Emmanuel Vazquez HAL publications of Emmanuel VazquezProfessorCentraleSupélec - Laboratoire des Signaux et Systèmes

Identifiants chercheurs

IdHAL :

emmanuel-vazquez

ORCID :

0000-0001-6270-0166

IdRef :

091535395

arXiv :

vazquez_e_2

Présentation

Publications

Article dans une revue (22)

Parameter influence analysis in a 3D TBM model via sensitivity analysis and GP metamodels Boris Kratz,Pierre Jehel,Maxime Tatin,Emmanuel Vazquez Computers and Geotechnics, 2026, 189, pp.107650. ⟨10.1016/j.compgeo.2025.107650⟩ Article dans une revue hal-05095513v2
Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization Sébastien Petit,Julien Bect,Emmanuel Vazquez Journal of Machine Learning Research, 2025, 26, pp.1-70 Article dans une revue hal-03686949v4
Bayesian sequential design of computer experiments for quantile set inversion Romain Ait Abdelmalek-Lomenech,Julien Bect,Vincent Chabridon,Emmanuel Vazquez Technometrics, 2025, 67 (1), pp.112-121. ⟨10.1080/00401706.2024.2394475⟩ Article dans une revue hal-03835704v7
Quantitative risk assessment of Haemolytic and Uremic Syndrome (HUS) from consumption of raw milk soft cheese Subhasish Basak,Janushan Christy,Laurent Guillier,Frédérique Audiat-Perrin,Moez Sanaaet al. Food and Ecological Systems Modelling Journal, 2024, 5, pp.e109502. ⟨10.3897/fmj.5.109502⟩ Article dans une revue anses-04578958v1
Multipathogen quantitative risk assessment in raw milk soft cheese Subhasish Basak,Laurent Guillier,Julien Bect,Janushan Christy,Fanny Tenenhaus-Azizaet al. Microbial Risk Analysis, 2024, 27-28, pp.100318. ⟨10.1016/j.mran.2024.100318⟩ Article dans une revue anses-04823814v1
Parameter selection in Gaussian process interpolation: An empirical study of selection criteria Sébastien Petit,Julien Bect,Paul Feliot,Emmanuel Vazquez SIAM/ASA Journal on Uncertainty Quantification, 2023, 11 (4), pp.1308-1328. ⟨10.1137/21M1444710⟩ Article dans une revue hal-03285513v5
Sequential design of multi-fidelity computer experiments: maximizing the rate of stepwise uncertainty reduction Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Damien Marquiset al. Technometrics, 2022, 64 (2), pp.199-209. ⟨10.1080/00401706.2021.1935324⟩ Article dans une revue hal-02902333v3
Assessing fire safety using complex numerical models with a Bayesian multi-fidelity approach Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Damien Marquiset al. Fire Safety Journal, 2017, 91, pp.1016-1025. ⟨10.1016/j.firesaf.2017.03.059⟩ Article dans une revue hal-01568843v2
A Bayesian approach to constrained single- and multi-objective optimization Paul Feliot,Julien Bect,Emmanuel Vazquez Journal of Global Optimization, 2017, 67 (1), pp.97-133. ⟨10.1007/s10898-016-0427-3⟩ Article dans une revue hal-01207679v3
Bayesian subset simulation Julien Bect,Ling Li,Emmanuel Vazquez SIAM/ASA Journal on Uncertainty Quantification, 2017, 5 (1), pp.762-786. ⟨10.1137/16M1078276⟩ Article dans une revue hal-01253706v4
Fast parallel kriging-based stepwise uncertainty reduction with application to the identification of an excursion set Clément Chevalier,Julien Bect,David Ginsbourger,Emmanuel Vazquez,Victor Pichenyet al. Technometrics, 2014, 56 (4), pp.455-465. ⟨10.1080/00401706.2013.860918⟩ Article dans une revue hal-00641108v2
