Calculations of Sobol indices for the Gaussian process metamodel. - Amandine Marrel; Bertrand Iooss; Béatrice Laurent; Olivier Roustant (Reliab. Eng. Syst. Saf., 2009)

Learning of Spatio-temporal Dynamics in Thermal Engineering. - Matthias De Lozzo; Patricia Klotz; Béatrice Laurent (EANN, 2012)

Kernels Based Tests with Non-asymptotic Bootstrap Approaches for Two-sample Problems. - Magalie Fromont; Béatrice Laurent; Matthieu Lerasle; Patricia Reynaud-Bouret (COLT, 2012)

Multilayer perceptron for the learning of spatio-temporal dynamics - application in thermal engineering. - Matthias De Lozzo; Patricia Klotz; Béatrice Laurent (Eng. Appl. Artif. Intell., 2013)

Selection of fixed effects in high dimensional linear mixed models using a multicycle ECM algorithm. - Florian Rohart; Magali San Cristobal; Béatrice Laurent (Comput. Stat. Data Anal., 2014)

Transient phenomena prediction using recurrent neural networks. - Jonathan Guerra; Patricia Klotz; Béatrice Laurent; Fabrice Gamboa (IJCNN, 2015)

Wikistat 2.0: Educational Resources for Artificial Intelligence. - Philippe C. Besse; Brendan Guillouet; Béatrice Laurent (CoRR, 2018)

Minimax optimal goodness-of-fit testing for densities under a local differential privacy constraint. - Joseph Lam-Weil; Béatrice Laurent; Jean-Michel Loubes (CoRR, 2020)

Multiple Testing for Outlier Detection in Space Telemetries. - Clémentine Barreyre; Béatrice Laurent; Jean-Michel Loubes; Loïc Boussouf; Bertrand Cabon (IEEE Trans. Big Data, 2020)

Dimension Reduction for time series with Variational AutoEncoders. - William Todo; Béatrice Laurent; Jean-Michel Loubes; Merwann Selmani (CoRR, 2022)

Counterfactual Explanation for Multivariate Times Series Using A Contrastive Variational Autoencoder. - William Todo; Merwann Selmani; Béatrice Laurent; Jean-Michel Loubes (ICASSP, 2023)

MMD Aggregated Two-Sample Test. - Antonin Schrab; Ilmun Kim; Mélisande Albert; Béatrice Laurent; Benjamin Guedj; Arthur Gretton (J. Mach. Learn. Res., 2023)

Second-level global sensitivity analysis of numerical simulators with application to an accident scenario in a sodium-cooled fast reactor. - Anouar Meynaoui; Amandine Marrel; Béatrice Laurent (Qual. Reliab. Eng. Int., 2023)