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Olivier Roustant
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Olivier Roustant16 visible / 16 total nodes / 27 links

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Co-authorshipCo-authorshipCo-authorshipWorks onAuthorshipAuthorshipWorks onAuthorshipWorks onAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalOlivier RoustantAOlivier RoustantResearcherMultifidelity Gaussian process regression for solving nonlinear partial differential equationsWMultifidelity Gaussian ...preprint / 2026Fatima-Zahrae El-BoukkouriAFatima-Zahrae El-BoukkouriResearcherJosselin GarnierAJosselin GarnierResearcherBayesian quadrature for $H^1(μ)$ with Poincaré inequality on a compact intervalWBayesian quadrature for...preprint / 2022Poincaré inequalities on intervals -- application to sensitivity analysisWPoincaré inequalities o...preprint / 2016Machine LearningTMachine Learning49008 worksInvariances of random fields paths, with applications in Gaussian Process RegressionWInvariances of random f...preprint / 2013On ANOVA decompositions of kernels and Gaussian random field pathsWOn ANOVA decompositions...preprint / 2014Characterization of the second order random fields subject to linear distributional PDE constraintsWCharacterization of the...preprint / 2023Stochastic Processes Under Linear Differential Constraints : Application to Gaussian Process Regression for the 3 Dimensional Free Space Wave EquationWStochastic Processes Un...preprint / 2022Sequential construction and dimension reduction of Gaussian processes under constraintsWSequential construction...preprint / 2022High-dimensional additive Gaussian processes under monotonicity constraintsWHigh-dimensional additi...preprint / 2022A comparison of mixed-variables Bayesian optimization approachesWA comparison of mixed-v...preprint / 2022Physics-informed, boundary-constrained Gaussian process regression for the reconstruction of fluid flow fieldsWPhysics-informed, bound...preprint / 2026Additive Kernels for Gaussian Process ModelingWAdditive Kernels for Ga...preprint / 2011
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Olivier Roustant

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PaperMultifidelity Gaussian process regression for solving nonlinear partial differential equationsAuthorship / preprint / 2026PersonFatima-Zahrae El-BoukkouriCo-authorship / ResearcherPersonJosselin GarnierCo-authorship / ResearcherPaperBayesian quadrature for H1(μ)H^1(μ) with Poincaré inequality on a compact intervalAuthorship / preprint / 2022PaperPoincaré inequalities on intervals -- application to sensitivity analysisAuthorship / preprint / 2016TopicMachine LearningWorks on / 49008 worksPaperInvariances of random fields paths, with applications in Gaussian Process RegressionAuthorship / preprint / 2013PaperOn ANOVA decompositions of kernels and Gaussian random field pathsAuthorship / preprint / 2014

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