Bertrand Iooss Home page

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Senior research engineer at Electricité de France, Research and Development Division, Chatou, France - Address: B. Iooss, EDF R&D, 6 Quai Watier, 78401 Chatou cedex, France - Contact: Bertrand Iooss - LinkedIn profile - Viadeo profile

Research interests

Applied and industrial statistics - Reliability Engineering - Risk analysis - Stochastic simulation - Design and modeling of numerical experiments - Uncertainty and sensitivity analysis of computer models - Validation, Verification and Uncertainty Quantification (VVUQ) - Monte Carlo methods - Sampling techniques - Geostatistics - Risk measures - Simulation-Optimization techniques - R software - Nuclear safety - Environmental modeling - Wave propagation in random media - Non destructive Testing

Email server: Yahoo mail - Webmail free - gmail - Webmail IMT - Webmail EDF - slack Wlechwo - slack mascotnum

Links: Ecosia - Qwant - GdR MASCOT-NUM mailing list - Overleaf - Portail Maths CNRS - Scopus - ScienceDirect - lib - sci - Dropbox - Google Drive - OneDrive - github - gitlab

Internal links: THRIPS - Intranet EDF R&D - GitLab EDF - Espace EDF R&D/DS - Espace PRISME - Espace PRISME/CS - Espace P17 - GitLab PSPP - Espace I3P- Projet MOVIE (EDF R&D, 2015-2019) of Programme TI - Forge Incertitudes (EDF R&D) - Initiatives Usine Nucléaire du Futur - Sibil - SAPIUM Forge - ReDICE Forge - OQUAIDO github - AVIDO Forge- AVIDO git - NumBER Git - EMSE Git

Research projects participation: SINCLAIR Consortium (Git) - ANITI Institute - INDEX ANR (2019-2021) abstract (dropbox) - INSIDER H2020 project (2017-2021) - SAPIUM project (2017-2019) of OCDE/NEA/WGAMA - OQUAIDO chair (2016-2019) - PIA AVIDO (2015-2018, Forge) - PGMO NumBER (2016-2018, Git) - CEMRACS 2017 - CHORUS ANR (2013-2017) - http://www.agence-nationale-recherche.fr/projet-anr/?tx_lwmsuivibilan_pi2[CODEANR-13-MONU-0011|ByPASS]] ANR (2013-2016, private) - MetaDEB (2015) - Projet CNRS/NEEDS/ASINCRONE (2013-2014) - CEMRACS 2013 - ReDICE (Repet Deep Inside Computer Experiments) Consortium (2011 - 2014) - COSTA BRAVA ANR (2010 - 2014) - CSDL (Complex Systems Design Lab) System@tic project (2009-2012) - OPUS ANR (2008-2011) - PAMINA European (6th PCRD) project (2006-2009) - DICE Consortium (2006-2009) - CEMRACS 2006

External research and working groups: UQSay: UQ, DACE and related topics @ Paris Saclay (Seminars' slides) - SIAM - SIAM publication - Member of French Statistical Society (SFdS) ( Groupe Fiabilité et Incertitudes) - Member of SMAI - Member of GTII (Groupe de Travail "Incertitudes et Industrie" de l'IMdR) - ESRA Technical Committee on Uncertainty and Sensititvity Analysis link - Simulation Optimization Network - CASL

Internal research and working groups: DIL (Data Innovation Lab) of EDF R&D - Communauté Statistique et Probabilités of EDF R&D - Wiki interne Incertitudes of EDF R&D - Réseau CEA IMPEC (Incertitudes, Métamodèles et Plans d'Expériences pour les Codes de calcul) - Réseau MEXICO of INRA - ARF Stochastique (intranet) and Forum of ONERA

Books and Journal publications

Scopus - Google Scholar - HAL - Elsevier reviews profile

Books

• R. Faivre, B. Iooss, S. Mahévas, D. Makowski and H. Monod, editors. Analyse de sensibilité et exploration de modèles. Applications aux modèles environnementaux. Editions Quae, 2013. link

Book chapters

• A. Ribes, T. Terraz, Y. Fournier, B. Iooss and B. Raffin, The many advantages of avoiding writing files for large scale uncertainty quantification in numerical simulation, In preparation

• M. Baudin, A. Dutfoy, B. Iooss and A-L. Popelin. Open TURNS: An industrial software for uncertainty quantification in simulation. In: Handbook of uncertainty quantification, R. Ghanem, D. Higdon and H. Owhadi (Eds), Springer, 2017. HAL version - Springer link

• E. Borgonovo and B. Iooss. Moment independent importance measures and a common rationale. In: Handbook of uncertainty quantification, R. Ghanem, D. Higdon and H. Owhadi (Eds), Springer, 2017. Springer link

• S. Kucherenko and B. Iooss. Derivative based global sensitivity measures. In: Handbook of uncertainty quantification, R. Ghanem, D. Higdon and H. Owhadi (Eds), Springer, 2017. HAL version - Springer link

• B. Iooss and A. Saltelli. Introduction: Sensitivity analysis. In: Handbook of uncertainty quantification, R. Ghanem, D. Higdon and H. Owhadi (Eds), Springer, 2017. paper - Springer link

• B. Iooss and P. Lemaître. A review on global sensitivity analysis methods. In Uncertainty management in Simulation-Optimization of Complex Systems: Algorithms and Applications, C. Meloni and G. Dellino (eds), Springer, 2015. HAL paper

Journal publication

• S. Cheng, J-P. Argaud, B. Iooss, D. Lucor and A. Ponçot, A graph clustering approach to localization for adaptive covariance tuning in data assimilation based on state-observation mapping, Preprint - HAL version

• C. Gauchy and J. Stenger and R. Sueur and B. Iooss, An information geometry approach for robustness analysis in uncertainty quantification of computer codes, Preprint - HAL version

• E. Le Mire, E. Burger, B. Iooss and C. Mai, Prediction of crack propagation kinetics through multipoint stochastic simulations of microscopic fields, Preprint - HAL version

• J. Stenger, F. Gamboa, M. Keller and B. Iooss, Optimal uncertainty quantification of a risk measurement from a thermal-hydraulic code using canonical moments, International Journal of Uncertainty Quantification, 10:35-53, 2010 - paper - HAL version

• O. Roustant, F. Gamboa and B. Iooss, Parseval inequalities and lower bounds for variance-based sensitivity indices, Electronic Journal of Statistics, 14:386-412, 2020 - paper - HAL version

• A. Ribés, J. Pouderoux and B. Iooss, A Visual Sensitivity Analysis for Parameter-Augmented Ensembles of Curves, The Journal of Verification, Validation and Uncertainty Quantification (VVUQ), 4(4): 041007, 2019 - paper - repository for reproducibility materials

• B. Iooss and C. Prieur, Shapley effects for sensitivity analysis with correlated inputs: comparisons with Sobol' indices, numerical estimation and applications, International Journal of Uncertainty Quantification, 9:493-514, 2019 - paper - HAL version

• S. Cheng, J-P. Argaud, B. Iooss, D. Lucor and A. Ponçot, Background error covariance iterative updating with invariant observation measures for data assimilation, Stochastic Environmental Research and Risk Assessment, 33:2033-2051, 2019 - paper - HAL version

• B. Iooss and A. Marrel, Advanced methodology for uncertainty propagation in computer experiments with large number of inputs, Nuclear Technology, 205:1588-1606, 2019 - paper - HAL version

