Céline Helbert

15 papers Journal 15
YearRankTypeTitle / Venue / Authors
2026 J jnl
Gradient-based Active Learning with Gaussian Processes for Global Sensitivity Analysis.
CoRR
Guerlain Lambert, Céline Helbert, Claire Lauvernet
2024 J jnl
Kernel-based Sensitivity Analysis for (Excursion) Sets.
Technometrics
Noé Fellmann, Christophette Blanchet-Scalliet, Céline Helbert, Aurora Spagnol, Delphine Sinoquet
2024 J jnl
Sensitivity analysis for sets: Application to pollutant concentration maps.
Qual. Reliab. Eng. Int.
Noé Fellmann, Mathis Pasquier, Christophette Blanchet-Scalliet, Céline Helbert, Aurora Spagnol, Delphine Sinoquet
2023 J jnl
A SUR version of the Bichon criterion for excursion set estimation.
Stat. Comput.
Clément Duhamel, Céline Helbert, Miguel Munoz Zuniga, Clémentine Prieur, Delphine Sinoquet
2023 J jnl
Gaussian Process Regression on Nested Spaces.
SIAM/ASA J. Uncertain. Quantification
Christophette Blanchet-Scalliet, Bruno Demory, Thierry Gonon, Céline Helbert
2021 J jnl
A sampling criterion for constrained Bayesian optimization with uncertainties.
CoRR
Mohamed Reda El Amri, Rodolphe Le Riche, Céline Helbert, Christophette Blanchet-Scalliet
2020 J jnl
Data-driven stochastic inversion via functional quantization.
Stat. Comput.
Mohamed Reda El Amri, Céline Helbert, Olivier Lepreux, Miguel Munoz Zuniga, Clémentine Prieur, Delphine Sinoquet
2020 J jnl
Gaussian process optimization with failures: classification and convergence proof.
J. Glob. Optim.
François Bachoc, Céline Helbert, Victor Picheny
2020 J jnl
Metamodeling methods that incorporate qualitative variables for improved design of vegetative filter strips.
Reliab. Eng. Syst. Saf.
Claire Lauvernet, Céline Helbert
2020 J jnl
Robust optimization: A kriging-based multi-objective optimization approach.
Reliab. Eng. Syst. Saf.
Mélina Ribaud, Christophette Blanchet-Scalliet, Céline Helbert, Frédéric Gillot
2019 J jnl
Four algorithms to construct a sparse kriging kernel for dimensionality reduction.
Comput. Stat.
Christophette Blanchet-Scalliet, Céline Helbert, Mélina Ribaud, Céline Vial
2017 J jnl
A standardized distance-based index to assess the quality of space-filling designs.
Stat. Comput.
François Wahl, Cécile Mercadier, Céline Helbert
2017 J jnl
Uncertainty quantification for functional dependent random variables.
Comput. Stat.
Simon Nanty, Céline Helbert, Amandine Marrel, Nadia Pérot, Clémentine Prieur
2016 J jnl
Sampling, Metamodeling, and Sensitivity Analysis of Numerical Simulators with Functional Stochastic Inputs.
SIAM/ASA J. Uncertain. Quantification
Simon Nanty, Céline Helbert, Amandine Marrel, Nadia Pérot, Clémentine Prieur
2008 J jnl
Discrete mixtures of kernels for Kriging-based optimization.
Qual. Reliab. Eng. Int.
David Ginsbourger, Céline Helbert, Laurent Carraro