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papers

Publications (15)

stat.CO2014

A new integral loss function for Bayesian optimization

Emmanuel Vazquez, Julien Bect

math.ST2006

Estimation of the volume of an excursion set of a Gaussian process using intrinsic Kriging

Emmanuel Vazquez, Miguel Piera Martinez

math.ST2011

Sequential search based on kriging: convergence analysis of some algorithms

Emmanuel Vazquez, Julien Bect

math.OC2011

Bayesian optimization using sequential Monte Carlo

Romain Benassi, Julien Bect, Emmanuel Vazquez

stat.CO2010

Convergence properties of the expected improvement algorithm

Emmanuel Vazquez, Julien Bect

stat.CO2017

Bayesian subset simulation

Julien Bect, Ling Li, Emmanuel Vazquez

math.OC2018

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

Paul Feliot, Julien Bect, Emmanuel Vazquez

stat.CO2017

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

Rémi Stroh, Séverine Demeyer, Nicolas Fischer +2

stat.CO2012

Bayesian Subset Simulation: a kriging-based subset simulation algorithm for the estimation of small probabilities of failure

Ling Li, Julien Bect, Emmanuel Vazquez

math.OC2016

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

Paul Feliot, Yves Le Guennec, Julien Bect +1

stat.CO2016

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

Paul Feliot, Julien Bect, Emmanuel Vazquez

stat.ME2016

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

Rémi Stroh, Julien Bect, Séverine Demeyer +2

math.ST2009

Pointwise consistency of the kriging predictor with known mean and covariance functions

Emmanuel Vazquez, Julien Bect

stat.CO2015

The Informational Approach to Global Optimization in presence of very noisy evaluation results. Application to the optimization of renewable energy integration strategies

Héloïse Dutrieux, Ivana Aleksovska, Julien Bect +3

stat.CO2012

Sequential design of computer experiments for the estimation of a probability of failure

Julien Bect, David Ginsbourger, Ling Li +2