• J. Baccou, J. Zhang, P. Fillion, G. Damblin, A. Petruzzi, R. Mendizábal, F. Reventós, T. Skorek, M. Couplet, B. Iooss, D. Oh and T. Takeda, Development of good practice guidance for quantification of thermal-hydraulic code model input uncertainty, Nuclear Engineering and Design, 354, 110173, 2019 - paper

• B. Iooss and L. Le Gratiet. Uncertainty and sensitivity analysis of functional risk curves based on Gaussian processes. Reliability Engineering and System Safety, 187:58-66, 2019 - paper - HAL version

• A. Ribés, T. Terraz, B. Iooss, Y. Fournier and B. Raffin, Large scale in transit computation of quantiles for ensemble runs, Unpublished Technical Report, 2019 - HAL version

• O. Roustant, F. Barthe and B. Iooss. Poincaré inequalities on intervals - application to sensitivity analysis. Electronic Journal of Statistics, Vol. 11, No. 2, 3081-3119, 2017. paper - HAL version

• G. Blatman, T. Delage, B. Iooss and N. Pérot. Probabilistic risk bounds for the characterization of radiological contamination. The European Journal of Physics - Nuclear Sciences & Technology (EPJ-N) 3, 23, 2017. paper - HAL version

• L. Le Gratiet, B. Iooss, G. Blatman, T. Browne, S. Cordeiro and B. Goursaud. Model assisted probability of detection curves: New statistical tools and progressive methodology. Journal of Nondestructive Evaluation, 36:8, 2017. paper - HAL version

• T. Browne, J-C. Fort, B. Iooss and L. Le Gratiet. Estimate of quantile-oriented sensitivity indices, Unpublished Technical Report, 2017 - HAL version

• T. Browne, B. Iooss, L. Le Gratiet, J. Lonchampt and E. Remy. Stochastic simulators based optimization by Gaussian process metamodels - Application to maintenance investments planning issues. Quality and Reliability Engineering International Journal, 32:2067-2080, 2016. paper - HAL version

• T. Labopin-Richard, F. Gamboa, A. Garivier and B. Iooss. Bregman superquantiles. Estimation methods and applications. Dependence Modeling, 4:76-108, 2016. paper - HAL version

• P. Lemaître, E. Sergienko, A. Arnaud, N. Bousquet, F. Gamboa and B. Iooss. Density modification based reliability sensitivity analysis. Journal of Statistical Computation and Simulation, 85:1200-1223, 2015. paper - HAL version

• L. Le Gratiet, C. Cannamela and B. Iooss. A Bayesian approach for global sensitivity analysis of (multifidelity) computer codes. SIAMSA Journal of Uncertainty Quantification, 2:336-363, 2014. paper - HAL version

• O. Roustant, J. Fruth, B. Iooss and S. Kuhnt. Crossed-Derivative Based Sensitivity Measures for Interaction Screening. Mathematics and Computers in Simulation, 105:105-118, 2014. paper - HAL version

• S. Kucherenko, B. Delpuech, B. Iooss, S. Tarantola. Application of the control variate technique to estimation of total sensitivity indices. Reliability Engineering and System Safety, 134:251-259, 2014. paper

• G. Damblin, M. Couplet and B. Iooss. Numerical studies of space filling designs: optimization of Latin hypercube samples and subprojection properties. Journal of Simulation, 7:276-289, 2013. paper - HAL version

• M. Lamboni, B. Iooss, A-L. Popelin and F. Gamboa. Derivative-based global sensitivity measures: general links with Sobol' indices and numerical tests. Mathematics and Computers in Simulation, 87:45-54, 2013. paper - arxivversion

• A. Marrel, B. Iooss, S. da Veiga and M. Ribatet. Global sensitivity analysis of stochastic computer models with joint metamodels. Statistics and Computing, 22:833-847, 2012. paper - HAL version

• B. Auder, A. de Crecy, B. Iooss and M. Marquès. Screening and metamodeling of computer experiments with functional outputs. Application to thermal-hydraulic computations. Reliability Engineering and System Safety, 107:122-131, 2012. paper - HAL version

• B. Iooss. Revue sur l'analyse de sensibilité globale de modèles numériques. Journal de la Société Française de Statistique, 152:1-23, 2011. paper

• A. Allard, N. Fischer, F. Didieux, E. Guillaume and B. Iooss. Evaluation of the most influent input variables on quantities of interest in a fire simulation. Journal de la Société Française de Statistique, 152:103-117, 2011. paper

• A. Marrel, B. Iooss, M. Jullien, B. Laurent and E. Volkova. Global sensitivity analysis for models with spatially dependent outputs. Environmetrics, 22:383-397, 2011. paper - arxiv version

• O. Asserin, A. Loredo, M. Petelet and B. Iooss. Global sensitivity analysis in welding simulations - What are the material data you really need? Finite Elements in Analysis and Design, 47:1004-1016, 2011. paper - HAL version

• G. Lorenzo, P. Zanocco, M. Giménez, M.Marquès, B. Iooss, R. Bolado Lavin, F. Pierro, G. Galassi, F. D’Auria and L. Burgazzi. Assessment of an isolation condenser of an integral reactor in view of uncertainties in engineering parameters. Science and Technology of Nuclear Installations, Volume Article ID 827354, 9 pages, doi:10.1155/2011/827354. paper

• M. Petelet, B. Iooss, O. Asserin and A. Loredo. Latin hypercube sampling with inequality constraints. Advances in Statistical Analysis, 94:325-339, 2010. paper - arxiv version

• B. Iooss, L. Boussouf, V. Feuillard and A. Marrel. Numerical studies of the metamodel fitting and validation processes. International Journal of Advances in Systems and Measurements, 3:11-21, 2010

• B. Iooss and M. Ribatet. Global sensitivity analysis of computer models with functional inputs. Reliability Engineering and System Safety, 94:1194-1204, 2009. paper - HAL version

• A. Marrel, B. Iooss, B. Laurent and O. Roustant. Calculations of Sobol indices for the Gaussian process metamodel. Reliability Engineering and System Safety, 94:742-751, 2009. paper - HAL version

• C. De Saint Jean, G. Noguere, B. Habert and B. Iooss. A Monte Carlo approach of nuclear model parameters uncertainties propagation. Nuclear Science and Engineering, 161:363-370, 2009. paper

• C. Cannamela, J. Garnier and B. Iooss. Controlled stratification for quantile estimation. Annals of Applied Statistics, 2:1554-1580, 2008. paper - arxiv version

• B. Iooss, M. Ribatet and A. Marrel. Global sensitivity analysis of stochastic computer models with Generalized Additive Models. Unpublished Technical Report, 2008 - arxiv version

• A. Marrel, B. Iooss, F. Van Dorpe and E. Volkova. An efficient methodology for modeling complex computer codes with Gaussian processes. Computational Statistics and Data Analysis, 52:4731-4744, 2008. paper - HAL version

• E. Volkova, B. Iooss and F. Van Dorpe. Global sensitivity analysis for a numerical model of radionuclide migration from the ``RRC Kurchatov Institute'' radwaste disposal site. Stochastic Environmental Research and Risk Assessment, 22:17-31, 2008. paper

• G. Noguere, D. Bernard, C. De Saint Jean, F. Gunsing, B. Iooss, K. Kobayashi, S. Mughabghab and P. Siegler. Propagation of the Np237 nuclear data uncertainties in integral calculations by Monte-Carlo techniques. Nuclear Science and Engineering, 160:108-122, 2008. paper

