Research topics

  • Statistical Learning
  • Clustering, classification, regression
  • Complex data: categorical, rank, functional, ordinal, big data...
  • Transfer Learning
  • Sensitivity Analysis
  • Applications to social humanities and life sciences

Research project

  • Project Fondation Mathématique Jacques Hadamard IRSDI
  • ANR TecSan ClinMine
  • ANR ContintImagiweb
  • Project CNRS Mastodons (big data) Titan
  • Project CNRS Mastodons (big data) Gargantua

Ph. D. students (in co-supervision)

  • Antoine Gourru (2018-21)
    Representation learning for dynamic structured data.
    Co-supervision with Julien VELCIN
  • Jean Dupuy (2018-21)
    Representation learning for structured document.
    CIFRE grant financed by MeetSYS, with Adrien GUILLE
  • Amandine Schmutz (2016-19)
    Search for athlete horse locomotion analysis parameters by statistical and datamining tools.
    CIFRE grant financed by CWD, co-supervision with Laurence CHEZE and Stéphane BONNEVAY.
  • Komi Nagbe (2016-19)
    Prediction of production and consumption of renewable energy.
    CIFRE grant financed by ENERCOOP, co-supervision with Jairo CUGLIARI.
  • Yosra Ben Slimen (2015-18)
    Knowledge discovery for big data applied to the automatic management of radio networks.
    CIFRE grant financed by ORANGE Labs.

Former Ph. D. students

  • Quentin Grimonprez (2013-16)
    Change point detection in high dimension.
    Inria-DGA grant, co-supervision with Guillemette MAROT and Alain CELISSE
  • Florence Loingeville (2013-16)
    Statistical tools for quality control in microbiological and ecotoxicological analyses.
    CIFRE grant financed by AGLAE, co-supervision with Cristian PREDA
  • Loic Yengo (2010-14)
    Classification and variable selection in regression: application to the genetic study of metabolic diseases
    Co-supervision with Christophe BIERNACKI
  • Julie Hamon (2010-13)
    Analysis of genomic data: cooperation between statistical and combinatorial optimisation methods
    CIFRE grant financed by Gènes Diffusion, co-supervision with Clarisse DHAENENS