Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Bayesian sequential design of computer experiments for quantile set inversion, 2024-12-05. (https://centralesupelec.hal.science/hal-03835704v7)
Julien Bect, Niklas Georg, Ulrich Römer, Sebastian Schöps. Rational kernel-based interpolation for complex-valued frequency response functions, 2024-12-03. (https://centralesupelec.hal.science/hal-04191766v4)
Sébastien J Petit, Julien Bect, Emmanuel Vazquez. Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization, 2022-07-21. (https://hal.science/hal-03686949v2)
Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Bayesian multi-objective optimization for stochastic simulators: an extension of the Pareto Active Learning method, 2022-07-19. (https://centralesupelec.hal.science/hal-03714535v2)
Article in a review - 17 documents
Subhasish Basak, Janushan Christy, Laurent Guillier, Frédérique Audiat-Perrin, Moez Sanaa, Fanny Tenenhaus-Aziza, Julien Bect, Emmanuel Vazquez. Quantitative risk assessment of Haemolytic and Uremic Syndrome (HUS) from consumption of raw milk soft cheese, 2024-03-06. (https://anses.hal.science/anses-04578958v1)
Sébastien Petit, Julien Bect, Paul Feliot, Emmanuel Vazquez. Parameter selection in Gaussian process interpolation: An empirical study of selection criteria, 2023-12-04. (https://centralesupelec.hal.science/hal-03285513v5)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Sequential design of multi-fidelity computer experiments: maximizing the rate of stepwise uncertainty reduction, 2022. (https://centralesupelec.hal.science/hal-02902333v3)
Dario Azzimonti, David Ginsbourger, Clément Chevalier, Julien Bect, Yann Richet. Adaptive Design of Experiments for Conservative Estimation of Excursion Sets, 2021. (https://hal.science/hal-01379642v6)
Julien Bect, François Bachoc, David Ginsbourger. A supermartingale approach to Gaussian process based sequential design of experiments, 2019. (https://hal.science/hal-01351088v4)
Héloïse Dutrieux Baraffe, Marjorie Cosson, Julien Bect, Gauthier Delille, Bruno Francois. A novel non-intrusive method using design of experiments and smooth approximation to speed up multi-period load-flows in distribution network planning, 2018-01. (https://centralesupelec.hal.science/hal-01576855v2)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Assessing fire safety using complex numerical models with a Bayesian multi-fidelity approach, 2017-07. (https://centralesupelec.hal.science/hal-01568843v2)
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained single- and multi-objective optimization, 2017-01. (https://hal.science/hal-01207679v3)
Dario Azzimonti, Julien Bect, Clément Chevalier, David Ginsbourger. Quantifying uncertainties on excursion sets under a Gaussian random field prior, 2016-08-02. (https://hal.science/hal-01103644v2)
Alireza Roodaki, Julien Bect, Gilles Fleury. Relabeling and Summarizing Posterior Distributions in Signal Decomposition Problems when the Number of Components is Unknown, 2014-08-15. (https://centralesupelec.hal.science/hal-00771177v2)
Clément Chevalier, Julien Bect, David Ginsbourger, Emmanuel Vazquez, Victor Picheny, Yann Richet. Fast parallel kriging-based stepwise uncertainty reduction with application to the identification of an excursion set, 2014. (https://hal.science/hal-00641108v2)
Alireza Roodaki, Julien Bect, Gilles Fleury. Comments on "Joint Bayesian Model Selection and Estimation of Noisy Sinusoids via Reversible Jump MCMC, 2013-07. (https://centralesupelec.hal.science/hal-00928902v1)
Julien Bect, David Ginsbourger, Ling Li, Victor Picheny, Emmanuel Vazquez. Sequential design of computer experiments for the estimation of a probability of failure, 2012. (https://centralesupelec.hal.science/hal-00689580v1)
Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Estimation of Small Quantile Sets Using a Sequential Bayesian Strategy, 2024-02-27. (https://hal.science/hal-04501097v1)