• F. Van Dorpe, B. Iooss, V. Semenov, 0. Sorokovikova, A. Fokin and Y. Margerit. Atmospheric transport modeling with 3D Lagrangian dispersion codes compared with SF6 tracer experiments at regional scale. Science and Technology of Nuclear Installations, Volume 2007 (2007), Article ID 30863, 13 pages, doi:10.1155/2007/30863. paper

• B. Iooss, F. Van Dorpe and N. Devictor. Response surfaces and sensitivity analyses for an environmental model of dose calculations. Reliability Engineering and System Safety, 91:1241-1251, 2006. paper

• B. Iooss, D. Geraets, T. Mukerji, Y. Samuelides, M. Touati and A. Galli. Inferring the statistical distribution of velocity heterogeneities by statistical traveltime tomography. Geophysics, 68(5):1714-1730, 2003. paper

• B. Iooss, C. Lhuillier and H. Jeanneau. Numerical simulation of transit-time ultrasonic flowmeters: uncertainties due to fluid turbulence. Ultrasonics, 40:1009-1015, 2002. paper

• B. Iooss. Misfit statistics and data decimation in traveltime tomography, Unpublished Technical Report, 2002

• B. Iooss, Ph. Blanc-Benon and C. Lhuillier. Statistical moments of travel times at second order in isotropic and anisotropic random media. Waves in Random Media, 10:381-394, 2000. paper

• M. Touati, B. Iooss and A. Galli. Quantitative control of migration: a geostatistical attempt. Mathematical Geology, 31:277-295, 1999. paper

• B. Iooss. Seismic reflection traveltimes in two-dimensional statistically anisotropic random media. Geophysical Journal International, 135:999-1010, 1998. paper /* paper */

Thesis reports

Habilitation thesis (HDR), Contributions au traitement des incertitudes en modélisation numérique, Université Paul Sabatier, 2009, mémoire pdf, memoire postscript

PhD thesis, Tomographie statistique en sismique réflexion : estimation d'un modèle de vitesse stochastique, Ecole des Mines de Paris, 1998, mémoire

Conference full papers and abstracts

• V. Chabridon and B. Iooss, DGSM indices in the context of surrogate-based reliability assessment under epistemic unecrtainty, sumitted

• M. Wieskotten, M. Crozet, B. Iooss, C. Lacaux and N. Pérot, Prédiction géostatistiques avec des données censurées : application à la caractérisation radiologique pour le démantèlement des installations nucléaires, submitted

• J. Stenger, F. Gamboa, M. Keller and B. Iooss, Quantification robuste de l'incertitude d'une mesure de risque issue d'un code de calcul, sumitted

• B. Iooss, Estimation itérative en propagation d'incertitudes : réglage robuste de l'algorithme de Robbins-Monro, submitted

• L. Lefebvre, M. Segond, R. Spaggiari, L. Le Gratiet, E. Deri, B. Iooss and G. Damblin, Improving the predictivity of a steam generator clogging numerical model by global sensitivity analysis and Bayesian calibration techniques, BEPU 2020, Sicily, Italy, May 2020

• V. Chabridon, A. Marrel and B. Iooss, Implementation of an industrial simulation tool for BEPU studies in the presence of a large number of inputs - Illustration through an IBLOCA test-case, BEPU 2020, Sicily, Italy, May 2020

• A. Marrel, V. Chabridon and B. Iooss, Statistical identification of penalizing configurations in high-dimensional thermalhydraulic numerical experiments: The ICSCREAM methodology, BEPU 2020, Sicily, Italy, May 2020

• V. Chabridon, A. Marrel and B. Iooss, Tools for global and target sensitivity analyses in the context of high-dimensional thermal-hydraulic numerical experiments, SAMO 2019, Barcelona, Spain, October 2019

• O. Roustant, F. Gamboa and B. Iooss, Sensitivity analysis with general chaos expansion, SAMO 2019, Barcelona, Spain, October 2019

• C. Prieur and B. Iooss, Shapley effects for sensitivity analysis with correlated inputs, SAMO 2019, Barcelona, Spain, October 2019

• J. Stenger, F. Gamboa, M. Keller and B. Iooss, Canonical moments for optimal uncertainty quantification on a variety, 4th conference on Geometric Science of Information (GSI2019), August 2019, Toulouse, France

• J. Baccou et al., Development of a systematic approach for quantification of thermal hydraulic code model input uncertainty, NURETH 18, Portland, Oregon, USA, August 2019

• S. Cheng, J-P. Argaud, D. Lucor, A. Poncot and B. Iooss, Methods for improving background error covariance matrix rebuild in data assimilation, 12th International Conference on Computational and Financial Econometrics (CFE 2018), Pisa, Italy, December 2018 - abstract

• A. Ribes, T. Terraz, Y. Fournier, B. Iooss and B. Raffin, Large Scale Computation of Quantiles using MELISSA, SC18 (The International Conference for High Performance Computing, Networking, Storage and Analysis), Dallas, USA, November 2018 - abstract

• B. Iooss, N. Pérot and T. Delage, Statistical characterization for nuclear D&D applications with small data sets, DEM 2018, Avignon, France, October 22-24, 2018

• B. Iooss, L. Le Gratiet, G. Damblin, S. Gyuran, L. Lefebvre, M. Segond and R. Spaggiari , Global Sensitivity Analysis and Bayesian Calibration of a Clogging Numerical Model, ENBIS 2018, Nancy, France, September 3-5 2018 - abstract

• A. Marrel and B. Iooss, Advanced methodology for uncertainty propagation in computer experiments with large number of inputs: application to accidental scenario in a Pressurized water Reactor, ESREL 2018, Trondheim, Norway, June 17-21, 2018 - abstract

• B. Iooss, Sensitivity analysis of model outputs: methods and issues for BEPU methodology, ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), Lucca, Italy, May 13-19, 2018

• B. Iooss and A. Marrel, Advanced methodology for uncertainty propagation in computer experiments with large number of inputs, ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), Lucca, Italy, May 13-19, 2018

• T. Delage, R. Sueur and B. Iooss, Robustness analysis of epistemic uncertainties propagation studies in LOCA assessment thermal-hydraulic model, ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), Lucca, Italy, May 13-19, 2018

• J. Baccou, D. Bestion, M. Couplet, G. Damblin, P. Fillion, F. Fouet, J. Freixa, B. Iooss, R. Mendizábal, D.Y. Oh, A. Petruzzi, P. Probst, F. Reventos, T. Skorek, T. Takeda, J. Zhang, SAPIUM: A systematic approach for input uncertainty quantification,, ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), Lucca, Italy, May 13-19, 2018 - HAL version

• T. Delage, B. Iooss, A-L. Popelin and R. Sueur, Goal-oriented sensitivity analysis using perturbed-law based indices, SIAM Conference on UQ, Garden Grove, USA, April 16-19, 2018 - Abstract

• T. Terraz, A. Ribes, Y. Fournier, B. Iooss and B. Raffin. Large scale in transit global sensitivity analysis avoiding intermediate files, SC17 (The International Conference for High Performance Computing, Networking, Storage and Analysis), November 2017 - paper - HAL version

• N. Bousquet and B. Iooss, High-Dimensional Copulas for Solving Unbalanced Classification Problems in Industrial Risk Mitigation, ENBIS 2017, Naples, Italy, September 2017 - Abstract

