Publications

Edited book

  • Statistical inference for piecewise-deterministic Markov processes
    ISTE – Wiley, 2018
    Romain Azaïs, Florian Bouguet (eds.)
    [ISTE] [Wiley] [hal]
    This book includes the following original chapters:

    • Rupture detection in fatigue crack propagation
      Romain Azaïs, Anne Gégout-Petit, Florine Greciet
      [hal]
    • Level crossings and absorption of an insurance model
      Romain Azaïs, Alexandre Genadot
      [hal]

Chapters

  • Construction d’estimateurs pour les processus markoviens déterministes par morceaux
    Informatique fondamentale et ses mathématiques – Une photographie en 2024 (sous la direction de Benoît Delahaye et Didier Lime), CNRS Editions
    Romain Azaïs
    [chapter:hal] [book:CNRS]
  • Estimation of piecewise-deterministic trajectories in a quantum optics scenario
    Statistical Topics and Stochastic Models for Dependent Data with Applications (edited by Vlad Stefan Barbu and Nicolas Vergne), ISTE – Wiley, 2020
    Bruno Leggio, Romain Azaïs
    [chapter:hal] [book:ISTE] [book:Wiley]

Papers

  • Maximum likelihood estimation for spinal-structured trees
    To appear in Journal of Applied Probability, 2025
    Romain Azaïs, Benoît Henry
    [journal] [arXiv] [hal]
  • Detection of common subtrees with identical label distribution
    Theoretical Computer Science, 2024
    Romain Azaïs, Florian Ingels
    [journal] [arXiv] [hal]
  • Characterization of random walks on space of unordered trees using efficient metric simulation
    Discrete Applied Mathematics, 2023
    Farah Ben Naoum, Christophe Godin, Romain Azaïs
    [journal] [arXiv] [hal]
  • Enumeration of irredundant forests
    Theoretical Computer Science, 2022
    Florian Ingels, Romain Azaïs
    [journal] [arXiv] [hal]
  • cvmgof: an R package for Cramér-von Mises goodness-of-fit tests in regression models
    Journal of Statistical Computing and Simulation, 2022
    Romain Azaïs, Sandie Ferrigno, Marie-José Martinez
    [journal] [hal]
  • Isomorphic unordered labeled trees up to substitution ciphering
    IWOCA, 2021
    Florian Ingels, Romain Azaïs
    [journal] [arXiv] [hal]
  • Temporal integration of auxin information for the regulation of patterning
    eLife, 2020
    Carlos Samuel Galvan-Ampudia, Guillaume Cerutti, et al.
    [journal] [bioRxiv] [hal]
  • The weight function in the subtree kernel is decisive
    Journal of Machine Learning Research, 2020
    Romain Azaïs, Florian Ingels
    [journal] [arXiv] [hal]
  • SPONGE: software-defined traffic engineering to absorb influx of network traffic
    IEEE Local Computer Networks, 2019
    Benoît Henry, Shihabur Rahman Chowdhury, Abdelkader Lahmadi, Romain Azaïs, Jérôme François, Raouf Boutaba
    [hal]
  • Approximation of trees by self-nested trees
    ALENEX, 2019
    Romain Azaïs, Jean-Baptiste Durand, Christophe Godin
    [journal] [arXiv] [hal]
  • Nearest embedded and embedding self-nested trees
    Algorithms (Special Issue Data Compression Algorithms and their Applications), 2019
    Romain Azaïs
    [journal] [arXiv] [hal]
  • treex: a Python package for manipulating rooted trees
    Journal of Open Source Software, 2019
    Romain Azaïs, Guillaume Cerutti, Didier Gemmerlé, Florian Ingels
    [journal] [hal]
  • Inference for conditioned Galton-Watson trees from their Harris path
    Latin American Journal of Probability and Mathematical Statistics, 2019
    Romain Azaïs, Alexandre Genadot, Benoît Henry
    [journal] [arXiv] [hal]
  • Estimation of the average number of continuous crossings for non-stationary non-diffusion processes
    Journal of Statistical Planning and Inference, 2019
    Romain Azaïs, Alexandre Genadot
    [journal] [arXiv] [hal]
  • Integral estimation based on Markovian design
    Advances in Applied Probability, 2018
    Romain Azaïs, Bernard Delyon, François Portier
    [journal] [arXiv] [hal]
  • A new characterization of the jump rate for piecewise-deterministic Markov processes with discrete transitions
    Communications in Statistics – Theory and Methods, 2018
    Romain Azaïs, Alexandre Genadot
    [journal] [arXiv] [hal]
  • Optimal choice among a class of nonparametric estimators of the jump rate for piecewise-deterministic Markov processes
    Electronic Journal of Statistics, 2016
    Romain Azaïs, Aurélie Muller-Gueudin
    [journal] [arXiv] [hal]
  • Stochastic modelling and prediction of fatigue crack propagation using piecewise-deterministic Markov processes
    Journal of Risk and Reliability, 2016
    Anis Ben Abdessalem, Romain Azaïs, Marie Touzet-Cortina, Anne Gégout-Petit, Monique Puiggali
    [journal] [hal]
  • Semi-parametric inference for the absorption features of a growth-fragmentation model
    TEST, 2015
    Romain Azaïs, Alexandre Genadot
    [journal] [arXiv] [hal]
  • Nonparametric estimation of the conditional distribution of the inter-jumping times for piecewise-deterministic Markov processes
    Scandinavian Journal of Statistics, 2014
    Romain Azaïs, François Dufour, Anne Gégout-Petit
    [journal] [arXiv] [hal]
  • Piecewise deterministic Markov process – recent results
    ESAIM: Proceedings and Surveys, 2014
    Romain Azaïs, Jean-Baptiste Bardet, Alexandre Genadot, Nathalie Krell, Pierre-André Zitt
    [journal] [arXiv] [hal]
  • A hidden renewal model for monitoring aquatic systems biosensors
    Environmetrics, 2014
    Romain Azaïs, Raphaël Coudret, Gilles Durrieu
    [journal] [hal]
  • A recursive nonparametric estimator for the transition kernel of a piecewise-deterministic Markov process
    ESAIM: Probability and Statistics, 2014
    Romain Azaïs
    [journal] [arXiv] [hal]
  • Nonparametric estimation of the jump rate for nonhomogeneous marked renewal processes
    Annales de l’Institut Henri Poincaré – Probabilités et Statistiques, 2013
    Romain Azaïs, François Dufour, Anne Gégout-Petit
    [journal] [arXiv] [hal]
  • Optimal quantization applied to sliced inverse regression
    Journal of Statistical Planning and Inference, 2012
    Romain Azaïs, Anne Gégout-Petit, Jérôme Saracco
    [journal] [arXiv] [hal]

Extended abstracts

  • Exploring symmetries in plant architectures
    FSPM, 2023
    Romain Azaïs, Salaheddine Habibeche, Farah Ben Naoum, Christophe Godin
    [journal] [hal]
  • Transferring PointNet++ segmentation from virtual to real plants
    CVPPA, 2021
    Ayan Chaudhury, Peter Hanappe, Romain Azaïs, Christophe Godin, David Colliaux
    [journal] [hal]

Theses

  • Algorithmic approach to statistics: piecewise-deterministic processes and random trees
    Habilitation thesis, defended at ENS de Lyon on December 2nd 2022
    [tel] [slides]
  • Nonparametric estimation for piecewise-deterministic Markov processes
    PhD thesis, defended at Université Bordeaux 1 on July 1st 2013
    [tel] [slides]