Subhasish Basak, Janushan Christy, Laurent Guillier, Frédérique Audiat-Perrin, Moez Sanaa, Fanny Tenenhaus-Aziza, Julien Bect, Emmanuel Vazquez. Minimizing the risk of foodborne illness and analytical costs using a QMRA model for raw milk cheeses, 2023-06-13. (https://centralesupelec.hal.science/hal-04371085v1)
Subhasish Basak, Julien Bect, Emmanuel Vazquez. Integration of bounded monotone functions: Revisiting the nonsequential case, with a focus on unbiased Monte Carlo (randomized) methods, 2022-06-13. (https://centralesupelec.hal.science/hal-03591555v2)
Sébastien Petit, Julien Bect, Emmanuel Vazquez. Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization, 2022-06-07. (https://centralesupelec.hal.science/hal-03715755v1)
Subhasish Basak, Sébastien Petit, Julien Bect, Emmanuel Vazquez. Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation, 2021-10-04. (https://centralesupelec.hal.science/hal-03119528v2)
Bruno Barracosa, Juliette Morin, Héloïse Dutrieux Baraffe, Julien Bect, Emmanuel Vazquez, Josselin Fournel. A Bayesian approach for the optimal integration of renewable energy sources in distribution networks over multi-year horizons, 2021-09-20. (https://centralesupelec.hal.science/hal-03158700v1)
Niklas Georg, Julien Bect, Ulrich Römer, Sebastian Schöps. Gaussian Process Regression for Complex-Valued Frequency Response Functions, 2021-07-07. (https://centralesupelec.hal.science/hal-03520625v1)
Sébastien Petit, Julien Bect, Sébastien da Veiga, Paul Feliot, Emmanuel Vazquez. Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients, 2021-05-25. (https://centralesupelec.hal.science/hal-02490981v2)
Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Extension of the Pareto Active Learning Method to Multi-Objective Optimization for Stochastic Simulators, 2021-03-11. (https://centralesupelec.hal.science/hal-03170038v1)
Bruno Barracosa, Julien Bect, Héloïse Dutrieux Baraffe, Juliette Morin, Josselin Fournel, Emmanuel Vazquez. Extension of the Pareto Active Learning method to multi-objective optimization for stochastic simulators, 2021-03-01. (https://centralesupelec.hal.science/hal-03096610v1)
Julien Bect, Souleymane Zio, Guillaume Perrin, Claire Cannamela, Emmanuel Vazquez. On the quantification of discretization uncertainty: comparison of two paradigms, 2021-01-11. (https://centralesupelec.hal.science/hal-03096722v1)
Bruno Barracosa, Julien Bect, Héloïse Baraffe, Juliette Morin, Gilles Malarange, Emmanuel Vazquez. Bayesian multi-objective optimization with noisy evaluations using the Knowledge Gradient, 2019-12-03. (https://centralesupelec.hal.science/hal-02475345v1)
Paul Feliot, Julien Bect, Emmanuel Vazquez. User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion, 2018-09-13. (https://centralesupelec.hal.science/hal-01874519v1)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Damien Marquis, Emmanuel Vazquez. Planification d’expériences numériques en multi-fidélité, appliquée à la sécurité en ingénierie incendie, 2018-05-28. (https://centralesupelec.hal.science/hal-03097096v1)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure, 2017-08-29. (https://centralesupelec.hal.science/hal-01590748v1)
Rémi Stroh, Séverine Demeyer, Nicolas Fischer, Julien Bect, Emmanuel Vazquez. Sequential design of experiments to estimate a probability of exceeding a threshold in a multi-fidelity stochastic simulator, 2017-07-16. (https://centralesupelec.hal.science/hal-01569037v1)
Rémi Stroh, Julien Bect, Emmanuel Vazquez, Séverine Demeyer, Nicolas Fischer. Sequential design of experiment on a stochastic multi-fidelity simulator to estimate a probability of exceeding a threshold, 2017-03-22. (https://centralesupelec.hal.science/hal-01569604v1)
Roman Sueur, Nicolas Bousquet, Bertrand Iooss, Julien Bect. Perturbed-Law based sensitivity Indices for sensitivity analysis in structural reliability, 2016-11-30. (https://centralesupelec.hal.science/hal-01569578v1)
Paul Feliot, Yves Le Guennec, Julien Bect, Emmanuel Vazquez. Design of a commercial aircraft environment control system using Bayesian optimization techniques, 2016-06-19. (https://centralesupelec.hal.science/hal-01377722v1)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Gaussian process modeling for stochastic multi-fidelity simulators, with application to fire safety, 2016-05-30. (https://centralesupelec.hal.science/hal-01312988v1)