• B. Iooss and L. Le Gratiet, Uncertainty and sensitivity analysis of functional risk curves based on Gaussian processes, ENBIS 2017, Naples, Italy, September 2017 - Abstract

• R. Sueur, B. Iooss and T. Delage. Sensitivity analysis using perturbed-law based indices for quantiles and application to an industrial case, 10th International Conference on Mathematical Methods in Reliability (MMR 2017), Grenoble, France, July 2017. HAL version

• B. Iooss and A. Marrel. An efficient methodology for the analysis and metamodeling of computer experiments with large number of inputs, UNCECOMP 2017, Rhodes Island, Greece, June 2017 - paper - HAL version

• B. Iooss et C. Prieur. Analyse de sensibilité avec entrées dépendantes : estimation par échantillonnage et par métamodèles des indices de Shapley, 49èmes Journées de la SFdS, Avignon, France, Juin 2017. paper

• N. Benoumechiara, G. Biau, B. Michel, P. Saint-Pierre, R. Sueur, N. Bousquet et B. Iooss. Estimation conservative d'un risque en cas de dépendance incomplètement spécifiée de paramètres aléatoires, 49èmes Journées de la SFdS, Avignon, France, Juin 2017. paper

• M. Baudin, K. Boumhaout, T. Delage, B. Iooss and J-M. Martinez. Numerical stability of Sobol' indices estimation formula, Proceedings of the SAMO 2016 Conference, Reunion Island, France, December 2016 - paper - corrected paper

• N. Bousquet, E. Chassot, S. Da Veiga, T. Klein, B. Iooss and A. Lagnoux. Sensitivity analysis and the calibration problem of a biodynamic model for Indian Ocean tuna growth. Proceedings of the SAMO 2016 Conference, Reunion Island, France, December 2016 - paper

• B. Iooss, T. Klein and A. Lagnoux. Sobol' sensitivity analysis for stochastic numerical codes. Proceedings of the SAMO 2016 Conference, Reunion Island, France, December 2016 - paper

• N. Benoumechiara, G. Biau, B. Michel, P. Saint-Pierre, R. Sueur, N. Bousquet and B. Iooss. A Copula-based Approach to Sensitivity to Correlations in Structural Reliability Problems. Proceedings of the SAMO 2016 Conference, Reunion Island, France, December 2016 - paper

• R. Sueur, N. Bousquet, B. Iooss and J. Bect. Perturbed-Law based sensitivity indices for sensitivity analysis in structural reliability. Proceedings of the SAMO 2016 Conference, Reunion Island, France, December 2016 - paper

• M. Carmassi, K. Dorogan, B. Iooss and M. Keller. Robust parameter identification applied to the numerical simulation of welding process, ENBIS 2015, Prague, Czech Republic, September 2015

• T. Browne, B. Iooss, L. Le Gratiet and J. Lonchampt. Stochastic simulators based optimisation by Gaussian process metamodeling – Application to maintenance investments planning issues, ENBIS 2015, Prague, Czech Republic, September 2015 - link

• T. Browne, L. Le Gratiet, G. Blatman, S. Cordeiro, B. Goursaud, B. Iooss and L. Maurice. Building Probability of Detection Curves via Metamodels, 12th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP12, Vancouver, Canada, July 12-15, 2015. link

• A. Ribes, J. Pouderoux, A-L. Popelin and B. Iooss. Visualizing Statistical Analysis of Curves Datasets in ParaView, 2014 IEEE Conference on Visual Analytics Science and Technology (VAST), pp 267-268, Paris, France, November 2014. paper

• J. Bect, N. Bousquet, B. Iooss, S. Liu, A. Mabille, A-L. Popelin, T. Rivière, R. Stroh, R. Sueur, E. Vazquez. Uncertainty quantification and reduction for the monotonicity properties of expensive-to-evaluate computer models, Uncertainty in Computer Models 2014 Conference, July 2014, Sheffield, United Kingdom - poster

• J. Bect, N. Bousquet, B. Iooss, S. Liu, A. Mabille, A-L. Popelin, T. Rivière, R. Stroh, E. Vazquez. Quantification et réduction de l'incertitude concernant les propriétés de monotonie d'un code de calcul coûteux à évaluer. 46èmes Journées de la SFdS, Rennes, France, Juin 2014. paper

• T. Labopin-Richard, F. Gamboa A. Garivier and B. Iooss. Superquantile de Bregman, méthodes d'estimation et applications. 46èmes Journées de la SFdS, Rennes, France, Juin 2014. paper

• L. Le Gratiet, M. Couplet, B. Iooss and L. Pronzato. Planification d'expériences séquentielle pour l'analyse de sensibilité. 46èmes Journées de la SFdS, Rennes, France, Juin 2014. paper

• A-L. Popelin and B. Iooss. Visualization tools for uncertainty and sensitivity analyses on thermal-hydraulic transients. Joint International Conference on Supercomputing in Nuclear Applications and Monte Carlo 2013 (SNA + MC 2013), Paris, France, October 2013. paper

• V. Moutoussamy, N. Bousquet, B. Iooss, P. Rochet, T. Klein, F. Gamboa. Comparing conservative estimations of failure probabilities using sequential designs of experiments in monotone frameworks. Proceedings of ICOSSAR, New York, USA, July 2013. paper

• O. Roustant, B. Iooss, J. Fruth and S. Kuhnt. Derivative-based global sensitivity measures for interactions. Proceedings of MASCOT-SAMO 2013 Conference, Nice, France, July 2013. link

• S. Kucherenko, B. Delpuech, B. Iooss and S. Tarantola. Application of the control variate technique to the estimation of total sensitivity indices. Proceedings of MASCOT-SAMO 2013 Conference, Nice, France, July 2013. link

• L. Le Gratiet, C. Cannamela and B. Iooss. Multi-fidelity sensitivity analysis. Proceedings of MASCOT-SAMO 2013 Conference, Nice, France, July 2013. link

• P. Lemaître, A. Arnaud and B. Iooss. Sensitivity analysis methods for a failure probability. Actes du Congrès lambda-mu 18, Tours, France, October 2012. link

• E. Ardillon, A. Arnaud, N. Bousquet, M. Couplet, A. Dutfoy, B. Iooss, M. Keller, A. Pasanisi, E. Remy et V. Verrier. identification des problématiques de recherche pour la durée de vie des composants et les incertitudes. Actes du Congrès lambda-mu 18, Tours, France, October 2012. link

• A-L. Popelin, L. Guenad and B. Iooss. Sensitivity Analysis of a Welding Thermomechanical Simulation Model, ENBIS-12, september 2012. paper

• B. Iooss, A-L. Popelin, G. Blatman, C. Ciric, F. Gamboa, S. Lacaze and M. Lamboni. Some new insights in derivative-based global sensitivity measures. ESREL 2012 Conference, ESRA, Helsinki, Finland, June 2012. paper

• A. Dutfoy, B. Iooss and R. Lebrun. Probabilistic modelling of variables with inequality constraints. ESREL 2012 Conference, ESRA, Helsinki, Finland, June 2012

• G. Blatman and B. Iooss. Confidence bounds on risk assessments - Application to radiological contamination, ESREL 2012 Conference, ESRA, Helsinki, Finland, June 2012

• B. Auder, B. Iooss and M. Marquès, Computer experiments with functional outputs: Global sensitivity analysis and metamodeling, Sixth International Conference on Sensitivity Analysis of Model Output (SAMO), Milan, Italy, July 2010 paper

