Spatially relaxed inference on high-dimensional linear models

1 code implementation • 4 Jun 2021 • Jérôme-Alexis Chevalier, Tuan-Binh Nguyen, Bertrand Thirion, Joseph Salmon

This calls for a reformulation of the statistical inference problem, that takes into account the underlying spatial structure: if covariates are locally correlated, it is acceptable to detect them up to a given spatial uncertainty.

Constrained Clustering Vocal Bursts Intensity Prediction

Aggregation of Multiple Knockoffs

2 code implementations • ICML 2020 • Tuan-Binh Nguyen, Jérôme-Alexis Chevalier, Bertrand Thirion, Sylvain Arlot

We develop an extension of the Knockoff Inference procedure, introduced by Barber and Candes (2015).