Bertrand Iooss

Publication Activity (10 Years)

Years Active: 2006-2024
Publications (10 Years): 19

Top Topics

Sensitivity Analysis

Top Venues

Reliab. Eng. Syst. Saf.

SIAM/ASA J. Uncertain. Quantification

Environ. Model. Softw.

Publications

Amandine Marrel, Bertrand Iooss
Probabilistic surrogate modeling by Gaussian process: A review on recent insights in estimation and validation. Reliab. Eng. Syst. Saf. 247 (2024)
Margot Herin, Marouane Il Idrissi, Vincent Chabridon, Bertrand Iooss
Proportional Marginal Effects for Global Sensitivity Analysis. SIAM/ASA J. Uncertain. Quantification 12 (2) (2024)
Edgar Jaber, Vincent Blot, Nicolas J.-B. Brunel, Vincent Chabridon, Emmanuel Remy, Bertrand Iooss, Didier Lucor, Mathilde Mougeot, Alessandro Leite
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees. CoRR (2024)
Amandine Marrel, Bertrand Iooss
Probabilistic surrogate modeling by Gaussian process: A new estimation algorithm for more robust prediction. Reliab. Eng. Syst. Saf. 247 (2024)
Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review. CoRR (2023)
Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review. IEEE CAA J. Autom. Sinica 10 (6) (2023)
Bertrand Iooss, Bruno Sudret, Samuele Lo Piano, Clémentine Prieur
Editorial for the special issue on "sensitivity analysis of model outputs" reliability engineering and system safety. Reliab. Eng. Syst. Saf. 223 (2022)
Charles Demay, Bertrand Iooss, Loïc Le Gratiet, Amandine Marrel
Model selection based on validation criteria for Gaussian process regression: An application with highlights on the predictive variance. Qual. Reliab. Eng. Int. 38 (3) (2022)
Clement Gauchy, Jérôme Stenger, Roman Sueur, Bertrand Iooss
An Information Geometry Approach to Robustness Analysis for the Uncertainty Quantification of Computer Codes. Technometrics 64 (1) (2022)
Saman Razavi, Anthony J. Jakeman, Andrea Saltelli, Clémentine Prieur, Bertrand Iooss, Emanuele Borgonovo, Elmar Plischke, Samuele Lo Piano, Takuya Iwanaga, William E. Becker, Stefano Tarantola, Joseph H. A. Guillaume, John D. Jakeman, Hoshin V. Gupta, Nicola Melillo, Giovanni Rabitti, Vincent Chabridon, Qingyun Duan, Holger R. Maier
The Future of Sensitivity Analysis: An essential discipline for systems modeling and policy support. Environ. Model. Softw. 137 (2021)
Marouane Il Idrissi, Vincent Chabridon, Bertrand Iooss
Developments and applications of Shapley effects to reliability-oriented sensitivity analysis with correlated inputs. Environ. Model. Softw. 143 (2021)
Nora Lüthen, Olivier Roustant, Fabrice Gamboa, Bertrand Iooss, Stefano Marelli, Bruno Sudret
Global sensitivity analysis using derivative-based sparse Poincaré chaos expansions. CoRR (2021)
Elias Fekhari, Bertrand Iooss, Joseph Muré, Luc Pronzato, Maria-João Rendas
Model Predictivity Assessment: Incremental Test-Set Selection and Accuracy Evaluation. SIS (2021)
Amandine Marrel, Bertrand Iooss, Vincent Chabridon
Statistical Identification of Penalizing Configurations in High-dimensional Thermal-hydraulic Numerical Experiments: The ICSCREAM Methodology. CoRR (2020)
Sibo Cheng, Jean-Philippe Argaud, Bertrand Iooss, Didier Lucor, Angélique Ponçot
Background Error Covariance Iterative Updating with Invariant Observation Measures for Data Assimilation. CoRR (2019)
Bertrand Iooss, Loïc Le Gratiet
Uncertainty and sensitivity analysis of functional risk curves based on Gaussian processes. Reliab. Eng. Syst. Saf. 187 (2019)
Jérôme Stenger, Fabrice Gamboa, Merlin Keller, Bertrand Iooss
Canonical Moments for Optimal Uncertainty Quantification on a Variety. GSI (2019)
Théophile Terraz, Alejandro Ribés, Yvan Fournier, Bertrand Iooss, Bruno Raffin
Melissa: large scale in transit sensitivity analysis avoiding intermediate files. SC (2017)
Thomas Browne, Bertrand Iooss, Loïc Le Gratiet, Jérôme Lonchampt, Emmanuel Remy
Stochastic Simulators Based Optimization by Gaussian Process Metamodels - Application to Maintenance Investments Planning Issues. Qual. Reliab. Eng. Int. 32 (6) (2016)
Sergei S. Kucherenko, B. Delpuech, Bertrand Iooss, Stefano Tarantola
Application of the control variate technique to estimation of total sensitivity indices. Reliab. Eng. Syst. Saf. 134 (2015)
Alejandro Ribés, Joachim Pouderoux, Anne-Laure Popelin, Bertrand Iooss
Visualizing statistical analysis of curve datasets in ParaView. IEEE VAST (2014)
Loïc Le Gratiet, Claire Cannamela, Bertrand Iooss
A Bayesian Approach for Global Sensitivity Analysis of (Multifidelity) Computer Codes. SIAM/ASA J. Uncertain. Quantification 2 (1) (2014)
Olivier Roustant, Jana Fruth, Bertrand Iooss, Sonja Kuhnt
Crossed-derivative based sensitivity measures for interaction screening. Math. Comput. Simul. 105 (2014)
Matieyendou Lamboni, Bertrand Iooss, A.-L. Popelin, Fabrice Gamboa
Derivative-based global sensitivity measures: General links with Sobol' indices and numerical tests. Math. Comput. Simul. 87 (2013)
G. Damblin, Mathieu Couplet, Bertrand Iooss
Numerical studies of space-filling designs: optimization of Latin Hypercube Samples and subprojection properties. J. Simulation 7 (4) (2013)
Amandine Marrel, Bertrand Iooss, Sébastien Da Veiga, Mathieu Ribatet
Global sensitivity analysis of stochastic computer models with joint metamodels. Stat. Comput. 22 (3) (2012)
Benjamin Auder, Agnès De Crecy, Bertrand Iooss, Michel Marquès
Screening and metamodeling of computer experiments with functional outputs. Application to thermal-hydraulic computations. Reliab. Eng. Syst. Saf. 107 (2012)
Amandine Marrel, Bertrand Iooss, Béatrice Laurent, Olivier Roustant
Calculations of Sobol indices for the Gaussian process metamodel. Reliab. Eng. Syst. Saf. 94 (3) (2009)
Bertrand Iooss, Mathieu Ribatet
Global sensitivity analysis of computer models with functional inputs. Reliab. Eng. Syst. Saf. 94 (7) (2009)
Amandine Marrel, Bertrand Iooss, François Van Dorpe, Elena Volkova
An efficient methodology for modeling complex computer codes with Gaussian processes. Comput. Stat. Data Anal. 52 (10) (2008)
Bertrand Iooss, François Van Dorpe, Nicolas Devictor
Response surfaces and sensitivity analyses for an environmental model of dose calculations. Reliab. Eng. Syst. Saf. 91 (10-11) (2006)