777 citations · 1.8k across the 46 of their papers we have counts for
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Cosmology with cosmic web environments I. Real-space power spectra
Tony Bonnaire, Nabila Aghanim, Joseph Kuruvilla +1
We undertake the first comprehensive and quantitative real-space analysis of the cosmological information content in the environments of the cosmic web (voids, filaments, walls, an…
Regularization of Mixture Models for Robust Principal Graph Learning
Tony Bonnaire, Aurélien Decelle, Nabila Aghanim
A regularized version of Mixture Models is proposed to learn a principal graph from a distribution of -dimensional data points. In the particular case of manifold learning for r…
Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines
Aurélien Decelle, Cyril Furtlehner, Beatriz Seoane
Training Restricted Boltzmann Machines (RBMs) has been challenging for a long time due to the difficulty of computing precisely the log-likelihood gradient. Over the past decades,…
Exact training of Restricted Boltzmann machines on intrinsically low dimensional data
Aurélien Decelle, Cyril Furtlehner
The restricted Boltzmann machine is a basic machine learning tool able, in principle, to model the distribution of some arbitrary dataset. Its standard training procedure appears h…