A l1-Unified Variational Framework for Image Restoration. - Julien Bect; Laure Blanc-Féraud; Gilles Aubert; Antonin Chambolle (ECCV (4), 2004)

RJMCMC point process sampler for single sensor source separation: An application to electric load monitoring. - Mabrouka El-Guedri; Julien Bect; Christian Lajaunie; Gilles Fleury; Redouane Seraoui; Thomas Garcia; Alexandre Girard (EUSIPCO, 2009)

An empirical Bayes approach for joint Bayesian model selection and estimation of sinusoids via reversible jump MCMC. - Alireza Roodaki; Julien Bect; Gilles Fleury (EUSIPCO, 2010)

On the joint Bayesian model selection and estimation of sinusoids via Reversible Jump MCMC in low SNR situations. - Alireza Roodaki; Julien Bect; Gilles Fleury (ISSPA, 2010)

Robust Gaussian Process-Based Global Optimization Using a Fully Bayesian Expected Improvement Criterion. - Romain Benassi; Julien Bect; Emmanuel Vázquez (LION, 2011)

Sequential search based on kriging: convergence analysis of some algorithms - Emmanuel Vázquez; Julien Bect (CoRR, 2011)

Summarizing posterior distributions in signal decomposition problems when the number of components is unknown. - Alireza Roodaki; Julien Bect; Gilles Fleury (ICASSP, 2012)

Bayesian Optimization Using Sequential Monte Carlo. - Romain Benassi; Julien Bect; Emmanuel Vázquez (LION, 2012)

Sequential design of computer experiments for the estimation of a probability of failure. - Julien Bect; David Ginsbourger; Ling Li; Victor Picheny; Emmanuel Vázquez (Stat. Comput., 2012)

Comments on "Joint Bayesian Model Selection and Estimation of Noisy Sinusoids Via Reversible Jump MCMC". - Alireza Roodaki; Julien Bect; Gilles Fleury (IEEE Trans. Signal Process., 2013)

A new integral loss function for Bayesian optimization. - Emmanuel Vázquez; Julien Bect (CoRR, 2014)

Fast Parallel Kriging-Based Stepwise Uncertainty Reduction With Application to the Identification of an Excursion Set. - Clément Chevalier; Julien Bect; David Ginsbourger; Emmanuel Vázquez; Victor Picheny; Yann Richet (Technometrics, 2014)

Relabeling and Summarizing Posterior Distributions in Signal Decomposition Problems When the Number of Components is Unknown. - Alireza Roodaki; Julien Bect; Gilles Fleury (IEEE Trans. Signal Process., 2014)

A Bayesian Approach to Constrained Multi-objective Optimization. - Paul Feliot; Julien Bect; Emmanuel Vázquez (LION, 2015)

Quantifying Uncertainties on Excursion Sets Under a Gaussian Random Field Prior. - Dario Azzimonti; Julien Bect; Clément Chevalier; David Ginsbourger (SIAM/ASA J. Uncertain. Quantification, 2016)

A Bayesian approach to constrained single- and multi-objective optimization. - Paul Feliot; Julien Bect; Emmanuel Vázquez (J. Glob. Optim., 2017)

Bayesian Subset Simulation. - Julien Bect; Ling Li; Emmanuel Vázquez (SIAM/ASA J. Uncertain. Quantification, 2017)

User Preferences in Bayesian Multi-objective Optimization: The Expected Weighted Hypervolume Improvement Criterion. - Paul Feliot; Julien Bect; Emmanuel Vázquez (LOD, 2018)

Numerical Issues in Maximum Likelihood Parameter Estimation for Gaussian Process Interpolation. - Subhasish Basak; Sébastien Petit; Julien Bect; Emmanuel Vázquez (LOD, 2021)

Numerical issues in maximum likelihood parameter estimation for Gaussian process regression. - Subhasish Basak; Sébastien Petit; Julien Bect; Emmanuel Vázquez (CoRR, 2021)

Adaptive Design of Experiments for Conservative Estimation of Excursion Sets. - Dario Azzimonti; David Ginsbourger; Clément Chevalier; Julien Bect; Yann Richet (Technometrics, 2021)

Integration of bounded monotone functions: Revisiting the nonsequential case, with a focus on unbiased Monte Carlo (randomized) methods. - Subhasish Basak; Julien Bect; Emmanuel Vázquez (CoRR, 2022)

Sequential Design of Multi-Fidelity Computer Experiments: Maximizing the Rate of Stepwise Uncertainty Reduction. - Rémi Stroh; Julien Bect; Séverine Demeyer; Nicolas Fischer; Damien Marquis; Emmanuel Vázquez (Technometrics, 2022)

Parameter Selection in Gaussian Process Interpolation: An Empirical Study of Selection Criteria. - Sébastien Petit; Julien Bect; Paul Feliot; Emmanuel Vázquez (SIAM/ASA J. Uncertain. Quantification, 2023)

Rational Kernel-Based Interpolation for Complex-Valued Frequency Response Functions. - Julien Bect; Niklas Georg; Ulrich Römer; Sebastian Schöps (SIAM J. Sci. Comput., 2024)

Bayesian Sequential Design of Computer Experiments for Quantile Set Inversion. - Romain Ait Abdelmalek-Lomenech; Julien Bect; Vincent Chabridon; Emmanuel Vázquez (Technometrics, 2025)