Rémi Stroh, Julien Bect, Emmanuel Vazquez, Séverine Demeyer, Nicolas Fischer, Marquis Damien. Planification et analyse d’expériences numériques, appliquées à la sécurité en ingénierie incendie, 2016-01-28. (https://centralesupelec.hal.science/hal-01377795v1)
Sophie Frasnedo, Julien Bect, Cédric Chapuis, Gilles Duc, Philippe Feyel, Guillaume Sandou. Line of Sight controller tuning using Bayesian optimization of a high-level optronic criterion, 2015-10-06. (https://centralesupelec.hal.science/hal-01259423v1)
Héloïse Dutrieux, Ivana Aleksovska, Julien Bect, Emmanuel Vazquez, Delille Gauthier, Bruno Francois. The Informational Approach to Global Optimization in presence of very noisy evaluation results. Application to the optimization of renewable energy integration strategies, 2015-06-01. (https://hal.science/hal-01163565v1)
Julien Bect, Roman Sueur, Alexis Gérossier, Loïc Mongellaz, Sébastien Petit, Emmanuel Vazquez. Échantillonnage préférentiel et méta-modèles : méthodes bayésiennes optimale et défensive, 2015-06-01. (https://hal.science/hal-01163632v1)
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained multi-objective optimization of expensive-to-evaluate functions, 2015-02-22. (https://centralesupelec.hal.science/hal-01322564v1)
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian Approach to Constrained Multi-objective Optimization, 2015-01-12. (https://hal.science/hal-01170137v1)
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian subset simulation approach to constrained global optimization of expensive-to-evaluate black-box functions, 2014-10-28. (https://centralesupelec.hal.science/hal-01078397v2)
David Ginsbourger, Clément Chevalier, Julien Bect, Dario Azzimonti, Ilya Molchanov. Quantifying and reducing uncertainties on excursion sets under a gaussian random field prior, 2014-06-12. (https://centralesupelec.hal.science/hal-01083836v1)
Julien Bect, Nicolas Bousquet, Bertrand Iooss, Shijie Liu, Alice Mabille, Anne-Laure Popelin, Thibault Rivière, Rémi Stroh, Roman Sueur, Emmanuel Vazquez. Quantification et réduction de l'incertitude concernant les propriétés de monotonie d'un code de calcul coûteux à évaluer, 2014-06-02. (https://centralesupelec.hal.science/hal-01057322v1)
Ling Li, Julien Bect, Emmanuel Vazquez. Bayesian Subset Simulation: a kriging-based subset simulation algorithm for the estimation of small probabilities of failure, 2012-06-25. (https://centralesupelec.hal.science/hal-00715316v1)
Clément Chevalier, David Ginsbourger, Julien Bect, Ilya Molchanov. Quantifying and reducing uncertainties on a set of failure using random set theory and Kriging, 2012-04-02. (https://centralesupelec.hal.science/hal-00669172v1)
Alireza Roodaki, Julien Bect, Gilles Fleury. Summarizing Posterior Distributions in Signal Decomposition Problems when the Number of Components is Unknown, 2012-03-25. (https://centralesupelec.hal.science/hal-00725296v1)
Ling Li, Julien Bect, Emmanuel Vazquez. A numerical comparison of kriging-based sequential strategies for estimating a probability of failure, 2011-08-01. (https://centralesupelec.hal.science/hal-00639430v1)
Romain Benassi, Julien Bect, Emmanuel Vazquez. Robust Gaussian process-based global optimization using a fully Bayesian expected improvement criterion, 2011-01-17. (https://centralesupelec.hal.science/hal-00607816v1)
Alireza Roodaki, Julien Bect, Gilles Fleury. An empirical Bayes approach for joint Bayesian model selection and estimation of sinusoids via reversible jump MCMC, 2010-08. (https://centralesupelec.hal.science/hal-00517301v1)
Ling Li, Julien Bect, Emmanuel Vazquez. A numerical comparison of two sequential kriging-based algorithms to estimate a probability of failure, 2010-07. (https://centralesupelec.hal.science/hal-00482541v1)
Emmanuel Vazquez, Julien Bect. Pointwise consistency of the kriging predictor with known mean and covariance functions, 2010-06. (https://hal.science/hal-00440827v1)
