Articles de journaux

  1. An overview of variance-based importance measures in the linear regression context: comparative analyses and numerical tests
    Socio-Environmental Systems Modelling, 7, pp.18681-18681 (2025)
    L. Clouvel, B. Iooss, V. Chabridon, M. Il Idrissi, F. Robin
    doi hal

    BiBTeX entry

     
    @article{doi:10.18174/sesmo.18681,  
   author = {Clouvel, Laura and Iooss, Bertrand and Chabridon, Vincent and Il Idrissi, Marouane and Robin, Frédérique},   
   title={An overview of variance-based importance measures in the linear regression context: comparative analyses and numerical tests},  
   journal={Socio-Environmental Systems Modelling},  
   issn = {2663-3027},  
   volume = {7},  
   pages = {18681},  
   year = {2025},  
   doi = {10.18174/sesmo.18681},  
   URL = {https://sesmo.org/article/view/18681},
}

  2. Hoeffding decomposition of functions of random dependent variables
    Journal of Multivariate Analysis, 208, pp. 105444 (2025)
    M. Il Idrissi, N. Bousquet, F. Gamboa, B. Iooss, J-M. Loubes
    doi hal arxiv code

    BiBTeX entry

     
    @article{doi:10.1016/j.jmva.2025.105444,
   author = {Il Idrissi, Marouane and Bousquet, Nicolas and Gamboa, Fabrice and Iooss, Bertrand and Loubes, Jean-Michel},
   title = {Hoeffding decomposition of functions of random dependent variables},
   journal = {Journal of Multivariate Analysis},
   issn = {0047-259X},
   volume = {208},
   pages = {105444},
   year = {2025},
   doi = {10.1016/j.jmva.2025.105444},
   URL = {https://doi.org/10.1016/j.jmva.2025.105444},
}

  3. Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models
    Electronic Journal of Statistics, 18:2, pp. 2721-2770 (2024)
    M. Il Idrissi, N. Bousquet, F. Gamboa, B. Iooss, J-M. Loubes
    doi hal arxiv code

    BiBTeX entry 
    @article{doi:10.1214/24-EJS2268,
     author = {Il Idrissi, Marouane and Bousquet, Nicolas and Gamboa, Fabrice and Iooss, Bertrand and Loubes, Jean-Michel},
     title = {Quantile-constrained Wasserstein projections for robust interpretability of numerical and machine learning models}},
     journal = {Electronic Journal of Statistics},
     publisher = {Institute of Mathematical Statistics and Bernoulli Society},
     volume = {18},
     number = {2},
     pages = {2721 -- 2770},
     year = {2024},
     doi = {10.1214/24-EJS2268},
     URL = {https://doi.org/10.1214/24-EJS2268}
}

  4. Proportional marginal effects for global sensitivity analysis
    SIAM/ASA Journal on Uncertainty Quantification, 12:2, pp. 667-692 (2024)
    M. Herin, M. Il Idrissi, V. Chabridon, B. Iooss
    doi hal arxiv code

    BiBTeX entry

     
    @article{doi:10.1137/22M153032X,
     author = {Herin, Margot and Il Idrissi, Marouane and Chabridon, Vincent and Iooss, Bertrand},
     title = {Proportional Marginal Effects for Global Sensitivity Analysis},
     journal = {SIAM/ASA Journal on Uncertainty Quantification},
     volume = {12},
     number = {2},
     pages = {667-692},
     year = {2024},
     doi = {10.1137/22M153032X},
     URL = {https://doi.org/10.1137/22M153032X}
}

  5. On the coalitional decomposition of parameters of interest
    Comptes Rendus. Mathématique, Tome 361, pp. 1653-1662 (2023)
    M. Il Idrissi, N. Bousquet, F. Gamboa, B. Iooss, J-M. Loubes
    doi hal arxiv

    BiBTeX entry

     
    @article{doi:10.5802/crmath.521,
     author = {Il Idrissi, Marouane and Bousquet, Nicolas and Gamboa, Fabrice and Iooss, Bertrand and Loubes, Jean-Michel},
     title = {On the coalitional decomposition of parameters of interest},
     journal = {Comptes Rendus. Mathématique},
     publisher = {Académie des sciences, Paris},
     volume = {361},
     pages = {1653--1662},
     year = {2023},
     doi = {10.5802/crmath.521},
     URL = {https://doi.org/10.5802/crmath.521}
}

  6. Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs
    Environmental Modelling & Software, 143, pp.105115 (2021)
    M. Il Idrissi, V. Chabridon, B. Iooss
    doi hal arxiv code

    BiBTeX entry

     
    @article{doi:10.1016/j.envsoft.2021.105115,
     author = {Il Idrissi, Marouane and Chabridon, Vincent and Iooss, Bertrand},
     title = {Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs},
     journal = {Environmental Modelling & Software},
     volume = {143},
     pages = {105115},
     year = {2021},
     issn = {1364-8152},
     doi = {10.1016/j.envsoft.2021.105115},
     URL = {https://doi.org/10.1016/j.envsoft.2021.105115}
}

Articles de conférence

  1. Beyond Shapley Values: Cooperative Games for the Interpretation of Machine Learning Models
    IJCAI’25 - Workshop on XAI (2025)
    M. Il Idrissi, A. Fernandes Machado, A. Charpentier
    proceedings hal arxiv

  2. Projection de mesures de probabilité sous contraintes de quantile par distance de Wasserstein et approximation monotone polynomiale
    53èmes Journées de Statistique de la Société Française de Statistique (2022)
    M. Il Idrissi, N. Bousquet, F. Gamboa, B. Iooss, J-M. Loubes
    proceedings hal

  3. Mesures d’importance relative par décomposition de la performance de modèles de régression
    52èmes Journées de Statistique de la Société Française de Statistique (2021)
    M. Il Idrissi, B. Iooss, V. Chabridon
    proceedings hal

Pré-publications

  • Unveil Sources of Uncertainty: Feature Contribution to Conformal Prediction Intervals
    M. Il Idrissi, A. Fernandes Machado, E. Gallic, A. Charpentier
    hal arxiv

  • Shapley effects and proportional marginal effects for global sensitivity analysis: application to computed tomography scan organ dose estimation
    A. Foucault, M. Il Idrissi, B. Iooss, S. Ancelet
    hal arxiv