• X. Ingremeau, B. Iooss, D. Haubensack, P. Dumaz, D. Plancq, G. Rimpault, S. David, P. Richard and M. Zabiego, FARM : A new tool for optimizing the neutronic and safety performance of Gas Cooled Fast Reactor cores, ENC 2010, Barcelona, Spain, June 2010. link

• B. Iooss. Numerical study of the metamodel validation process, SIMUL 2009 Conference, Porto, Portugal, September 2009. paper

• B. Iooss, F. Gaudier, M. Marquès, B. Spindler and B. Tourniaire. Uncertainty assessments in severe nuclear accident scenarios, SIMUL 2009 Conference, Porto, Portugal, September 2009. paper

• B. Auder and B. Iooss. Clustering "optimal" dans des espaces fonctionnels. 41èmes Journées de Statistique, SFdS, Bordeaux, France, May 2009. paper

• B. Iooss, L. Boussouf, A. Marrel and V. Feuillard. Numerical study of algorithms for metamodel construction and validation. ESREL 2008 Conference, ESRA, Valencia, Spain, September 2008. paper

• B. Auder and B. Iooss. Global sensitivity analysis based on entropy. ESREL 2008 Conference, ESRA, Valencia, Spain, September 2008. paper

• N. Jeannée, Y. Desnoyers, F. Lamadie and B. Iooss. Geostatistical sampling optimization of contaminated premises. DEM 2008 - Decommissionning Challenges: an industrial reality?, Avignon, France, September 2008. paper

• N. Pérot and B. Iooss. Quelques problématiques d'échantillonnage statistique pour le démantèlement d'installations nucléaires. Actes du 16ème Congrès de Maîtrise des Risques et de Sûreté de Fonctionnement. Avignon, France, October 2008

• M. Petelet, O. Asserin, B. Iooss and A. Loredo. Quantification des effets de propriétés matériau sur le résultat du calcul en simulation numérique du soudage. 18ème Congrès Français de Mécanique, Grenoble, France, August 2007. paper

• A. Marrel, B. Iooss and O. Roustant. Analytical calculations of Sobol indices for the Gaussian process metamodel. 5th International Conference on Sensitivity Analysis of Model Output, Budapest, Hungary, June 2007. paper

• B. Iooss and M. Ribatet. Global sensitivity analysis of computer models with functional inputs. 5th International Conference on Sensitivity Analysis of Model Output, Budapest, Hungary, June 2007. paper

• B. Iooss and M. Ribatet. Analyse de sensibilité globale de modèles numériques à paramètres incontrôlables. Les 38èmes Journées de Statistique, Clamart, France, May 2006

• B. Iooss, N. Devictor and F. Van Dorpe. Response surfaces and sensitivity analyses for an environmental model of dose calculations. 4th International Conference on Sensitivity Analysis of Model Output, Santa Fe, New Mexico, USA, March 2004. paper

• B. Iooss. Misfit statistics and data decimation in traveltime tomography, KIM Annual Report, Institut Français du Pétrole, Rueil-Malmaison, France, 2001

• B. Iooss and A. Galli. Statistical tomography for seismic reflection data. Geostats' 2000, Cape Town, South Africa, 2000.

• B. Iooss, A. Galli and M. Touati. Velocity correlation function estimation from seismic reflection traveltimes. SEG, New Orleans, USA, September 1998.

• B. Iooss. Caractérisation probabiliste de réflecteurs en sismique réflexion. Les Journées de Géostatistique, Fontainebleau, France, June 1998.

• B. Iooss and Y. Samuelides. Inversion of velocity statistical parameters from traveltimes. ASA, Seattle, USA, May 1998.

Invited lectures

• Méthodes d’exploration statistique de modèles numériques coûteux et applications à des problèmes d’ingénierie, AG du Cluster SysNum, 3 December 2019, Bordeaux

• Methods and issues for the analysis of complex systems by numerical simulation at EDF, Industry Day of ICIAM2019, Valencia, Spain, July, 15-19, 2019

• International Workshop on Stress Test and Risk Management, 28-29 May 2019 Paris (France) - link

• Statistical characterization for nuclear dismantling applications with small data sets, 13 May, Paris (France), Meeting SFdS/GdR MASCOT-NUM Big Ideas for Small Data

• CS² 2019 - Congès scientifique du campus de Saclay, mars 2019

• Sensitivity analysis of model outputs: methods and issues for BEPU methodology, ANS Best Estimate Plus Uncertainty International Conference (BEPU 2018), Lucca, Italy, May 13-19, 2018

• Large volume of data and dependence of inputs in global sensitivity analysis, Symposium on Uncertainty Quantification in Computational Geosciences hosted by BRGM in Orléans (France) - January, 15th to 17th - link and registration

• Uncertainty quantification of numerical experiments: Several issues in industrial applications, Workshop "Key UQ methodologies and motivating applications" - 8th January 2018 to 12th January 2018 - Cambridge, UK - Website

• Conference "Matematicas del azar", 14th-16th of December 2017, Cartagena de Indias, Columbia - link

• Computer-experiments based statistical methodology for nondestructive control process, MASCOT 2017 meeting, Paris, march 2017

• Methods and issues for the validation and uncertainty quantification of computer models at EDF, CERFACS Workshop on Uncertainty Quantification, Toulouse, october 2016

• Analyse de sensibilité de modèles par les indices PLI, Journée (AFM) de la conception robuste et fiable, GST Mécanique et Incertain, ENSAM, Paris, may 2016

• Uncertainty quantification and validation of simulation experiments: Research topics for industrial risk management in EDF, Workshop on "Propagation of Uncertainty", IHP Paris, december 2015 - Web page

• Utilisation de l'exploration de modèle numérique en ingénierie : quelques exemples, Colloque AFH 2015, 'Les écosystèmes marins dans tous leurs états', Montpellier, juillet 2015

• Traitement des incertitudes en simulation numérique pour la maîtrise des procédés industriels, Séminaire Aristote Accréditation des résultats de la recherche, Ecole Polytechnique, Palaiseau, décembre 2014

• Stochastic tools for sensitivity analysis -­ Part II: Applications, Seminar Uncertainty quantification and ensemble-based methods for geosciences, MANU group of LEFE program at CNRS INSU, Paris, janvier 2014

• Analyse de sensibilité globale pour les codes de calcul coûteux et la grande dimension – Utilisation des dérivées, Séminaire ONERA "Analyse des systèmes complexes", Palaiseau, décembre 2013

• Numerical studies of space filling designs: optimization algorithms and subprojection properties, CEMRACS 2013, Marseille, août 2013

• Exploration de modèles numériques par planification d’expériences et analyse de sensibilité globale, Horizon Maths 2012, Fondation Sciences Mathématiques de Paris, décembre 2012

• Développements récents en analyse de sensibilité globale de modèles numériques, Journée Gestion des incertitudes en mécanique, IFMA, Clermont-Ferrand, novembre 2012

• Analyse de sensibilité globale de modèles numériques : méthodologie générale et développements récents, Journées ONERA JSO 2012, Palaiseau, janvier 2012

• Mise en oeuvre des méthodes d'analyse de sensibilité sous R, Atelier modélisation du Cluster de recherche Rhône-Alpes, Grenoble, october 2011

• Space filling designs for computer experiments: some algorithms and numerical results on industrial problems, Isaac Newton Institute Seminar, Cambridge, september 2011

