Olivier Roustant

36 papers A* 1Journal 33Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Block-Additive Gaussian Processes under Monotonicity Constraints. Stat. Comput. Mathis Deronzier, Andrés F. López-Lopera, François Bachoc, Olivier Roustant, Jérémy Rohmer
2026	J	`jnl`	Fast pick-freeze estimation of Sobol' sensitivity maps using basis expansions. Reliab. Eng. Syst. Saf. Yuri Taglieri Sáo, Olivier Roustant, Geraldo de Freitas Maciel
2024	J	`jnl`	Spectral decomposition of H1(μ) and Poincaré inequality on a compact interval - Application to kernel quadrature. J. Approx. Theory Olivier Roustant, Nora Lüthen, Fabrice Gamboa
2023	J	`jnl`	Covariance models and Gaussian process regression for the wave equation. Application to related inverse problems. J. Comput. Phys. Iain Henderson, Pascal Noble, Olivier Roustant
2022	J	`jnl`	A comparison of mixed-variables Bayesian optimization approaches. Adv. Model. Simul. Eng. Sci. Jhouben Cuesta-Ramirez, Rodolphe Le Riche, Olivier Roustant, Guillaume Perrin, Cédric Durantin, Alain Glière
2022	A*	`conf`	High-dimensional Additive Gaussian Processes under Monotonicity Constraints. NeurIPS Andrés F. López-Lopera, François Bachoc, Olivier Roustant
2022	J	`jnl`	High-dimensional additive Gaussian processes under monotonicity constraints. CoRR Andrés F. López-Lopera, François Bachoc, Olivier Roustant
2022	J	`jnl`	Revealing the interlevel dependence structure of categorical inputs in numerical environmental simulations with kernel model selection. Environ. Model. Softw. Jérémy Rohmer, Olivier Roustant, Sophie Lecacheux, Jean-Charles Manceau
2022	J	`jnl`	Sequential Construction and Dimension Reduction of Gaussian Processes Under Inequality Constraints. SIAM J. Math. Data Sci. François Bachoc, Andrés F. López-Lopera, Olivier Roustant
2021	J	`jnl`	A comparison of mixed-variables Bayesian optimization approaches. CoRR Jhouben Cuesta-Ramirez, Rodolphe Le Riche, Olivier Roustant, Guillaume Perrin, Cédric Durantin, Alain Glière
2021	J	`jnl`	Functional principal component analysis for global sensitivity analysis of model with spatial output. Reliab. Eng. Syst. Saf. T. V. Elodie Perrin, Olivier Roustant, Jérémy Rohmer, Olivier Alata, J. P. Naulin, Déborah Idier, Rodrigo Pedreros, D. Moncoulon, P. Tinard
2021	J	`jnl`	Global sensitivity analysis using derivative-based sparse Poincaré chaos expansions. CoRR Nora Lüthen, Olivier Roustant, Fabrice Gamboa, Bertrand Iooss, Stefano Marelli, Bruno Sudret
2020	J	`jnl`	Group Kernels for Gaussian Process Metamodels with Categorical Inputs. SIAM/ASA J. Uncertain. Quantification Olivier Roustant, Esperan Padonou, Yves Deville, Aloïs Clément, Guillaume Perrin, Jean Giorla, Henry P. Wynn
2020	J	`jnl`	On the choice of the low-dimensional domain for global optimization via random embeddings. J. Glob. Optim. Mickaël Binois, David Ginsbourger, Olivier Roustant
2019	J	`jnl`	Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC. CoRR Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2019	J	`jnl`	Gaussian Process-Based Dimension Reduction for Goal-Oriented Sequential Design. SIAM/ASA J. Uncertain. Quantification Malek Ben Salem, François Bachoc, Olivier Roustant, Fabrice Gamboa, Lionel Tomaso
2019	J	`jnl`	Support indices: Measuring the effect of input variables over their supports. Reliab. Eng. Syst. Saf. Jana Fruth, Olivier Roustant, Sonja Kuhnt
