Wasserstein dictionary learning: Optimal transport-based unsupervised nonlinear dictionary learning MA Schmitz, M Heitz, N Bonneel, F Ngole, D Coeurjolly, M Cuturi, G Peyré, ... SIAM Journal on Imaging Sciences 11 (1), 643-678, 2018 | 177 | 2018 |
Brassinosteroid gene regulatory networks at cellular resolution in the Arabidopsis root TM Nolan, N Vukašinović, CW Hsu, J Zhang, I Vanhoutte, R Shahan, ... Science 379 (6639), eadf4721, 2023 | 53 | 2023 |
Trajectory inference via mean-field langevin in path space L Chizat, S Zhang, M Heitz, G Schiebinger Advances in Neural Information Processing Systems 35, 16731-16742, 2022 | 23 | 2022 |
Ground metric learning on graphs M Heitz, N Bonneel, D Coeurjolly, M Cuturi, G Peyré Journal of Mathematical Imaging and Vision 63, 89-107, 2021 | 22 | 2021 |
Optimal transport-based dictionary learning and its application to euclid-like point spread function representation MA Schmitz, M Heitz, N Bonneel, F Ngolè, D Coeurjolly, M Cuturi, G Peyré, ... Wavelets and Sparsity XVII 10394, 72-81, 2017 | 6 | 2017 |
DNA-GPS: A theoretical framework for optics-free spatial genomics and synthesis of current methods L Greenstreet, A Afanassiev, Y Kijima, M Heitz, S Ishiguro, S King, ... Cell Systems 14 (10), 844-859. e4, 2023 | 3 | 2023 |
The dna-based global positioning system—a theoretical framework for large-scale spatial genomics L Greenstreet, A Afanassiev, Y Kijima, M Heitz, S Ishiguro, S King, ... bioRxiv, 2022.03. 22.485380, 2022 | 2 | 2022 |
Spatial Transcriptomics Brings New Challenges and Opportunities for Trajectory Inference M Heitz, Y Ma, S Kubal, G Schiebinger Annual Review of Biomedical Data Science 8, 2024 | | 2024 |
Eulerian methods for inverse problems using optimal transport M Heitz Université de Lyon, 2020 | | 2020 |
SUPPLEMENTARY MATERIALS: Wasserstein Dictionary Learning: Optimal Transport-based unsupervised non-linear dictionary learning MA Schmitz, M Heitz, N Bonneel, F Ngole, D Coeurjolly, M Cuturi, G Peyré, ... | | |
Wasserstein Dictionary Learning MA Schmitz, M Heitz, N Bonneel, F Ngolè, D Coeurjolly, M Cuturi, G Peyré, ... | | |