• Analyse et modélisation statistiques d'expériences numériques : quelques enjeux, Journée d'inauguration du GdR Maths-Entreprises, Paris, december 2010

• Uncertainty management in computer experiments - Focus on sensitivity analysis with functional output variables, SAMO 2010, Milano, july 2010

• Metamodeling and sensitivity analysis for spatial outputs of computer codes, UCM 2010, Sheffield, july 2010 - MUCM website

• Dealing with uncertainties in nuclear safety problems, WIPFOR (Workshop Industry and Price Forecasting), Clamart, june 2010

• Méthodologie statistique pour le démantèlement - Méthodes robustes de traitement de données de faible taille, Séminaire CETAMA "Echantillonnage et Caractérisation", Montpellier, april 2010

• Exploration de modèles numériques à l'aide du krigeage, 6èmes Journées Nationales de la Fiabilité, Toulouse, march 2010

• Analyse d’incertitudes de modèles coûteux : estimation de quantiles et modélisation de codes stochastiques, Workshop Incertitudes à l'Institut Élie Cartan, Nancy, december 2009

• Analyse de sensibilité globale de sorties spatiales de modèles numériques, INRA Avignon, France, november 2009

• Probabilistic methods to capture model uncertainties: Examples in seismic tomography and nuclear engineering problems, CGG-Veritas seminar, Massy, France, october 2009

• Statistical analysis of simulation experiments: challenges for industrial applications, ENBIS 2009 Conference, Saint-Etienne, France, july 2009

• Analyses d'incertitudes et de sensibilité de modèles complexes, applications dans des problèmes d'ingénierie, Journées SMAI Maths-Météo 2009, Toulouse, France, march 2009

• Metamodelling and sensitivity analysis of complex numerical models: high dimensional inputs and stochastic computer code, ORG Seminar, Tilburg University, Netherlands, may 2008

• Gaussian processes as metamodels and Global sensitivity of computer models with functional inputs, Workshop "Sensitivity analysis", Joint Research Centre, Ispra, Italy, february 2008

• Estimation de quantiles de codes de calcul, Journees DIF "Incertitudes et simulation", CEA - DAM, Bruyeres-le-Chatel, France, october 2007

• Analyses de sensibilite globales de modeles complexes : quelques applications dans le nucleaire, Journees organisees par l'INSA Toulouse, Planification d'experiences et analyse d'incertitudes pour les gros codes numeriques : approches stochastiques, Toulouse, France, february 2006

Courses

Academic in France

• Module "Statistiques industrielles" dans Master 1 Ingénierie Mathématique, Université de Nice Sophia Antipolis - Portail UNS - Organisation des Services d'Enseignement

• Statistiques appliquées à la maîtrise des risques et incertitudes en simulation numérique, Cours (27h/an) à CentraleSupélec (3ème année), 2015 - 2019

• Traitement des incertitudes en simulation numérique, Cours (20h/an) à l'INSA Toulouse 5ème année GMM et Master Pro 2 Stats Univ. Paul Sabatier, 2011 - 2014

• Encadrement d'un Atelier et Projet de fin d'études, Master 2 Ingénierie Mathématique, Université de Nice Sophia Antipolis, 2013 et 2019

• Conférence métier, Master Mathématiques, Université Paris VI, 2011-2012 - link

• Design, analysis and modelling of computer experiments - Conférences à l'École Centrale de Paris, jan. 2011, nov. 2011

• Introduction à l'analyse des correspondances et à la classification, Cours Master 1 IUP SID, Université Toulouse III, nov. 2009, nov. 2010, oct. 2011

• Concepts et methodes de la geostatistique, Séminaire statistique spatiale pour l'industrie et le marketing, GREMAQ, Toulouse, France, march 2006.

Other academic courses

• Análisis de sensibilidad - Universitad del Norte, Baranquilla, Columbia - 2015, 2014, 2013 /* : Propagation( Lecture1 TP1 TP1 solution), Design( Lecture2 TP2) TP2 solution), Kriging ( Lecture3 TP3) TP3 solution), Sensitivity Lecture4, Examen Projecto2 - 2014: cours_design14.pdf and cours_GP14.pdf - 2013: presentation - Lectures content */

• Master Courses in Caracas, Venezuela - December 2012 - part 1 - part 2 - part 3

  Research Schools and Doctoral Training

• Modeling and Numerical Methods for Uncertainty Quantification (MNMUQ 2019) - September 2-6, 2019, IGeSA Center, rue de la Douane, Porquerolles Island, France - link

• SUNBEAM: Seminar on uncertainty and best estimate analysis methods, Vienna, Austria, July, 2019 - link

• IFCAM Winter School 2018, "Stochastic methods for uncertainty quantification and sensitivity of complex models", 3 - 14 Dec 2018, IISER Kolkata, India - webpage

• Summer School - August 23 – September 1, 2017 - The Frédéric Joliot / Otto Hahn Summer School on Nuclear Reactors "Physics, Fuels and Systems", Uncertainties in nuclear reactor systems analysis: Improving understanding, confidence and quantification - Karlsruhe, Germany - webpage

• Journées de Formation en marge du SAMO 2016, Université de la réunion (FSHE, Tampon) - 2016, 28-29 novembre - Cours1 - Cours2 - Enoncé TP - Corrigé R

• Summer School and Workshops “Mathematical tools: Theory and Practice” - Vietnam Institute for Advanced Study in Mathematics, Hanoi - 2015, July - link

• Ecoles de Printemps PECNUM - Plan d'expériences, analyse de sensibilité et exploration numérique de modèles en sciences de l'environnement - Ecully, Mai 2015 - Les Houches, Mai 2014 - Les Houches, Avril 2013

• Modeling and Numerical Methods for Uncertainty Quantification MNMUQ 2014, Porquerolles, France, September 2014 - Page web

• SAMO Summer Schools - Metamodeling with Gaussian processes, The Eight Summer-school on Sensitivity Analysis, Ranco, Italy, June 2014 - presentation - The Seventh Summer-school on Sensitivity Analysis, Ranco, Italy, June 2012 - The Sixth Summer-school on Sensitivity Analysis, Fiesole, Italy, September 14 - 17, 2010

• Ecoles chercheurs du réseau MEXICO : 2009, 2010, 2012 - link

• Concepts et methodes de la statistique, Ecole d'ete CEA-EDF-INRIA, Prise en compte des incertitudes en simulation numerique, Saint Lambert des Bois, France, june 2005

Professional Training

• Responsable (2013-2016) de formation ITECH ARN4889 "Incertitudes - Module Introduction Méthodo : Prise en compte des incertitudes et exploration de modèles numériques" - Formation annuelle sur 3 jours en septembre à Chatou

• Intervenants dans la formation I3P/CEA ASTIM-NUM (depuis 2014) - Formation annuelle sur 5 jours en mars à Cadarache

• Formation IMdR et LNE - Vers une démarche incertitudes, 2007-2010

Software and patent

OpenTURNS: An Open source initiative for the Treatment of Uncertainties, Risks'N Statistics

• OpenTURNS - Member of the Consortium (Airbus Group, EDF, IMACS, Phimeca) - Github

• M. Baudin, A. Dutfoy, B. Iooss and A-L. Popelin. Open TURNS: An industrial software for uncertainty quantification in simulation. In: Handbook of uncertainty quantification, R. Ghanem, D. Higdon and H. Owhadi (Eds), Springer, 2017. HAL version - Springer link