2018	J	`jnl`	Finite-Dimensional Gaussian Approximation with Linear Inequality Constraints. SIAM/ASA J. Uncertain. Quantification Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2017	J	`jnl`	Computer experiments with functional inputs and scalar outputs by a norm-based approach. Stat. Comput. Thomas Mühlenstädt, Jana Fruth, Olivier Roustant
2017	J	`jnl`	Finite-dimensional Gaussian approximation with linear inequality constraints. CoRR Andrés F. López-Lopera, François Bachoc, Nicolas Durrande, Olivier Roustant
2017	J	`jnl`	Universal Prediction Distribution for Surrogate Models. SIAM/ASA J. Uncertain. Quantification Malek Ben Salem, Olivier Roustant, Fabrice Gamboa, Lionel Tomaso
2016	J	`jnl`	Polar Gaussian Processes and Experimental Designs in Circular Domains. SIAM/ASA J. Uncertain. Quantification Esperan Padonou, Olivier Roustant
2015	—	`conf`	A Warped Kernel Improving Robustness in Bayesian Optimization Via Random Embeddings. LION Mickaël Binois, David Ginsbourger, Olivier Roustant
2015	J	`jnl`	On the estimation of Pareto fronts from the point of view of copula theory. Inf. Sci. Mickaël Binois, Didier Rullière, Olivier Roustant
2015	J	`jnl`	Quantifying uncertainty on Pareto fronts with Gaussian process conditional simulations. Eur. J. Oper. Res. Mickaël Binois, David Ginsbourger, Olivier Roustant
2015	J	`jnl`	Robust Monitoring of an Industrial IT System in the Presence of Structural Change. Qual. Reliab. Eng. Int. Esperan Padonou, Olivier Roustant, Michel Lutz
2015	J	`jnl`	Sequential designs for sensitivity analysis of functional inputs in computer experiments. Reliab. Eng. Syst. Saf. Jana Fruth, Olivier Roustant, Sonja Kuhnt
2014	J	`jnl`	Crossed-derivative based sensitivity measures for interaction screening. Math. Comput. Simul. Olivier Roustant, Jana Fruth, Bertrand Iooss, Sonja Kuhnt
2014	—	`conf`	On ANOVA Decompositions of Kernels and Gaussian Random Field Paths. MCQMC David Ginsbourger, Olivier Roustant, Dominic Schuhmacher, Nicolas Durrande, Nicolas Lenz
2013	J	`jnl`	ANOVA kernels and RKHS of zero mean functions for model-based sensitivity analysis. J. Multivar. Anal. Nicolas Durrande, David Ginsbourger, Olivier Roustant, Laurent Carraro
2013	J	`jnl`	Methods and applications for IT capacity decisions: Bringing management frameworks into practice. J. Decis. Syst. Michel Lutz, Xavier Boucher, Olivier Roustant
2012	J	`jnl`	Couplage entre système de production industriel et technologies de l'information. Modélisation et création de connaissance. Ingénierie des Systèmes d Inf. Michel Lutz, Xavier Boucher, Olivier Roustant, M. Girard
2012	J	`jnl`	Data-driven Kriging models based on FANOVA-decomposition. Stat. Comput. Thomas Mühlenstädt, Olivier Roustant, Laurent Carraro, Sonja Kuhnt
2012	J	`jnl`	Information Technologies capacity planning in manufacturing systems: Proposition for a modelling process and application in the semiconductor industry. Comput. Ind. Michel Lutz, Xavier Boucher, Olivier Roustant
2009	J	`jnl`	Calculations of Sobol indices for the Gaussian process metamodel. Reliab. Eng. Syst. Saf. Amandine Marrel, Bertrand Iooss, Béatrice Laurent, Olivier Roustant
2008	J	`jnl`	A Radar-Shaped Statistic for Testing and Visualizing Uniformity Properties in Computer Experiments CoRR Jessica Franco, Laurent Carraro, Olivier Roustant, Astrid Jourdan