Alireza Roodaki, Julien Bect, Gilles Fleury. Comparison of Fully Bayesian and Empirical Bayes approaches for joint Bayesian model selection and estimation of sinusoids via reversible jump MCMC, 2010-06. (https://centralesupelec.hal.science/hal-00482533v1)
Alireza Roodaki, Julien Bect, Gilles Fleury. On the joint Bayesian model selection and estimation of sinusoids via reversible jump MCMC in low SNR situations, 2010-05. (https://centralesupelec.hal.science/hal-00517661v1)
Aurélie Arnaud, Julien Bect, Mathieu Couplet, Alberto Pasanisi, Emmanuel Vazquez. Évaluation d'un risque d'inondation fluviale par planification séquentielle d'expériences, 2010. (https://inria.hal.science/inria-00494767v1)
Mabrouka El Guedri, Julien Bect, Christian Lajaunie, Gilles Fleury, Rédouane Seraoui, Thomas Garcia, Alexandre Girard. RJMCMC point process sampler for single sensor source separation : an application to electric load monitoring, 2009-08. (https://centralesupelec.hal.science/hal-00446758v1)
Herman Bayem, Yannick Phulpin, Philippe Dessante, Julien Bect. Probabilistic computation of wind farm power generation based on wind turbine dynamic modeling, 2008-05-25. (https://centralesupelec.hal.science/hal-00215958v3)
Julien Bect, Hana Baili, Gilles Fleury. Generalized Fokker-Planck equation for piecewise-diffusion processes with boundary hitting resets, 2006-07. (https://centralesupelec.hal.science/hal-00016373v1)
Julien Bect, Yannick Phulpin, Hana Baili, Gilles Fleury. On the Fokker-Planck equation for stochastic hybrid systems: application to a wind turbine model, 2006-06. (https://centralesupelec.hal.science/hal-00016375v1)
Romain Ait Abdelmalek-Lomenech, Julien Bect, Vincent Chabridon, Emmanuel Vazquez. Estimation of (small) reliable sets using a sequential Bayesian strategy, 2023-04-03. (https://centralesupelec.hal.science/hal-04370899v1)
Subhasish Basak, Julien Bect, Laurent Guillier, Fanny Tenenhaus-Aziza, Janushan Christy, Emmanuel Vazquez. Quantitative risk assessment and optimization of process intervention parameters for French raw milk soft cheese, 2022-09-21. (https://centralesupelec.hal.science/hal-04017197v1)
Romain Ait Abdelmalek-Lomenech, Julien Bect, Emmanuel Vazquez. Sequential Bayesian inversion of black-box functions in presence of uncertainties, 2022-06-07. (https://centralesupelec.hal.science/hal-03694867v1)
Bruno Barracosa, Héloïse Baraffe, Julien Bect, Gilles Malarange, Juliette Morin, Emmanuel Vazquez. Optimisation of multi-year planning strategies to better integrate renewable energies and new electricity uses in the distribution grid, 2019-03-18. (https://centralesupelec.hal.science/hal-02481410v1)
Dario Azzimonti, David Ginsbourger, Clément Chevalier, Julien Bect, Yann Richet. Adaptive Design of Experiments for Conservative Estimation of Excursion Sets, 2018-01-08. (https://hal.science/hal-03108225v1)
Rémi Stroh, Julien Bect, Séverine Demeyer, Nicolas Fischer, Emmanuel Vazquez. Design and analysis of multi-level numerical experiments, with application to fire safety, 2016-03-23. (https://centralesupelec.hal.science/hal-01331171v1)
Julien Bect, Nicolas Bousquet, Bertrand Iooss, Shijie Liu, Alice Mabille, Anne-Laure Popelin, Thibault Rivière, Rémi Stroh, Roman Sueur, Emmanuel Vazquez. Uncertainty quantification and reduction for the monotonicity properties of expensive-to-evaluate computer models, 2014-07-28. (https://centralesupelec.hal.science/hal-01103724v1)
Work chapter - 2 documents
R. Stroh, Julien Bect, S. Demeyer, N. Fischer, Emmanuel Vazquez. Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure, 2018-12-17. (https://centralesupelec.hal.science/hal-04490455v1)
Clément Chevalier, David Ginsbourger, Julien Bect, Ilya Molchanov. Estimating and quantifying uncertainties on level sets using the Vorob'ev expectation and deviation with Gaussian process models, 2013. (https://hal.science/hal-00731783v2)
Paul Feliot, Julien Bect, Emmanuel Vazquez. Bayesian multi-objective optimization with constraints: Application to the design of a commercial aircraft environment control system, 2016-05-13. (https://centralesupelec.hal.science/hal-01323028v1)