Melissa: Modular External Library for In Situ Sensitivity Analysis

• Melissa - Member of the development team (INRIA, EDF)

• T. Terraz, A. Ribes, Y. Fournier, B. Iooss and B. Raffin. Large scale in transit global sensitivity analysis avoiding intermediate files, SC17 (The International Conference for High Performance Computing, Networking, Storage and Analysis), November 2017 - Abstract - HAL version

• A. Ribes, T. Terraz, B. Iooss, Y. Fournier and B. Raffin, Large scale in transit computation of quantiles for ensemble runs, Preprint - HAL version

Packages in R: Statistical tools

R - My packages

• DiceDesign package: Design for computer experiments - Authors: J. Franco, D. Dupuy, O. Roustant, G. Damblin, B. Iooss - Maintainer: C. Helbert

• mistral package: Methods in Structural Reliability - Authors: C. Walter, G. Defaux, B. Iooss, V. Moutoussamy - Maintainer: B. Iooss - mistral GitHub

• sensitivity - Sensitivity analysis of model outputs - Authors: G. Pujol, B. Iooss, A. Janon - Maintainer: B. Iooss - sensitivity GitHub

• JointModeling package: Modeling the mean and dispersion of data in terms of covariates - Authors: M. Ribatet, B. Iooss

• modelcf - Metamodeling for multidimensional and functional outputs - Author: B. Auder

Patent

K. Dorogan, J. Angles and B. Iooss (2015). Procédé de soudage de pièces en acier inoxydable. France : FR / 28.10.2015 / FRA 1560324. Europe : EP 3 162 491 A1 / 03.05.2017 - link

Experience and education

Since 2017 - Member of the ED STIC in the SIS Team at i3S Laboratory of University Côte d'Azur (Sophia Antipolis, France)

Since 2015 - Manager of the Project "Uncertainty and model validation" of the CEA-EDF-Framatome Institute

Since 2011 - Research Associate in the Statistics and Probability Team at Institut de Mathématiques de Toulouse of Université Paul Sabatier (Toulouse, France)

Since 2010 - Senior research engineer at Electricité de France, Research and Development Division (Chatou, France) - EDF JETLAB

2010-2020 - Coordinator of the GdR MASCOT-NUM

2009 - Habilitation (HDR) Thesis of Université Toulouse III: Contributions to the uncertainty management in numerical modelisation: Wave propagation in random media and analysis of computer experiments

2002-2009 - Research engineer at Commissariat à l'Energie Atomique, Nuclear Energy Division, Cadarache Center (France), Reactor Study Department

2000-2002 - Research engineer at Institut Français du Pétrole, Geophysics Division, (Rueil-Malmaison, France)

1999-2000 - Post-doctorate at Commissariat à l'Energie Atomique, Nuclear Energy Division, Cadarache Center (France), Reactor Study Department

1995-1999 - PhD student at Geostatistics Centre, Ecole des Mines de Paris (Fontainebleau, France) - PhD Thesis of Paris School of Mines (1998): Statistical tomography in seismic reflection: Estimation of a stochastic velocity model

1995 - Master 2 Internship in the OMEGA project of INRIA Sophia Antipolis

1994-1995 - Master 2 in Statistics and Random Models in Finance at Université Paris VII

1990-1994 - Licence and Master 1 in Applied Mathematics at Université de Nice-Sophia Antipolis

Scientific responsibilities

• Editorial board member of the Reliability Engineering and System Safety Journal - https://www.elsevier.com/editors, since 2018

• Editorial board member of the SIAM/ASA Journal on Uncertainty Quantification (JUQ) - https://juq.siam.org/, since 2017

• Member of the SAMO scientific committee, since 2013 - SAMO conferences

• Coordinator of GdR MASCOT-NUM, 2010-2020

• Member of GdR MaNu

Invited editor of journal special issues

• B. Iooss and B. Sudret - Special Issue on Recent Advances on Sensitivity Analysis of Model Outputs - From December, 1st, 2019 to April, 30th, 2020 - Reliability Engineering and System Safety -link

• A. Pasanisi, P. Barbillon, B. Iooss and H. Monod. Editorial of the special issue: Computer Experiments, Uncertainty and Sensitivity Analysis. Journal de la Société Française de Statistique, 158 (1):1-6, 2017. - Editorial in English - Special issue

• D. Ginsbourger, B. Iooss and L. Pronzato. Editorial (Special issue for the MASCOT-SAMO 2013 Conference). Journal of Statistical Computation and Simulation, 85:1281-1282, 2015. Special issue

• J-M Azaïs, F. Gamboa, B. Iooss. Introduction (Special issue on Mathematical methods for design and analysis of numerical experiments). Annales de la Faculté des Sciences de Toulouse Sér. 6, 21 no. 3 (2012), p. 435-437. paper - Special issue

Scientific events organization

• Co-organization with Jean Giorla and Guillaume Perrin (CEA) of the ETICS annual Research Schools, since 2016

• Member of the organization committee of the Journées de Statistique 2018, EDF Lab Saclay, May 28th-June 1st

• Member of the organization committee of the MASCOT-NUM 2018 conference, Nantes, March 21-23

• Co-organization with Guillaume Perrin (CEA) of the CEA-EDF-INRIA 2017 Summer school "Design and optimization under uncertainty of large-scale numerical models", July, 3d-7th 2017, Paris, France - Webpage

• GdR MASCOT-NUM Working Meetings in 2011, 2012, 2013, 2017, 2019, 2020

• Co-organization with Luc Pronzato (CNRS) of the conference MASCOT-SAMO 2013 International Conference, July 2013, Nice, France - Photos

• Co-organization with Marc Sancandi (CEA) of the CEA-EDF-INRIA 2011 Summer school "Uncertainty quantification for numerical model validation, July 2011, Cadarache, France - web page

• Organisation of the GdR MASCOT-NUM 2008 meeting, March 2008, Cadarache, France

Participation to conference scientific committees

• Member of the technical program committee of the "Best-Estimate Plus Uncertainty (BEPU) International Conference", Giardini Naxos (Italy) - May 17 to May 22, 2020 - link

• Member of the program committees of the MASCOT-NUM 2020 conference, Aussois, March 24-27 - Website

• Member of the scientific committee of the 9th International Conference on SAMO (Sensitivity Analysis of Model Output), Barcelona, Spain, October 28 - October 31, 2019 - website

• Member of the executive and scientific committees of the MASCOT-NUM 2019 conference, Rueil-Malmaison, March 18-20

• Member of the technical program committee of the "Best-Estimate Plus Uncertainty (BEPU) International Conference", Lucca (Italy) - May 13 to May 18, 2018 - link

• Member of the scientific committee of the 8th International Conference on SAMO (Sensitivity Analysis of Model Output), Saint Pierre, La Réunion, France, November 30 - December 3, 2016 - Website - Program and Proceedings

• Member of the scientific committee of the MASCOT-NUM 2016 meeting, Toulouse, France, March 23-25, 2016 - Website

• Member of the program committee of the 46èmes Journées de Statistique, Rennes, France, June 2-6, 2014 - Website

• Member of the program committee of the MASCOT-SAMO 2013 meeting, Nice, France, July 1-4, 2013 - Website

• Member of the program committee of the 43èmes Journées de Statistique, Tunis, Tunisie, May 23-27, 2011 - Website

