PhD. Thesis

• Statistical control of sparse models in high dimension
  Jerôme-Alexis Chevalier   [masnuscript]

Publications

• Spatially relaxed inference on high-dimensional linear models (Preprint)
  Jerôme-Alexis Chevalier, Tuan-Binh Nguyen, Bertrand Thirion, Joseph Salmon   [paper]

• Decoding with confidence: Statistical control on decoder maps (NeuroImage Journal, 2021)
  Jerôme-Alexis Chevalier, Tuan-Binh Nguyen, Gaël Varoquaux, Joseph Salmon, Bertrand Thirion   [paper]

• Statistical control for spatio-temporal MEG/EEG source imaging with desparsified multi-task Lasso (NeurIPS 2020)
  Jerôme-Alexis Chevalier, Alexandre Gramfort, Joseph Salmon, Bertrand Thirion   [paper]

• Aggregation of Multiple Knockoffs (ICML 2020)
  Tuan-Binh Nguyen, Jerôme-Alexis Chevalier, Bertrand Thirion, Sylvain Arlot   [paper]

• Ecko: Ensemble of clustered knockoffs for robust multivariate inference on fMRI data (IPMI 2019)
  Tuan-Binh Nguyen*, Jerôme-Alexis Chevalier*, Bertrand Thirion   [paper]

• Statistical inference with ensemble of clustered desparsified lasso (MICCAI 2018)
  Jerôme-Alexis Chevalier, Joseph Salmon, Bertrand Thirion   [paper]