Research

Publications

This is list is rarely maintained, for an up-to-date list check my scholar profile.

Conference papers

  • H. Janati, B. Muzellec, G. Peyré and M. Cuturi. Entropic Optimal Transport between (Unbalanced) Gaussian Measures has a Closed Form (Neurips, 2020). (paper) | (Python code)

  • H. Janati, M. Cuturi and A. Gramfort. Debiased Sinkhorn barycenters (ICML 2020) (paper) | (Python code)

  • H. Janati, M. Cuturi and A. Gramfort. Spatio-Temporal Alignments: Optimal transport through space and time. (AISTATS, 2020) (paper) | (Python code)

  • H. Janati, T. Bazeille, B. Thirion, M. Cuturi and A. Gramfort. Group-level EEG / MEG source imaging via Optimal Transport: minimum Wasserstein estimates. IPMI 2019. (paper) | (Python code)

  • T. Bazeille, H. Richard, H. Janati, B. Thirion, Local Optimal Transport for Functional Brain Template Estimation. IPMI 2019

  • H. Janati, M. Cuturi and A. Gramfort. Wasserstein regularization for sparse multitask regression. AISTATS 2019. (paper) | (Python code)

Journal papers

  • J. Faouzi, H. Janati. pyts: A Python package for time series classification. Journal of Machine Learning Research (2020) (paper) | (Python code)

  • H. Janati, T. Bazeille, B. Thirion, M. Cuturi and A. Gramfort. Multi-subject MEG/EEG source imaging with sparse multi-task regression (NeuroImage, 2019) (paper)

Other

  • H. Janati, Investigating cancer resistance in a Glioblastoma cell line with gene expression data. Statistics [stat]. 2016. [Best (paper) award - ENSAE 2015/2016] (paper)

Reviewing service

  • NeurIPS (2019, 2020, 2021, 2022, 2023)
  • ICML (2020, 2021, 2022, 2023, 2024)
  • NeuroImage (2019, 2020)
  • IEEE TNNLS (2020)
  • IEEE SPL (2020)