Romain Dupuis

Improved Surrogate Modeling using Machine Learning for Industrial Civil Aircraft Aerodynamics

Pierre Sagaut, Jean-Christophe Jouhaud, Romain Dupuis, 2019, 1912.04706.

Automatic Classification of Plasma Regions in Near-Earth Space With Supervised Machine Learning: Application to Magnetospheric Multi Scale 2016–2019 Observations

Jorge Amaya, Giovanni Lapenta, Romain Dupuis, 2020, Frontiers in Astronomy and Space Sciences.

BATMAN: Statistical analysis for expensive computer codes made easy

Jean-Christophe Jouhaud, Sophie Ricci, Pamphile T. Roy, 2018, J. Open Source Softw..

Visualizing and Interpreting Unsupervised Solar Wind Classifications

Jorge Amaya, Giovanni Lapenta, Maria Elena Innocenti, 2020, Frontiers in Astronomy and Space Sciences.

Aerodynamic Data Predictions for Transonic Flows via a Machine-Learning-based Surrogate Model

Pierre Sagaut, Jean-Christophe Jouhaud, Romain Dupuis, 2018 .

Unsupervised classification of simulated magnetospheric regions pdf

Jorge Amaya, Maria Elena Innocenti, Giovanni Lapenta, 2021, ArXiv.

A Framework using Contrastive Learning for Classification with Noisy Labels

Thomas Peel, Romain Dupuis, Madalina Ciortan, 2021, Data.

Characterizing Magnetic Reconnection Regions Using Gaussian Mixture Models on Particle Velocity Distributions

Jorge Amaya, Giovanni Lapenta, Romain Dupuis, 2020, The Astrophysical Journal.