no code implementations • 10 Oct 2023 • Marouane Il Idrissi, Nicolas Bousquet, Fabrice Gamboa, Bertrand Iooss, Jean-Michel Loubes
The elements of this decomposition can be expressed using oblique projections and allow for novel interpretability indices for evaluation and variance decomposition purposes.
1 code implementation • 23 Sep 2022 • Marouane Il Idrissi, Nicolas Bousquet, Fabrice Gamboa, Bertrand Iooss, Jean-Michel Loubes
Numerical experiments on real case studies, from the UQ and ML fields, highlight the computational feasibility of such studies and provide local and global insights on the robustness of black-box models to input perturbations.
no code implementations • 21 Dec 2020 • Valentin Bartier, Nicolas Bousquet, Marc Heinrich
In this note, we prove that it can be reduced for graphs of treewidth 2, which are 2-degenerate.
Discrete Mathematics Combinatorics 05C15, 05C85 G.2.2; F.2.2
no code implementations • 6 Dec 2017 • Nicolas Thiebaut, Antoine Simoulin, Karl Neuberger, Issam Ibnouhsein, Nicolas Bousquet, Nathalie Reix, Sébastien Molière, Carole Mathelin
With no need for biomedical annotators or pre-defined ontologies, this language-agnostic method reached an good extraction accuracy for several concepts of interest, according to a comparison with a manually structured file, without requiring any existing corpus with local or new notations.