Search Results for author: Nicolas Bousquet

Found 4 papers, 1 papers with code

Hoeffding decomposition of black-box models with dependent inputs

no code implementations10 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.

Uncertainty Quantification

Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models

1 code implementation23 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.

Uncertainty Quantification

Recoloring graphs of treewidth 2

no code implementations21 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

An innovative solution for breast cancer textual big data analysis

no code implementations6 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.

Epidemiology Retrieval

Cannot find the paper you are looking for? You can Submit a new open access paper.