Publicaciones (36) Publicaciones de AURELIEN FABRICE DECELLE

2023

  1. An Introduction to Machine Learning: a perspective from Statistical Physics

    Physica A: Statistical Mechanics and its Applications, Vol. 631

  2. Cosmology with cosmic web environments: II. Redshift-space auto and cross-power spectra

    Astronomy and Astrophysics, Vol. 674

  3. Deep convolutional and conditional neural networks for large-scale genomic data generation

    PLoS Computational Biology, Vol. 19, Núm. 10

  4. Explaining the effects of non-convergent MCMC in the training of Energy-Based Models

    Proceedings of Machine Learning Research

  5. Learning a restricted Boltzmann machine using biased Monte Carlo sampling

    SciPost Physics, Vol. 14, Núm. 3

  6. Thermodynamics of bidirectional associative memories

    Journal of Physics A: Mathematical and Theoretical, Vol. 56, Núm. 20

  7. Unsupervised hierarchical clustering using the learning dynamics of restricted Boltzmann machines

    Physical Review E, Vol. 108, Núm. 1

2022

  1. Cosmology with cosmic web environments: I. Real-space power spectra

    Astronomy and Astrophysics, Vol. 661

  2. Equilibrium and non-equilibrium regimes in the learning of restricted Boltzmann machines

    Journal of Statistical Mechanics: Theory and Experiment, Vol. 2022, Núm. 11

  3. Regularization of Mixture Models for Robust Principal Graph Learning

    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 44, Núm. 12, pp. 9119-9130

2021

  1. Cascade of phase transitions for multiscale clustering

    Physical Review E, Vol. 103, Núm. 1

  2. Creating artificial human genomes using generative neural networks

    PLoS Genetics, Vol. 17, Núm. 2

  3. Encoding large-scale cosmological structure with generative adversarial networks

    Astronomy and Astrophysics, Vol. 651

  4. Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines

    Advances in Neural Information Processing Systems

  5. Exact Training of Restricted Boltzmann Machines on Intrinsically Low Dimensional Data

    Physical Review Letters, Vol. 127, Núm. 15

  6. Inverse problems for structured datasets using parallel TAP equations and restricted Boltzmann machines

    Scientific Reports, Vol. 11, Núm. 1

  7. Restricted Boltzmann machine: Recent advances and mean-field theory

    Chinese Physics B, Vol. 30, Núm. 4

2020

  1. Gaussian-spherical restricted Boltzmann machines

    Journal of Physics A: Mathematical and Theoretical, Vol. 53, Núm. 18

  2. Robust multi-output learning with highly incomplete data via restricted boltzmann machines

    CEUR Workshop Proceedings

  3. T-ReX: A graph-based filament detection method

    Astronomy and Astrophysics, Vol. 637