Scikit-dimension: a python package for intrinsic dimension estimation J Bac, EM Mirkes, AN Gorban, I Tyukin, A Zinovyev Entropy 23 (10), 1368, 2021 | 96 | 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 | 61 | 2020 |
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 | 43 | 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 | 42 | 2019 |
Lizard brain: Tackling locally low-dimensional yet globally complex organization of multi-dimensional datasets J Bac, A Zinovyev Frontiers in neurorobotics 13, 110, 2020 | 17 | 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 | 14 | 2022 |
Local intrinsic dimensionality estimators based on concentration of measure J Bac, A Zinovyev 2020 International Joint Conference on Neural Networks (IJCNN), 1-8, 2020 | 11 | 2020 |
Minimum spanning vs. principal trees for structured approximations of multi-dimensional datasets A Chervov, J Bac, A Zinovyev Entropy 22 (11), 1274, 2020 | 5 | 2020 |
Hubness reduction improves clustering and trajectory inference in single-cell transcriptomic data E Amblard*, J Bac*, A Chervov, V Soumelis, A Zinovyev | 4 | 2021 |
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 | 2 | 2022 |
Modelling the geometry of high-dimensional omics data: dimensionality, subspaces, trajectories| Theses. fr J Bac Université Paris sciences et lettres, 2022 | | 2022 |