Hicham Janati

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 19

Top Topics

Convex Programming

Functional Brain

Sparsity Inducing

Top Venues

J. Mach. Learn. Res.

Publications

Quang Huy Tran, Hicham Janati, Nicolas Courty, Rémi Flamary, Ievgen Redko, Pinar Demetci, Ritambhara Singh
Unbalanced CO-optimal Transport. AAAI (2023)
Arturo Castellanos, Pavlo Mozharovskyi, Florence d'Alché-Buc, Hicham Janati
Fast kernel half-space depth for data with non-convex supports. CoRR (2023)
Quang Huy Tran, Hicham Janati, Nicolas Courty, Rémi Flamary, Ievgen Redko, Pinar Demetci, Ritambhara Singh
Unbalanced CO-Optimal Transport. CoRR (2022)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Averaging Spatio-temporal Signals using Optimal Transport and Soft Alignments. CoRR (2022)
Rémi Flamary, Nicolas Courty, Alexandre Gramfort, Mokhtar Z. Alaya, Aurélie Boisbunon, Stanislas Chambon, Laetitia Chapel, Adrien Corenflos, Kilian Fatras, Nemo Fournier, Léo Gautheron, Nathalie T. H. Gayraud, Hicham Janati, Alain Rakotomamonjy, Ievgen Redko, Antoine Rolet, Antony Schutz, Vivien Seguy, Danica J. Sutherland, Romain Tavenard, Alexander Tong, Titouan Vayer
POT: Python Optimal Transport. J. Mach. Learn. Res. 22 (2021)
Quang Huy Tran, Hicham Janati, Ievgen Redko, Rémi Flamary, Nicolas Courty
Factored couplings in multi-marginal optimal transport via difference of convex programming. CoRR (2021)
Hicham Janati, Boris Muzellec, Gabriel Peyré, Marco Cuturi
Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form. NeurIPS (2020)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Debiased Sinkhorn barycenters. CoRR (2020)
Hicham Janati, Thomas Bazeille, Bertrand Thirion, Marco Cuturi, Alexandre Gramfort
Multi-subject MEG/EEG source imaging with sparse multi-task regression. NeuroImage 220 (2020)
Johann Faouzi, Hicham Janati
pyts: A Python Package for Time Series Classification. J. Mach. Learn. Res. 21 (2020)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Debiased Sinkhorn barycenters. ICML (2020)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Spatio-temporal alignments: Optimal transport through space and time. AISTATS (2020)
Hicham Janati, Thomas Bazeille, Bertrand Thirion, Marco Cuturi, Alexandre Gramfort
Group Level MEG/EEG Source Imaging via Optimal Transport: Minimum Wasserstein Estimates. IPMI (2019)
Hicham Janati, Thomas Bazeille, Bertrand Thirion, Marco Cuturi, Alexandre Gramfort
Multi-subject MEG/EEG source imaging with sparse multi-task regression. CoRR (2019)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Spatio-Temporal Alignments: Optimal transport through space and time. CoRR (2019)
Hicham Janati, Thomas Bazeille, Bertrand Thirion, Marco Cuturi, Alexandre Gramfort
Group level MEG/EEG source imaging via optimal transport: minimum Wasserstein estimates. CoRR (2019)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Wasserstein regularization for sparse multi-task regression. AISTATS (2019)
Thomas Bazeille, Hugo Richard, Hicham Janati, Bertrand Thirion
Local Optimal Transport for Functional Brain Template Estimation. IPMI (2019)
Hicham Janati, Marco Cuturi, Alexandre Gramfort
Wasserstein regularization for sparse multi-task regression. CoRR (2018)