Sequential design of computer experiments for the estimation of a probability of failure Julien Bect,David Ginsbourger,Ling Li,Victor Picheny,Emmanuel Vazquez Statistics and Computing, 2012, 22 (3), pp.773-793. ⟨10.1007/s11222-011-9241-4⟩ Article dans une revue hal-00689580v1
Statistical Analysis of the Whole Body Absorption Depending on Anatomical Human Characteristics at the Frequency of 2.1 GHz Aimad El Habachi,Emmanuelle Conil,Abdelhamid Hadjem,Emmanuel Vazquez,M.F. Wonget al. Physics in Medicine and Biology, 2010, 55 (7), pp.1875-1887. ⟨10.1088/0031-9155/55/7/006⟩ Article dans une revue hal-00464296v1
Kriging for Eddy-Current Testing Problems Sandor Bilicz,Emmanuel Vazquez,Szabolcs Gyimothy,Jozsef Pavo,Marc Lambert IEEE Transactions on Magnetics, 2010, 46 (8), pp.3165--3168. ⟨10.1109/TMAG.2010.2043418⟩ Article dans une revue hal-00505001v1
Convergence properties of the expected improvement algorithm with fixed mean and covariance functions Emmanuel Vazquez,Julien Bect Journal of Statistical Planning and Inference, 2010, 140 (11), pp.3088-3095. ⟨10.1016/j.jspi.2010.04.018⟩ Article dans une revue hal-00217562v1
Combination of maximin and kriging prediction methods for eddy-current testing database generation Sandor Bilicz,Marc Lambert,Emmanuel Vazquez,Szabolcs Gyimothy Journal of Physics: Conference Series, 2010, 255 (1), pp.012003. ⟨10.1088/1742-6596/255/1/012003⟩ Article dans une revue hal-00561240v1
Characterization of a 3D defect using the Expected Improvement algorithm Sandor Bilicz,Emmanuel Vazquez,Marc Lambert,Szabolcs Gyimothy,Jozsef Pavo COMPEL: The International Journal for Computation and Mathematics in Electrical and Electronic Engineering, 2009, 28 (4), pp.851--864. ⟨10.1108/03321640910958964⟩ Article dans une revue istex hal-00381468v1
An informational approach to the global optimization of expensive-to-evaluate functions Julien Villemonteix,Emmanuel Vazquez,Eric Walter Journal of Global Optimization, 2009, 44 (4), pp.509-534. ⟨10.1007/s10898-008-9354-2⟩ Article dans une revue hal-00354262v2
Improved scatter search for the global optimization of computationally expensive dynamic models José Egea,Emmanuel Vazquez,Julio Banga,Rafael Marti Journal of Global Optimization, 2009, 43 (2-3), pp.175-190 Article dans une revue hal-00446227v1
Global optimization of expensive-to-evaluate functions: an empirical comparison of two sampling criteria Julien Villemonteix,Emmanuel Vazquez,Maryan Sidorkiewicz,Eric Walter Journal of Global Optimization, 2009, 43 (2-3), pp. 373-389. ⟨10.1007/s10898-008-9313-y⟩ Article dans une revue hal-00354656v2
Global optimization based on noisy evaluations: an empirical study of two statistical approaches Emmanuel Vazquez,Julien Villemonteix,Maryan Sidorkiewicz,Eric Walter Journal of Physics: Conference Series, 2008, 135 (1), pp.012100. ⟨10.1088/1742-6596/135/1/012100⟩ Article dans une revue hal-00278188v2
Kriging for indirect measurement, with application to flow measurement Emmanuel Vazquez,Gilles Fleury,Eric Walter IEEE Transactions on Instrumentation and Measurement, 2006, Vol.55 (N°1), pp.343-349. ⟨10.1109/TIM.2005.861498⟩ Article dans une revue hal-00257729v1

