Lizard Brain: Tackling Locally Low-Dimensional Yet Globally Complex Organization of Multi-Dimensional Datasets

por Bac, Jonathan, Zinovyev, Andrei
Publicado 2020

Minimum Spanning vs. Principal Trees for Structured Approximations of Multi-Dimensional Datasets

por Chervov, Alexander, Bac, Jonathan, Zinovyev, Andrei
Publicado 2020

Scikit-Dimension: A Python Package for Intrinsic Dimension Estimation

por Bac, Jonathan, Mirkes, Evgeny M., Gorban, Alexander N., Tyukin, Ivan, Zinovyev, Andrei
Publicado 2021

Domain Adaptation Principal Component Analysis: Base Linear Method for Learning with Out-of-Distribution Data

por Mirkes, Evgeny M., Bac, Jonathan, Fouché, Aziz, Stasenko, Sergey V., Zinovyev, Andrei, Gorban, Alexander N.
Publicado 2022

Robust and Scalable Learning of Complex Intrinsic Dataset Geometry via ElPiGraph

por Albergante, Luca, Mirkes, Evgeny, Bac, Jonathan, Chen, Huidong, Martin, Alexis, Faure, Louis, Barillot, Emmanuel, Pinello, Luca, Gorban, Alexander, Zinovyev, Andrei
Publicado 2020

Trajectories, bifurcations, and pseudo-time in large clinical datasets: applications to myocardial infarction and diabetes data

por Golovenkin, Sergey E, Bac, Jonathan, Chervov, Alexander, Mirkes, Evgeny M, Orlova, Yuliya V, Barillot, Emmanuel, Gorban, Alexander N, Zinovyev, Andrei
Publicado 2020