• Member of the program committee of the MASCOT 2008 meeting, Cadarache, France, March 12-14, 2008 - Website

Students supervision

PhD

• Antoine Ajenjo (2019-), with Emmanuel Aridillon (EDF R&D, main supervisor), Vincent Chabridon (EDF R&D), Emeline Saboulet-Reboul (Université Franche-Comté/Femto-ST) and ScottCogan (CNRS/Femto-ST), Evaluation robuste de grandeurs fiabilistes par une approche extra-probabiliste (méthode info-gap), Université Franche-Comté

• Martin Wieskotten (2019 - ), with Nadia Pérot (CEA Cadarache, main supervisor), Marielle Crozet (CEA Marcoule) and Céline Lacaux (Université d'Avignon, PhD thesis director) - Etude de l’interaction entre l’acquisition de données d’analyse (in situ et en laboratoire) et la modélisation statistiqueéostatistique : application à la caractérisation radiologique , Université d'Avignon

• Sibo Cheng (2017 - ), with Angelique Poncot (EDF R&D, main supervisor), Jean-Philippe Argaud (EDF R&D) and Didier Lucor (CNRS/Limsi, PhD thesis director)- Méthodes avancées pour la modélisation de matrice de covariances des erreurs en assimilation de données, Université Paris-Saclay

• Jérome Stenger (2017 - ), with Merlin Keller (EDF R&D, main supervisor) and Fabrice Gamboa (IMT, PhD thesis director) - Quantification robuste de l’incertitude sur une mesure de risque issue d’un code de calcul , Université Toulouse III

• Nazih Benoumechiara (2015 - 2019), with Roman Sueur (EDF R&D, main supervisor), Nicolas Bousquet (EDF R&D), Gérard Biau (Université Paris VI, PhD thesis director), Bertrand Michel (Univ. Paris VI) and Philippe Saint Pierre (IMT) - Sensitivity analysis and stochastic dependence, Université Paris VI

• Thomas Browne (2014 - 2017), with Loïc Le Gratiet (EDF R&D), Jean-Claude Fort (Univ. Paris V, PhD thesis director) and Thierry Klein (IMT) - Regression Models and Sensitivity Analysis for Stochastic Simulators: Applications to Non-Destructive Examination, Université Paris V - manuscript

• Vincent Moutoussamy (2012 - 2015), with Nicolas Bousquet (EDF R&D, main supervisor), Thierry Klein (IMT) and Fabrice Gamboa (IMT, PhD thesis director) - Contributions to structural reliability : monotonicity constraints in numerical models, Université Toulouse III - manuscript

• Paul Lemaitre (2010 - 2014), with Aurélie Arnaud (EDF R&D) and Pierre Del Moral (INRIA Bordeaux, PhD thesis director) - Sensitivity analysis in structural reliability, Université Bordeaux I - manuscript

• Benjamin Auder (2008 - 2010), old page, with Michel Marquès (CEA Cadarache) and Gérard Biau (Université Paris VI, PhD thesis director) - Classification et modélisation de sorties fonctionnelles de codes de calcul, Université Paris VI - manuscript

• Amandine Marrel (2005 - 2008), with Michel Jullien (CEA Cadarache) and Béatrice Laurent (INSA Toulouse, PhD thesis director) - Mise en oeuvre et utilisation du métamodèle processus gaussien pour l'analyse de sensibilité de modèles numériques, INSA Toulouse - manuscript

Post-doctorates

• Mélanie Blazère (2015-2016), with Fabrice Gamboa (IMT), Jean-Michel Loubès (IMT), Mathieu Couplet (EDF R&D) and Nicolas Bousquet (EDF R&D)
• Loïc le Gratiet (2014), with Luc Pronzato (Université Nice Sophia Antipolis) and Mathieu Couplet (EDF R&D)
• Matieyendou Lamboni (2011), with Fabrice Gamboa (IMT) and Anne-Laure Popelin (EDF R&D)

Evaluation activities

Doctoral Thesis (PhD) jury participation

• Examiner: Mathieu Petelet (Université de Bourgogne, 2007), Amandine Marrel (INSA Toulouse, 2008), Pierre Barbillon (Université Paris Sud, 2010), Benjamin Auder (Université VI, 2011), Mathieu Canaud (Ecole des Mines Saint Etienne, 2011), Miguel Munoz-Zuniga (Université Paris VII, 2011), Eugenio Echague (Université Versailles, 2012), Gaëlle Chastaing (Université Grenoble, 2013), Loïc Le Gratiet (Université Paris VII, 2013), Paul Lemaître (Université Bordeaux, 2014), Thiago Figueiro (2015, Université Grenoble), Vincent Moutoussamy (Université Toulouse 2015), Thomas Browne (Université Paris V, 2017), Marie-Lise Pannier (Ecole des Mines de Paris, 2017), Thomas Rieutord (Université Toulouse, 2017), Mona Abtini (Ecole Centrale de Lyon, 2018), Pamphile Roy (Université Toulouse, 2019)

• Reviewer: Victor Picheny (Ecole des Mines Saint Etienne, 2009), Yvon Desnoyers (Mines Paris Tech, 2010), Samir Touzany (Université Grenoble, 2011), Vincent Dubourg (Université Clermont II, 2011), Rudy Pastel (Université Rennes I, 2012), Danitza Aburto (Mines Paris Tech, 2012), Ling Li (Supélec, 2012), Giorgio Simonini (Université Clermont II, 2012), Yann Caniou (Université Clermont II, 2012), Xiaoyun Si (Ecole Centrale de Marseille, 2013), Jeanne Goffart (Université Chambéry, 2013), Marjorie Jala (Télécom Paris Tech, 2013), Tamatoro Johng-Ay (Université Pau, 2014), Ronay Ak (Supélec, 2014), Guillaume Krivtchik, (Université Grenoble 2014), Karim Ammar (Université Paris Sud, 2014), Baptiste Gregorutti (Université Paris VI, 2015), Mathilde Grandjacques (Université Grenoble 2015), Maliki Moustapha (Université clermont II, 2016), Panagiotis Piteros (Université Paris-Saclay, 2016), Esperan Padonou (Ecole des Mines de Saint Etienne, 2016), Victor Piovesan (Université d'Orléans, 2016), Maëva Biret (Université Paris VI, 2016), Arthur Thenon (Université Paris VI, 2017), Biagio Zaffora (CNAM, 2017), Diarietou Sambakhe (Université Montpellier, 2018), Vincent Chabridon (Université Clermont Auvergne, 2018), Grégory Delipei (Université Paris-Saclay, 2019), Laura Clouvel (Université Paris-Saclay, 2019), Adrien Spagnol (Université de Lyon, 2020)

Habilitation Thesis (HDR) jury participation

• Examiner: Olivier Roustant (Université Saint Etienne, 2011), Jerome Morio (Université Rennes, 2013), Emmanuel Vazquez (Université Paris Sud, 2015), Jean Baccou (Université Aix-Marseille, 2017), Amandine Marrel (Université Toulouse, 2017), Frédéric Bertrand (INPG, 2018)

• Reviewer: Nicolas Gayton (Université Clermont II, 2012), Yan-Fu Li (Université de Lorraine, 2015)

Institutional evaluations

• ANR projects (2011, 2012, 2016, 2019)

• ONERA, "Conception and Systems Performances Evaluation" Department (2015)

• INRIA projects on "Optimization, learning and statistical methods" theme (2014)

Iooss family

• Genealogy

• Father

• Son