Communication dans un congrès (79)

Gaussian process interpolation with conformal prediction: methods and comparative analysis Aurélien Pion,Emmanuel Vazquez LOD 2024, 10th International Conference on Machine Learning, Optimization, and Data Science, Sep 2024, Castiglione della Pescaia Grosseto Italy, Italy Communication dans un congrès hal-04634707v1
Scalable Gaussian Process for Large Datasets Hoang Van Do,Emmanuel Vazquez,Tran Quoc Long International Workshop on ADVANCEs in ICT Infrastructures and Services, VNU, UEVE-PARIS-SACLAY, Feb 2024, Hanoi, Vietnam Communication dans un congrès hal-04723966v1
Multi-output Gaussian process for river water height estimation Trung Kien Tran,Quoc Long Tran,Emmanuel Vazquez,Merlin Keller,Kaniav Kamary International Workshop on ADVANCEs in ICT Infrastructures and Services, VNU, UEVE-PARIS-SACLAY, Feb 2024, Hanoi, Vietnam Communication dans un congrès hal-04723963v1
Estimation of Small Quantile Sets Using a Sequential Bayesian Strategy Romain Ait Abdelmalek-Lomenech,Julien Bect,Vincent Chabridon,Emmanuel Vazquez SIAM Conference on Uncertainty Quantification (UQ24), Feb 2024, Trieste, Italy Communication dans un congrès hal-04501097v1
A stepwise uncertainty reduction strategy for the estimation of small quantile sets Romain Ait Abdelmalek-Lomenech,Julien Bect,Emmanuel Vazquez MASCOT-NUM 2024, Apr 2024, Hyères, France Communication dans un congrès hal-04910458v1
Active Learning of (small) Quantile Sets Romain Ait Abdelmalek-Lomenech,Julien Bect,Vincent Chabridon,Emmanuel Vazquez SAMOURAI (workshop of the SAMOURAI ANR project), Dec 2024, Paris Institut Henri Poincaré, France Communication dans un congrès hal-04910443v1
Bayesian multi-objective optimization for stochastic simulators Subhasish Basak,Julien Bect,Laurent Guillier,Fanny Tenenhaus-Aziza,Emmanuel Vazquez MASCOT-NUM 2023, Apr 2023, Le croisic, France Communication dans un congrès hal-04322680v1
Minimizing the risk of foodborne illness and analytical costs using a QMRA model for raw milk cheeses Subhasish Basak,Janushan Christy,Laurent Guillier,Frédérique Audiat-Perrin,Moez Sanaaet al. 12th International Conference on Predictive Modelling in Food (ICPMF12), Jun 2023, Sapporo, Japan Communication dans un congrès hal-04371085v1
Kriging metamodels for 2D finite element simulations of the settlements induced by TBM excavation in urban areas Boris Kratz,Pierre Jehel,Maxime Tatin,Emmanuel Vazquez Congrès Français du Génie Civil 2023, Association Française de Génie Civil, May 2023, Gif-sur-Yvette, France Communication dans un congrès hal-03871627v1
Integration of bounded monotone functions: Revisiting the nonsequential case, with a focus on unbiased Monte Carlo (randomized) methods Subhasish Basak,Julien Bect,Emmanuel Vazquez 53èmes Journées de Statistique de la SFdS, Jun 2022, Lyon, France Communication dans un congrès hal-03591555v2
Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization Sébastien Petit,Julien Bect,Emmanuel Vazquez MASCOT-NUM 2022, Jun 2022, Clermont-Ferrand, France Communication dans un congrès hal-03715755v1
Reliability-based inversion: Stepwise uncertainty reduction strategies? Romain Ait Abdelmalek-Lomenech,Julien Bect,Emmanuel Vazquez SIAM Conference on Uncertainty Quantification (UQ22), Apr 2022, Atlanta, United States Communication dans un congrès hal-03694921v1
Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation Subhasish Basak,Sébastien Petit,Julien Bect,Emmanuel Vazquez 7th International Conference on machine Learning, Optimization and Data science (LOD 2021), Oct 2021, Grasmere, United Kingdom. ⟨10.1007/978-3-030-95470-3_9⟩ Communication dans un congrès hal-03119528v2
