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Pierre Machart
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Realistic in silico generation and augmentation of single-cell RNA-seq data using generative adversarial networks
M Marouf, P Machart, V Bansal, C Kilian, DS Magruder, CF Krebs, S Bonn
Nature communications 11 (1), 166, 2020
1822020
Reconciling "priors" and "priors" without prejudice?
R Gribonval, P Machart
Advances in Neural Information Processing Systems, 2193-2201, 2013
352013
On TCR Binding Predictors Failing to Generalize to Unseen Peptides
F Grazioli, A Mösch, P Machart, K Li, I Alqassem, TJ O'Donnell, MR Min
Frontiers in Immunology 13, 6360, 2022
292022
Algorithmic advances in machine learning for single-cell expression analysis
S Oller-Moreno, K Kloiber, P Machart, S Bonn
Current Opinion in Systems Biology 25, 27-33, 2021
282021
Confusion matrix stability bounds for multiclass classification
P Machart, L Ralaivola
arXiv preprint arXiv:1202.6221, 2012
262012
Optimal computational trade-off of inexact proximal methods
P Machart, S Anthoine, L Baldassarre
arXiv preprint arXiv:1210.5034, 2012
222012
Stochastic low-rank kernel learning for regression
P Machart, T Peel, L Ralaivola, S Anthoine, H Glotin
arXiv preprint arXiv:1201.2416, 2012
62012
DISCERN: deep single-cell expression reconstruction for improved cell clustering and cell subtype and state detection
F Hausmann, C Ergen, R Khatri, M Marouf, S Hänzelmann, N Gagliani, ...
Genome Biology 24 (1), 212, 2023
52023
Attentive Variational Information Bottleneck for TCR–peptide interaction prediction
F Grazioli, P Machart, A Mösch, K Li, LV Castorina, N Pfeifer, MR Min
Bioinformatics 39 (1), btac820, 2023
52023
Semi-supervised consistency regularization for accurate cell type fraction and gene expression estimation
R Khatri, P Machart, S Bonn
22023
Coping with the Computational and Statistical Bipolar Nature of Machine Learning
P Machart
Aix-Marseille Université, 2012
22012
Apprentissage Stochastique de Noyau de Rang Faible pour la Régression
P Machart, T Peel, L Ralaivola, S Anthoine, H Glotin
Actes de la 7ème Plateforme de l’Association Française pour l’Intelligence …, 2011
12011
NeoAgDT: optimization of personal neoantigen vaccine composition by digital twin simulation of a cancer cell population
A Mösch, F Grazioli, P Machart, B Malone
Bioinformatics 40 (5), btae205, 2024
2024
DISSECT: deep semi-supervised consistency regularization for accurate cell type fraction and gene expression estimation
R Khatri, P Machart, S Bonn
Genome Biology 25 (1), 112, 2024
2024
Assessing the Generalization Capabilities of TCR Binding Predictors via Peptide Distance Analysis
LV Castorina, F Grazioli, P Machart, A Moesch, F Errica
bioRxiv, 2023.07. 29.551100, 2023
2023
Conciliation d'a prioris sans préjugé
R Gribonval, P Machart
46è Journées de Statistique, 2014
2014
Optimal Computational Trade-Off of Inexact Proximal Methods (short version)
P Machart, L Baldassarre, S Anthoine
Multi-Trade-offs in Machine Learning (NIPS), 2012
2012
Morphological Segmentation
P Machart
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