Emmanuel Vazquez

Laboratory

Signals and Systems Laboratory

Website

Publications (128)

Communication at a conference 07/06/2022

Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization

Sebastien Petit , Julien Bect , Emmanuel Vazquez

Communication at a conference 12/04/2022

Reliability-based inversion: Stepwise uncertainty reduction strategies?

Julien Bect , Emmanuel Vazquez

Article in a journal 01/01/2022

Sequential design of multi-fidelity computer experiments: maximizing the rate of stepwise uncertainty reduction

Remi Stroh , Severine Demeyer , Nicolas Fischer , Damien Marquis , Julien Bect , Emmanuel Vazquez

Communication at a conference 20/09/2021

A Bayesian approach for the optimal integration of renewable energy sources in distribution networks over multi-year horizons

Bruno Barracosa , Juliette Morin , Héloïse Dutrieux Baraffe , Josselin Fournel , Julien Bect , Emmanuel Vazquez

Communication at a conference 25/05/2021

Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients

Sebastien Petit , Sebastian da Veiga , Paul Feliot , Julien Bect , Emmanuel Vazquez

Communication at a conference 11/03/2021

Extension of the Pareto Active Learning Method to Multi-Objective Optimization for Stochastic Simulators

Bruno Barracosa , Héloïse Dutrieux Baraffe , Juliette Morin , Josselin Fournel , Julien Bect , Emmanuel Vazquez

Communication at a conference 01/03/2021

Extension of the Pareto Active Learning method to multi-objective optimization for stochastic simulators

Bruno Barracosa , Héloïse Dutrieux Baraffe , Juliette Morin , Josselin Fournel , Julien Bect , Emmanuel Vazquez

Communication at a conference 11/01/2021

On the quantification of discretization uncertainty: comparison of two paradigms

Souleymane Zio , Guillaume Perrin , Claire Cannamela , Julien Bect , Emmanuel Vazquez

Communication at a conference 01/01/2021

Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation

Subhasish Basak , Sebastien Petit , Julien Bect , Emmanuel Vazquez

Conference poster 17/09/2020

Bayesian multi-objective optimization with noisy evaluations

Bruno Barracosa , Héloïse Dutrieux Baraffe , Juliette Morin , Josselin Fournel , Julien Bect , Emmanuel Vazquez

Conference poster 17/09/2020

Gaussian process model selection for computer experiments

Sebastien Petit , Paul Feliot , Julien Bect , Emmanuel Vazquez

Communication at a conference 03/12/2019

Bayesian multi-objective optimization with noisy evaluations using the Knowledge Gradient

Bruno Barracosa , Héloïse Baraffe , Juliette Morin , Gilles Malarange , Julien Bect , Emmanuel Vazquez

Conference poster 18/03/2019

Optimization of multi-year planning strategies to better integrate renewable energies and new electricity uses in the distribution grid

Bruno Barracosa , Héloïse Baraffe , Gilles Malarange , Juliette Morin , Julien Bect , Emmanuel Vazquez

Chapter of the book 17/12/2018

Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure

R. Stroh , S. Demeyer , N. Fischer , Julien Bect , Emmanuel Vazquez

Communication at a conference 13/09/2018

User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion

Paul Feliot , Julien Bect , Emmanuel Vazquez

Communication at a conference 28/05/2018

Multi-fidelity digital experiment planning applied to fire engineering safety

Remi Stroh , Severine Demeyer , Nicolas Fischer , Damien Marquis , Julien Bect , Emmanuel Vazquez

Communication at a conference 16/04/2018

Bayesian Subset Simulation Tutorial

Emmanuel Vazquez , Julien Bect

Communication at a conference 13/11/2017

User preferences in Bayesian multi-objective optimization

Paul Feliot , Julien Bect , Emmanuel Vazquez

Article in a journal 08/08/2017

Bayesian subset simulation

Ling Li , Julien Bect , Emmanuel Vazquez

Communication at a conference 16/07/2017

Sequential design of experiments to estimate a probability of exceeding a threshold in a multi-fidelity stochastic simulator

Remi Stroh , Severine Demeyer , Nicolas Fischer , Julien Bect , Emmanuel Vazquez

Courses 03/07/2017

Bayesian optimization

Julien Bect , Emmanuel Vazquez

Article in a journal 01/07/2017

Assessing fire safety using complex numerical models with a Bayesian multi-fidelity approach

Remi Stroh , Severine Demeyer , Nicolas Fischer , Damien Marquis , Julien Bect , Emmanuel Vazquez

Communication at a conference 22/03/2017

Sequential design of experiment on a stochastic multi-fidelity simulator to estimate a probability of exceeding a threshold

Remi Stroh , Severine Demeyer , Nicolas Fischer , Julien Bect , Emmanuel Vazquez

Communication at a conference 01/01/2017

Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure

Remi Stroh , Severine Demeyer , Nicolas Fischer , Julien Bect , Emmanuel Vazquez

Communication at a conference 01/01/2017

Design of a commercial aircraft environment control system using Bayesian optimization techniques

Paul Feliot , Yves Le Guennec , Julien Bect , Emmanuel Vazquez

Article in a journal 01/01/2017

A Bayesian approach to constrained single- and multi-objective optimization

Paul Feliot , Julien Bect , Emmanuel Vazquez

Communication at a conference 30/05/2016

Gaussian process modeling for stochastic multi-fidelity simulators, with application to fire safety

Remi Stroh , Severine Demeyer , Nicolas Fischer , Julien Bect , Emmanuel Vazquez

Other scientific publication 13/05/2016

Bayesian multi-objective optimization with constraints: Application to the design of a commercial aircraft environment control system

Paul Feliot , Julien Bect , Emmanuel Vazquez

Communication at a conference 05/04/2016

Bias and Variance in the Bayesian Subset Simulation Algorithm

Roman Sweat , Julien Bect , Emmanuel Vazquez

Communication at a conference 23/03/2016

BMOO: a Bayesian Multi-Objective Optimization algorithm

Paul Feliot , Julien Bect , Emmanuel Vazquez