A Bayesian approach for the optimal integration of renewable energy sources in distribution networks over multi-year horizons Bruno Barracosa,Juliette Morin,Héloïse Dutrieux Baraffe,Julien Bect,Emmanuel Vazquezet al. 26th International Conference & Exhibition on Electricity Distribution (CIRED 2021), Sep 2021, Online (initially planned in Geneva), France. ⟨10.1049/icp.2021.1946⟩ Communication dans un congrès hal-03158700v1
On the quantification of discretization uncertainty: comparison of two paradigms Julien Bect,Souleymane Zio,Guillaume Perrin,Claire Cannamela,Emmanuel Vazquez 14th World Congress in Computational Mechanics and ECCOMAS Congress 2020 (WCCM-ECCOMAS), Jan 2021, Virtual conference, originally scheduled in Paris, France. ⟨10.23967/wccm-eccomas.2020.260⟩ Communication dans un congrès hal-03096722v1
Towards new cross-validation-based estimators for Gaussian process regression: efficient adjoint computation of gradients Sébastien Petit,Julien Bect,Sébastien da Veiga,Paul Feliot,Emmanuel Vazquez 52èmes Journées de Statistique de la SFdS (JdS 2020), May 2021, Nice, France. pp.633-638 Communication dans un congrès hal-02490981v2
Extension of the Pareto Active Learning method to multi-objective optimization for stochastic simulators Bruno Barracosa,Julien Bect,Héloïse Dutrieux Baraffe,Juliette Morin,Josselin Fournelet al. SIAM Conference on Computational Science and Engineering (CSE21), Mar 2021, Virtual Conference originally scheduled in Fort Worth, Texas, United States Communication dans un congrès hal-03096610v1
Extension of the Pareto Active Learning Method to Multi-Objective Optimization for Stochastic Simulators Bruno Barracosa,Julien Bect,Héloïse Dutrieux Baraffe,Juliette Morin,Josselin Fournelet al. MASCOT-NUM Workshop on Stochastic Simulators, Mar 2021, Virtual conference, France Communication dans un congrès hal-03170038v1
Bayesian multi-objective optimization with noisy evaluations using the Knowledge Gradient Bruno Barracosa,Julien Bect,Héloïse Baraffe,Juliette Morin,Gilles Malarangeet al. PGMO Days 2019, Dec 2019, Palaiseau, France Communication dans un congrès hal-02475345v1
Bayesian Subset Simulation Tutorial Emmanuel Vazquez,Julien Bect SIAM Conference on Uncertainty Quantification (SIAM UQ 2018), Apr 2018, Garden Grove, Orange County, United States Communication dans un congrès hal-02299402v1
Planification d’expériences numériques en multi-fidélité, appliquée à la sécurité en ingénierie incendie Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Damien Marquiset al. 50èmes Journées de Statistique de la SFdS (JdS 2018), May 2018, Palaiseau, France Communication dans un congrès hal-03097096v1
User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion Paul Feliot,Julien Bect,Emmanuel Vazquez Machine Learning, Optimization, and Data Science. 4th International Conference (LOD 2018), Sep 2018, Volterra, Italy. pp.533-544, ⟨10.1007/978-3-030-13709-0_45⟩ Communication dans un congrès hal-01874519v1
Sequential design of experiment on a stochastic multi-fidelity simulator to estimate a probability of exceeding a threshold Rémi Stroh,Julien Bect,Emmanuel Vazquez,Séverine Demeyer,Nicolas Fischer Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2017), Mar 2017, Paris, France Communication dans un congrès hal-01569604v1
Design of a commercial aircraft environment control system using Bayesian optimization techniques Paul Feliot,Yves Le Guennec,Julien Bect,Emmanuel Vazquez EngOpt 2016, 5th International Conference on Engineering Optimization, Jun 2016, Iguassu Falls, Brazil. pp.400-409 Communication dans un congrès hal-01377722v1
Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Emmanuel Vazquez 11th International Conference on Advanced Mathematical and Computational Tools in Metrology and Testing (AMTCM 2017) , Aug 2017, Glasgow, United Kingdom Communication dans un congrès hal-01590748v1
