Bastien Batardière

Apprentissage statistique pour l'analyse multivariée de données de comptage de grande dimension (2021-2024, 50%)

Bastien’s PhD is supported by the ANR SingleStatOmics grant. IT is co-supervized with Joon Kwon.

PhD manucript

    Journal papers

    1. arXiv
      Importance sampling-based gradient method for dimension reduction in Poisson log-normal model
      Bastien Batardière, Julien Chiquet, Joon Kwon, and Julien Stoehr
      2024
    2. arXiv
      Evaluating Parameter Uncertainty in the Poisson Lognormal Model with Corrected Variational Estimators
      Bastien Batardière, Julien Chiquet, and Mahendra Mariadassou
      2024
    3. arXiv
      Zero-inflation in the Multivariate Poisson Lognormal Family
      Bastien Batardière, Julien Chiquet, François Gindraud, and Mahendra Mariadassou
      2024
    1. Plant Commun.
      Cell specialization and coordination in Arabidopsis leaves upon pathogenic attack revealed by scRNA-seq
      Etienne Delannoy, Bastien Batardière, Stéphanie Pateyron, Ludivine Soubigou-Taconnat, Julien Chiquet, Jean Colcombet, and Julien Lang
      Plant Communications, 2023
      Focus Issue on Plant Single-Cell Biology

    Conferences

      1. A gradient approximation with importance sampling for dimension reduction in natural exponential families
        B. Batardière, J. Chiquet, J. Kwon, and J. Stoehr
        In actes des 55\ieme journées françaises de statistique, Saclay, 2024
      2. Multivariate Poisson Lognormal model: optimisation, inference and application to high dimensional data
        B. Batardière, J. Chiquet, J. Kwon, and L. Sansonnet
        In actes des 53\ieme journées françaises de statistique, Saclay, 2022