The cross-entropy method for reliability assessment of cracked structures subjected to random Markovian loads. - Cécile Mattrand; Jean-Marc Bourinet (Reliab. Eng. Syst. Saf., 2014)

Rare-event probability estimation with adaptive support vector regression surrogates. - Jean-Marc Bourinet (Reliab. Eng. Syst. Saf., 2016)

Reliability-based sensitivity estimators of rare event probability in the presence of distribution parameter uncertainty. - Vincent Chabridon; Mathieu Balesdent; Jean-Marc Bourinet; Jérôme Morio; Nicolas Gayton (Reliab. Eng. Syst. Saf., 2018)

An adaptive sampling method for global sensitivity analysis based on least-squares support vector regression. - Maria Steiner; Jean-Marc Bourinet; Tom Lahmer (Reliab. Eng. Syst. Saf., 2019)

Remaining Useful Life Prediction of Turbofans with Virtual Health Indicator: A Comparison of Particle Filter-Based Approaches. - Etienne Jules; Francesco Cancelliere; Cécile Mattrand; Jean-Marc Bourinet (ICSRS, 2023)

Unsupervised Representation Learning for Smart Transportation. - Thabang Lebese; Cécile Mattrand; David Clair; Jean-Marc Bourinet; François Deheeger (IDA (2), 2024)

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)

Unsupervised Discovery of Objects Physical Properties Through Maximum Entropy Reinforcement Learning. - Maxime Chareyre; Pierre Fournier; Julien Moras; Jean-Marc Bourinet; Youcef Mezouar (IEEE Robotics Autom. Lett., 2025)