User preferences in Bayesian multi-objective optimization Paul Feliot,Julien Bect,Emmanuel Vazquez PGMO Days 2017, Nov 2017, Palaiseau, France Communication dans un congrès hal-03113483v1
Sequential design of experiments to estimate a probability of exceeding a threshold in a multi-fidelity stochastic simulator Rémi Stroh,Séverine Demeyer,Nicolas Fischer,Julien Bect,Emmanuel Vazquez 61th World Statistics Congress of the International Statistical Institute (ISI 2017), Jul 2017, Marrakech, Morocco Communication dans un congrès hal-01569037v1
Gaussian process modeling for stochastic multi-fidelity simulators, with application to fire safety Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Emmanuel Vazquez 48èmes Journées de Statistique de la SFdS (JdS 2016), May 2016, Montpellier, France Communication dans un congrès hal-01312988v1
Bias and Variance in the Bayesian Subset Simulation Algorithm Julien Bect,Roman Sueur,Emmanuel Vazquez 2016 SIAM Conference on Uncertainty Quantification, Apr 2016, Lausanne, Switzerland Communication dans un congrès hal-01377732v1
BMOO: a Bayesian Multi-Objective Optimization algorithm Paul Feliot,Julien Bect,Emmanuel Vazquez Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2016), Mar 2016, Toulouse, France Communication dans un congrès hal-01377761v1
Planification et analyse d’expériences numériques, appliquées à la sécurité en ingénierie incendie Rémi Stroh,Julien Bect,Emmanuel Vazquez,Séverine Demeyer,Nicolas Fischeret al. 21èmes journées du GDR Feux, Jan 2016, Cadarache, France Communication dans un congrès hal-01377795v1
The Informational Approach to Global Optimization in presence of very noisy evaluation results. Application to the optimization of renewable energy integration strategies Héloïse Dutrieux,Ivana Aleksovska,Julien Bect,Emmanuel Vazquez,Delille Gauthieret al. 47èmes Journées de Statistique de la SFdS (JdS 2015), Jun 2015, Lille, France Communication dans un congrès hal-01163565v1
A Bayesian Approach to Constrained Multi-objective Optimization Paul Feliot,Julien Bect,Emmanuel Vazquez Learning and Intelligent Optimization: 9th International Conference, LION 9. Revised Selected Papers., Jan 2015, Lille, France. pp.256-261, ⟨10.1007/978-3-319-19084-6_24⟩ Communication dans un congrès hal-01170137v1
A Bayesian approach to constrained multi-objective optimization of expensive-to-evaluate functions Paul Feliot,Julien Bect,Emmanuel Vazquez World Congress on Global Optimization (WCGO 2015), Feb 2015, Gainesville (Florida), United States Communication dans un congrès hal-01322564v1
Échantillonnage préférentiel et méta-modèles : méthodes bayésiennes optimale et défensive Julien Bect,Roman Sueur,Alexis Gérossier,Loïc Mongellaz,Sébastien Petitet al. 47èmes Journées de Statistique de la SFdS (JdS 2015), Jun 2015, Lille, France Communication dans un congrès hal-01163632v1
A Bayesian subset simulation approach to constrained global optimization of expensive-to-evaluate black-box functions Paul Feliot,Julien Bect,Emmanuel Vazquez PGMO-COPI’14, Oct 2014, Palaiseau, France Communication dans un congrès hal-01078397v2
Quantification et réduction de l'incertitude concernant les propriétés de monotonie d'un code de calcul coûteux à évaluer Julien Bect,Nicolas Bousquet,Bertrand Iooss,Shijie Liu,Alice Mabilleet al. 46èmes Journées de Statistique de la SFdS (JdS 2014), Jun 2014, Rennes, France. 6 p Communication dans un congrès hal-01057322v1
Approche bayésienne pour l'estimation d'indices de Sobol Benoit Jan,Julien Bect,Emmanuel Vazquez,Pierre Lefranc JdS 2013, May 2013, Toulouse, France. CD-ROM Proceedings (6 p.) Communication dans un congrès hal-00846747v1
