Jonathan Bac
Jonathan Bac
Institut Curie
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Scikit-dimension: a python package for intrinsic dimension estimation
J Bac, EM Mirkes, AN Gorban, I Tyukin, A Zinovyev
Entropy 23 (10), 1368, 2021
Robust and scalable learning of complex intrinsic dataset geometry via ElPiGraph
L Albergante, E Mirkes, J Bac, H Chen, A Martin, L Faure, E Barillot, ...
Entropy 22 (3), 296, 2020
Estimating the effective dimension of large biological datasets using Fisher separability analysis
L Albergante*, J Bac*, A Zinovyev
2019 International Joint Conference on Neural Networks (IJCNN), 1-8, 2019
Trajectories, bifurcations, and pseudo-time in large clinical datasets: Applications to myocardial infarction and diabetes data
SE Golovenkin, J Bac, A Chervov, EM Mirkes, YV Orlova, E Barillot, ...
GigaScience 9 (11), giaa128, 2020
Lizard brain: Tackling locally low-dimensional yet globally complex organization of multi-dimensional datasets
J Bac, A Zinovyev
Frontiers in neurorobotics 13, 110, 2020
Local intrinsic dimensionality estimators based on concentration of measure
J Bac, A Zinovyev
2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020
Domain Adaptation Principal Component Analysis: base linear method for learning with out-of-distribution data
EM Mirkes, J Bac, A Fouché, SV Stasenko, A Zinovyev, AN Gorban
Entropy 25 (1), 33, 2022
Minimum spanning vs. principal trees for structured approximations of multi-dimensional datasets
A Chervov, J Bac, A Zinovyev
Entropy 22 (11), 1274, 2020
Hubness reduction improves clustering and trajectory inference in single-cell transcriptomic data
E Amblard*, J Bac*, A Chervov, V Soumelis, A Zinovyev
Quasi-orthogonality and intrinsic dimensions as measures of learning and generalisation
Q Zhou, AN Gorban, EM Mirkes, J Bac, A Zinovyev, IY Tyukin
2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022
Modélisation de la géométrie des données omiques de grande dimension: dimensionnalité, sous-espaces, trajectoires
J Bac
Modelling the geometry of high-dimensional omics data: dimensionality, subspaces, trajectories
J Bac
Université Paris sciences et lettres, 2022
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Articles 1–12