Mechanics Combinatorics, Random Graphs, Particle Systems

Igor Kortchemski, Part time Associate Professor

Keywords : Probability, Random combinatorial structures, Scaling limits

Erwan Le Pennec, Associate Professor

Keywords : Machine Learning, Statistics, Signal processing

Karim Lounici, Associate Professor

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

Cyril Marzouk, Assistant Professor (HDR)

Keywords : Probability, Random graphs, Scaling limits

Sylvie Méléard, Full Professor

Keywords : Probability, Particle systems, Measure-valued processes, Mathematical biology

Eric Moulines, Full Professor

Keywords : Computational Statistics, Probabilistic Machine Learning, Data-centric engineering, Statistical Signal Processing, Markov chains / processes

Flore Nabet, Assistant Professor

Keywords : Numerical analysis, Partial differential equations, Computational mechanics

Teddy Pichard, Assistant Professor

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

Clément Rey, Assistant Professor

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

Erwan Scornet, Assistant Professor (HDR)

Keywords : Machine Learning, Non parametric estimation, Random Forests, Interpretability, Causality

Nicole Spillane, Part time Assistant Professor

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

Eduardo Abi-Jaber, Assistant Professor (Monge)

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

Aurélien Alfonsi, Part time Associate Professor

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

Stéphanie Allassonnière, Part time Associate Professor

Keywords : Statistical modeling, stochastic optimization, Medical data

François Alouges, Part time Associate Professor

Keywords : Partial Differential Equations, Numerical Analysis, Signal Processing, Control Theory

Jean-Marc Bardet, Part time Associate Professor

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

Charles Bertucci, Part time Associate Professor

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

Victor-Emmanuel Brunel, Part time Associate Professor

Keywords : Statistics, Learning theory, Geometric inference

Julien Chiquet, Part time Associate Professor

Keywords : Statistics, Machine Learning, Applications to life sciences, Reproducible research

Dario Colazzo, Part time Associate Professor

Keywords : Big data analytics, Databases, Static analysis

Laurent Denis, Part time Associate Professor

Keywords : Malliavin Calculus, Model Uncertainty in Finance, Stochastic Partial Differential Equations

Randal Douc, Part time Associate Professor

Keywords : Computational statistics, Markov chains, Latent variable models, Monte Carlo algorithms

Alain Durmus, Associate Professor

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

Gersende Fort, Part time Associate Professor

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

Sébastien Gadat, Part time Associate Professor

Keywords : Statistical Learning, Stochastic Optimization, Applied probability

Jean-Frédéric Gerbeau, Part time Associate Professor

Keywords : Partial Differential Equation, Scientific Computing, Computational mechanics, Numerical analysis, Cardiovascular modelling

Michael Goldman, Part time Associate Professor

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

Ludovic Goudenege, Part time Associate Professor

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

Eric Gourdin, Part time Associate Professor

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

Nathael Gozlan, Part time Associate Professor

Keywords : Probability, Optimal transport, Functional inequalities, Concentration of measure

Sorin Mihai Grad , Part time Associate Professor

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

Arnaud Guyader, Part time Associate Professor

Keywords : Mathematical Statistics, Numerical Probability, Monte Carlo Methods

Thierry Klein, Part time Associate Professor

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

Pierre Latouche, Part time Associate Professor

Keywords : Computational Statistics, Probabilistic Machine Learning, Statistical Learning

Thomas Leblé, Part Time Assistant Professor

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

Marc Lelarge, Part time Associate Professor

Keywords : Deep Learning, Graphs and Networks, Scientific Machie Learning, Probability and Statistics

Tony Lelièvre, Part time Associate Professor

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

Matthieu Lerasle, Part time Associate Professor

Keywords : Mathematical statistics, Machine Learning, High dimensional probability

Laurent Massoulié, Part time Associate Professor

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

Eric Matzner, Part time Associate Professor

Keywords : Non parametric statistics, Machine Learning, Data Science

Frédéric Meunier, Part time Associate Professor

Keywords : Operations Research, Discrete Optimization, Combinatorics

Katia Meziani, Part time Assistant Professor

Keywords : Statistical Learning, High-dimensional Statistics, Nonparametric Statistics, Deep learning, Quantum statistics

Mazyar Mirrahimi, Part time Associate Professor

Keywords : Quantum Information, Quantum control, Nonlinear control

Zacharie Naulet, Part time Assistant Professor

Keywords : Exchangeable models, Bayesian statistics, Nonparametric Statistics

Edouard Oyallon, Part time Assistant Professor

Keywords : Machine Learning , Deep Learning, Statistical Signal Processing

Tabea Rebafka, Part time Assistant Professor

Keywords : Random graph models, Machine Learning, Nonparametric statistics

Maxime Sangnier, Part time Assistant Professor

Keywords : Machine learning, Numerical optimization

Kevin Scaman, Part Time Associate Professor

Keywords : Distributed learning, Deep learning, Optimization, Graphs and networks

Arvind Singh, Part time Associate Professor

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

Gabriel Stotlz, Part time Associate Professor

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

Milica Tomasevic, Part time Assistant Professor

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

Anne-Françoise Yao, Part time Associate Professor

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