Bayes-optimal importance sampling for computer experiments Julien Bect,Emmanuel Vazquez 7th International Workshop on Simulation (IWS 2013), May 2013, Rimini, Italy Communication dans un congrès hal-00933660v1
Fully Bayesian approach for the estimation of (first-order) Sobol indices Benoit Jan,Julien Bect,Emmanuel Vazquez 7th International Conference on Sensitivity Analysis of Model Output (MASCOT-SAMO 2013), Jul 2013, Nice, France Communication dans un congrès hal-00846727v1
Optimisation bayésienne par méthodes SMC Romain Benassi,Julien Bect,Emmanuel Vazquez Journées annuelles du GdR MASCOT-NUM (MASCOT-NUM'12), Mar 2012, Bruyères-le-Châtel France Communication dans un congrès hal-00669170v1
Bayesian Subset Simulation: a kriging-based subset simulation algorithm for the estimation of small probabilities of failure Ling Li,Julien Bect,Emmanuel Vazquez 11th International Probabilistic Assessment and Management Conference (PSAM11) and The Annual European Safety and Reliability Conference (ESREL 2012), Jun 2012, Helsinki, Finland. CD-ROM Proceedings (10 p.) Communication dans un congrès hal-00715316v1
Optimisation bayésienne par méthodes SMC Romain Benassi,Julien Bect,Emmanuel Vazquez 44èmes journées de Statistique (JdS 2012), May 2012, Bruxelles, Belgique. CD-ROM Proceedings (6 p.) Communication dans un congrès hal-00690675v1
A nonparametric model for sensors used in a dynamic context Nicolas Fischer,Eric Georgin,Amine Ismail,Emmanuel Vazquez,Laurent Le Brusquet 7th International Workshop on Analysis of Dynamic Measurements, Oct 2012, Paris, France Communication dans un congrès hal-00756461v1
Bayesian optimization using sequential Monte Carlo Romain Benassi,Julien Bect,Emmanuel Vazquez 6th International Conference on Learning and Intelligent Optimization (LION6), Jan 2012, Paris, France. pp.339-342, ⟨10.1007/978-3-642-34413-8_24⟩ Communication dans un congrès hal-00717195v1
Sequential search based on Kriging: convergence analysis of some algorithms Emmanuel Vazquez,Julien Bect 58th World Statistics Congress of the International Statistical Institute, Aug 2011, Dublin, Ireland. (10 p.) Communication dans un congrès hal-00643159v1
Robust Gaussian process-based global optimization using a fully Bayesian expected improvement criterion Romain Benassi,Julien Bect,Emmanuel Vazquez 5th International Conference on Learning and Intelligent Optimization (LION 5), Jan 2011, Rome, Italy. pp.176-190, ⟨10.1007/978-3-642-25566-3_13⟩ Communication dans un congrès hal-00607816v1
A numerical comparison of kriging-based sequential strategies for estimating a probability of failure Ling Li,Julien Bect,Emmanuel Vazquez 11th International Conference on Applications of Statistics and Probability Civil Engineering (ICASP'11), Aug 2011, Zurich, Switzerland. CD-ROM Proceedings (7 p.) Communication dans un congrès hal-00639430v1
Plan d'expériences séquentiel appliqué à la dosimétrie numérique Aimad El Habachi,Emmanuelle Conil,Emmanuel Vazquez,Abdelhamid Hadjem,A. Gatiet al. 15è Colloque International et Exposition sur la compatibilité Electromagnétique (CEM'10), Apr 2010, Limoges, France. CD-ROM Proceedings (2 p.) Communication dans un congrès hal-00524199v1
Pointwise consistency of the kriging predictor with known mean and covariance functions Emmanuel Vazquez,Julien Bect 9th International Workshop in Model-Oriented Design and Analysis, Jun 2010, Bertinoro, Italy. pp.221-228, ⟨10.1007/978-3-7908-2410-0⟩ Communication dans un congrès hal-00440827v1
Étude d'un nouveau critère d'optimisation bayésienne Romain Benassi,Julien Bect,Emmanuel Vazquez Journées annuelles du GdR MASCOT-NUM (MASCOT-NUM'10), Mar 2010, Avignon, France Communication dans un congrès hal-00482544v1
