Construction of bootstrap confidence intervals on sensitivity indices computed by polynomial chaos expansion. - Sylvain Dubreuil; Marc Berveiller; Frank Petitjean; Michel Salaün (Reliab. Eng. Syst. Saf., 2014)

Variance based sensitivity analysis for Monte Carlo and importance sampling reliability assessment with Gaussian processes. - Morgane Menz; Sylvain Dubreuil; Jérôme Morio; Christian Gogu; Nathalie Bartoli; Marie Chiron (CoRR, 2020)

Adaptive coupling of reduced basis modeling and Kriging based active learning methods for reliability analyses. - Morgane Menz; Christian Gogu; Sylvain Dubreuil; Nathalie Bartoli; Jérôme Morio (Reliab. Eng. Syst. Saf., 2020)

Failure probability estimation through high-dimensional elliptical distribution modeling with multiple importance sampling. - Marie Chiron; Christian Genest; Jérôme Morio; Sylvain Dubreuil (Reliab. Eng. Syst. Saf., 2023)

A sensitivity analysis based trade-off between probabilistic model identification and statistical estimation. - Charles Surget; Sylvain Dubreuil; Jérôme Morio; Cécile Mattrand; Jean-Marc Bourinet; Nicolas Gayton (Reliab. Eng. Syst. Saf., 2025)

High-Dimensional Bayesian Optimization Using Both Random and Supervised Embeddings. - Rémy Priem; Youssef Diouane; Nathalie Bartoli; Sylvain Dubreuil; Paul Saves (CoRR, 2025)