A Least-Squares Method for Sparse Low Rank Approximation of Multivariate Functions. - Mathilde Chevreuil; Régis Lebrun; Anthony Nouy; Prashant Rai (SIAM/ASA J. Uncertain. Quantification, 2015)

Partial safety factor calibration from stochastic finite element computation of welded joint with random geometries. - Franck Schoefs; Mathilde Chevreuil; Olivier Pasqualini; Mikaël Cazuguel (Reliab. Eng. Syst. Saf., 2016)

Learning with tree-based tensor formats. - Erwan Grelier; Anthony Nouy; Mathilde Chevreuil (CoRR, 2018)

A generalized Fourier transform by means of change of variables within multilinear approximation. - Mathilde Chevreuil; Myriam Slama (Adv. Model. Simul. Eng. Sci., 2021)