Céline Helbert

According to our database, Céline Helbert authored at least 15 papers between 2008 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Gradient-based Active Learning with Gaussian Processes for Global Sensitivity Analysis.

Guerlain Lambert, Céline Helbert, Claire Lauvernet

CoRR, January, 2026

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., December, 2024

Kernel-based Sensitivity Analysis for (Excursion) Sets.

Noé Fellmann, Christophette Blanchet-Scalliet, Céline Helbert, Aurora Spagnol, Delphine Sinoquet

Technometrics, October, 2024

2023

Gaussian Process Regression on Nested Spaces.

Christophette Blanchet-Scalliet, Bruno Demory, Thierry Gonon, Céline Helbert

SIAM/ASA J. Uncertain. Quantification, June, 2023

A SUR version of the Bichon criterion for excursion set estimation.

Clément Duhamel, Céline Helbert, Miguel Munoz Zuniga, Clémentine Prieur, Delphine Sinoquet

Stat. Comput., April, 2023

2021

A sampling criterion for constrained Bayesian optimization with uncertainties.

Mohamed Reda El Amri, Rodolphe Le Riche, Céline Helbert, Christophette Blanchet-Scalliet

CoRR, 2021

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

Robust optimization: A kriging-based multi-objective optimization approach.

Mélina Ribaud, Christophette Blanchet-Scalliet, Céline Helbert, Frédéric Gillot

Reliab. Eng. Syst. Saf., 2020

Metamodeling methods that incorporate qualitative variables for improved design of vegetative filter strips.

Claire Lauvernet, Céline Helbert

Reliab. Eng. Syst. Saf., 2020

Gaussian process optimization with failures: classification and convergence proof.

François Bachoc, Céline Helbert, Victor Picheny

J. Glob. Optim., 2020

2019

Four algorithms to construct a sparse kriging kernel for dimensionality reduction.

Christophette Blanchet-Scalliet, Céline Helbert, Mélina Ribaud, Céline Vial

Comput. Stat., 2019

2017

A standardized distance-based index to assess the quality of space-filling designs.

François Wahl, Cécile Mercadier, Céline Helbert

Stat. Comput., 2017

Uncertainty quantification for functional dependent random variables.

Simon Nanty, Céline Helbert, Amandine Marrel, Nadia Pérot, Clémentine Prieur

Comput. Stat., 2017

2016

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

2008

Discrete mixtures of kernels for Kriging-based optimization.

David Ginsbourger, Céline Helbert, Laurent Carraro

Qual. Reliab. Eng. Int., 2008