World's Best Scientists 2026 revealed!

Overview

Fabrice Gamboa is affiliated with the Federal University of Toulouse Midi-Pyrénées in France. Their research spans the fields of mathematics and engineering, with a focus on statistics, probability, and uncertainty, as well as artificial intelligence and control systems.

Their main areas of study include:

  • Mathematics
  • Engineering

The subfields of Gamboa's work cover:

  • Statistics and Probability
  • Statistics, Probability and Uncertainty
  • Artificial Intelligence
  • Control and Systems Engineering
  • Computational Theory and Mathematics

Key research topics addressed by Gamboa include:

  • Probabilistic and Robust Engineering Design
  • Statistical Methods and Inference
  • Advanced Statistical Methods and Models
  • Advanced Multi-Objective Optimization Algorithms
  • Optimal Experimental Design Methods
  • Fault Detection and Control Systems
  • Control Systems and Identification

Recent publications authored or coauthored by Fabrice Gamboa highlight contributions to sensitivity analysis and statistical methodology. Notable works include:

  • Global sensitivity analysis: A novel generation of mighty estimators based on rank statistics, 2022, Bernoulli
  • Basics and Trends in Sensitivity Analysis, 2021, Society for Industrial and Applied Mathematics eBooks (coauthored by Sébastien da Veiga)
  • A User-Oriented Local Coastal Flooding Early Warning System Using Metamodelling Techniques, 2021, Journal of Marine Science and Engineering (coauthored by Déborah Idier)
  • Fairness seen as global sensitivity analysis, 2022, Machine Learning (coauthored by Clément Bénesse)
  • Human liver microbiota modeling strategy at the early onset of fibrosis, 2023, BMC Microbiology (coauthored by Camille Champion)

Gamboa's frequent collaborators include:

  • Bertrand Iooss (15 joint publications)
  • Jean-Michel Loubès (11 joint publications)
  • Thierry Klein (8 joint publications)
  • Nicolás Bousquet (8 joint publications)
  • Olivier Roustant (6 joint publications)

The scientist has published extensively in venues such as:

  • arXiv (Cornell University)
  • Electronic Journal of Statistics
  • International Journal for Uncertainty Quantification
  • HAL (Le Centre pour la Communication Scientifique Directe)
  • Bernoulli

Best Publications

  • Exact reconstruction using Beurling minimal extrapolation

    Yohann de Castro;Fabrice Gamboa

  • Generalized Hoeffding-Sobol Decomposition for Dependent Variables -Application to Sensitivity Analysis

    Gaëlle Chastaing;Fabrice Gamboa;Clémentine Prieur

  • Local Polynomial Estimation for Sensitivity Analysis on Models With Correlated Inputs

    Sebastien Da Veiga;Sebastien Da Veiga;Francois Wahl;Fabrice Gamboa

  • Spike detection from inaccurate samplings

    Jean-Marc Azaïs;Yohann de Castro;Fabrice Gamboa

  • BAYESIAN METHODS AND MAXIMUM ENTROPY FOR ILL-POSED INVERSE PROBLEMS

    F. Gamboa;E. Gassiat

  • Large deviations for quadratic forms of stationary Gaussian processes

    B. Bercu;F. Gamboa;A. Rouault

  • Maximum d'entropie et problème des moments

    Didier Dacunha-Castelle;Fabrice Gamboa

  • Sensitivity indices for multivariate outputs

    Fabrice Gamboa;Alexandre Janon;Thierry Klein;Agnès Lagnoux

  • Sensitivity analysis for multidimensional and functional outputs

    Fabrice Gamboa;Alexandre Janon;Thierry Klein;Thierry Klein;Agnès Lagnoux

  • Statistical inference for Sobol pick-freeze Monte Carlo method

    Fabrice Gamboa;Alexandre Janon;Thierry Klein;Agnes Lagnoux-Renaudie

  • Generalized Sobol sensitivity indices for dependent variables: numerical methods

    Gaelle Chastaing;Clémentine Prieur;Fabrice Gamboa

  • Semi-parametric estimation of shifts

    Fabrice Gamboa;Jean-Michel Loubes;Jean-Michel Loubes;Elie Maza

  • Exact Solutions to Super Resolution on Semi-Algebraic Domains in Higher Dimensions

    Yohann De Castro;F. Gamboa;Didier Henrion;J.-B. Lasserre

  • Density modification-based reliability sensitivity analysis

    Paul Lemaître;Ekatarina Sergienko;Aurélie Arnaud;Nicolas Bousquet

  • Sensitivity analysis based on Cramér von Mises distance

    Fabrice Gamboa;Thierry Klein;Agnès Lagnoux

  • Sharp large deviations for gaussian quadratic forms with applications

    Bernard Bercu;Fabrice Gamboa;Marc Lavielle

  • Basics and Trends in Sensitivity Analysis: Theory and Practice in R

    Sébastien Da Veiga;Fabrice Gamboa;Bertrand Iooss;Clémentine Prieur

  • Exact solutions to Super Resolution on semi-algebraic domains in higher dimensions

    Y De Castro;F Gamboa;D Henrion;J.-B Lasserre

  • Derivative-based global sensitivity measures: general links with Sobol' indices and numerical tests

    Matieyendou Lamboni;Bertrand Iooss;Anne-Laure Popelin;Fabrice Gamboa

  • Sensitivity analysis based on Cram{'e}r von Mises distance

    Fabrice Gamboa;Thierry Klein;Agnès Lagnoux

Frequent Co-Authors

Didier Henrion
Didier Henrion Laboratory for Analysis and Architecture of Systems
Jean B. Lasserre
Jean B. Lasserre Laboratory for Analysis and Architecture of Systems
Holger Dette
Holger Dette Ruhr University Bochum
Philippe Ciuciu
Philippe Ciuciu French Institute for Research in Computer Science and Automation - INRIA
Déborah Idier
Déborah Idier Bureau de Recherches Géologiques et Minières
Bruno Sudret
Bruno Sudret ETH Zurich
José Manuel Fernández-Real
José Manuel Fernández-Real University of Girona
Massimo Federici
Massimo Federici University of Rome Tor Vergata
Josselin Garnier
Josselin Garnier École Polytechnique

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