Discrete mixtures of kernels for Kriging-based optimization. - David Ginsbourger; Céline Helbert; Laurent Carraro (Qual. Reliab. Eng. Int., 2008)

Sampling, Metamodeling, and Sensitivity Analysis of Numerical Simulators with Functional Stochastic Inputs. - Simon Nanty; Céline Helbert; Amandine Marrel; Nadia Pérot; Clémentine Prieur (SIAM/ASA J. Uncertain. Quantification, 2016)

Uncertainty quantification for functional dependent random variables. - Simon Nanty; Céline Helbert; Amandine Marrel; Nadia Pérot; Clémentine Prieur (Comput. Stat., 2017)

A standardized distance-based index to assess the quality of space-filling designs. - François Wahl; Cécile Mercadier; Céline Helbert (Stat. Comput., 2017)

Four algorithms to construct a sparse kriging kernel for dimensionality reduction. - Christophette Blanchet-Scalliet; Céline Helbert; Mélina Ribaud; Céline Vial (Comput. Stat., 2019)

Gaussian process optimization with failures: classification and convergence proof. - François Bachoc; Céline Helbert; Victor Picheny (J. Glob. Optim., 2020)

Metamodeling methods that incorporate qualitative variables for improved design of vegetative filter strips. - Claire Lauvernet; Céline Helbert (Reliab. Eng. Syst. Saf., 2020)

Robust optimization: A kriging-based multi-objective optimization approach. - Mélina Ribaud; Christophette Blanchet-Scalliet; Céline Helbert; Frédéric Gillot (Reliab. Eng. Syst. Saf., 2020)

Data-driven stochastic inversion via functional quantization. - Mohamed Reda El Amri; Céline Helbert; Olivier Lepreux; Miguel Munoz Zuniga; Clémentine Prieur; Delphine Sinoquet (Stat. Comput., 2020)

A sampling criterion for constrained Bayesian optimization with uncertainties. - Mohamed Reda El Amri; Rodolphe Le Riche; Céline Helbert; Christophette Blanchet-Scalliet (CoRR, 2021)

A SUR version of the Bichon criterion for excursion set estimation. - Clément Duhamel; Céline Helbert; Miguel Munoz Zuniga; Clémentine Prieur; Delphine Sinoquet (Stat. Comput., 2023)

Gaussian Process Regression on Nested Spaces. - Christophette Blanchet-Scalliet; Bruno Demory; Thierry Gonon; Céline Helbert (SIAM/ASA J. Uncertain. Quantification, 2023)

Kernel-based Sensitivity Analysis for (Excursion) Sets. - Noé Fellmann; Christophette Blanchet-Scalliet; Céline Helbert; Aurora Spagnol; Delphine Sinoquet (Technometrics, 2024)

Sensitivity analysis for sets: Application to pollutant concentration maps. - Noé Fellmann; Mathis Pasquier; Christophette Blanchet-Scalliet; Céline Helbert; Aurora Spagnol; Delphine Sinoquet (Qual. Reliab. Eng. Int., 2024)