A numerical comparison of two sequential kriging-based algorithms to estimate a probability of failure Ling Li,Julien Bect,Emmanuel Vazquez Uncertainty in Computer Models (UCM) 2010, Jul 2010, Sheffield, United Kingdom Communication dans un congrès hal-00482541v1
Bayesian experiment planning applied to numerical dosimetry Aimad El Habachi,Emmanuelle Conil,Abdehamid Hadjem,A. Gati,Emmanuel Vazquezet al. Point meeting of the Biolelectromagnetics Society and the European Bioelectromagnetics Association (BioEM'10), Jun 2010, Séoul, North Korea. CD-ROM Proceedings (2 p.) Communication dans un congrès hal-00524205v1
Multidimensional collocation stochastic method to evaluate the Whole Specific Absorption Rate for a given population Aimad El Habachi,Emmanuelle Conil,Abdelhamid Hadjem,Emmanuel Vazquez,A. Gatiet al. Point meeting of the Bioelectromagnetics Society and The European Bioelectromagnetics Association (BioEM'10), Jun 2010, Séoul, North Korea. CD-ROM Proceedings (2 p.) Communication dans un congrès hal-00524214v1
Évaluation d'un risque d'inondation fluviale par planification séquentielle d'expériences Aurélie Arnaud,Julien Bect,Mathieu Couplet,Alberto Pasanisi,Emmanuel Vazquez 42èmes Journées de Statistique, 2010, Marseille, France, France Communication dans un congrès inria-00494767v1
Planification séquentielle pour l'estimation de probabilités de défaillance Julien Bect,Ling Li,Emmanuel Vazquez Atelier "événements rares" du GdR MASCOT-NUM, May 2010, Paris, France Communication dans un congrès hal-00482518v1
The ``Expected Improvement'' global optimization algorithm for the solution of eddy-current testing inverse problems S. Bilicz,Emmanuel Vazquez,Marc Lambert,S. Gyimothy,J. Pavo 14th International Workshop on Electromagnetic Non-Destructive Evaluation (ENDE'09), Jul 2009, Dayton, United States. pp.144-145 Communication dans un congrès hal-00365339v1
Identification des facteurs morphologiques impactant le Débit d'Absorption Spécifique du Corps Entier Aimad El Habachi,Emmanuelle Conil,Abdehamid Hadjem,Emmanuel Vazquez,Gilles Fleuryet al. Proccedings of the Aremif'09, Apr 2009, Paris, France Communication dans un congrès hal-00422245v1
A new database generation method combining maximin method and kriging prediction for eddy-current testing S. Bilicz,Marc Lambert,Emmanuel Vazquez,S. Gyimothy 14th International Workshop on Electromagnetic Non--Destructive Evaluation (ENDE'09), Jul 2009, Dayton, United States. pp.84-85 Communication dans un congrès hal-00365368v1
A sequential Bayesian algorithm to estimate a probability of failure Emmanuel Vazquez,Julien Bect 15th IFAC Symposium on System Identification, SYSID 2009, Jul 2009, Saint-Malo, France. 5 p Communication dans un congrès hal-00368158v2
Eddy-current testing with the Expected Improvement optimization algorithm Sandor Bilicz,Emmanuel Vazquez,Jozsef Pavo,Marc Lambert,Szabolcs Gyimothy 15th IFAC Symposium on System Identification, SYSID 2009, Jul 2009, Saint-Malo, France Communication dans un congrès hal-00446202v2
Identification of factors influencing the Whole Body Absorption Rate using statistical analysis Aimad El Habachi,Emmanuelle Conil,Abdehamid Hadjem,Emmanuel Vazquez,Gilles Fleuryet al. Proceedings of the The joint meeting of the Biolecetromagnetics Society and the European Bioelectromagnetics Association (BioEM'09), Jun 2009, Davos, Switzerland Communication dans un congrès hal-00422239v1
Combination of Maximin and Kriging Prediction Methods for Eddy-Current Testing Database Generation Sandor Bilicz,Marc Lambert,Emmanuel Vazquez,Szabolcs Gyimothy Workshop on Electromagnetic Inverse Problems, Jun 2009, Manchester, United Kingdom Communication dans un congrès hal-00447736v1
Kriging for eddy-current testing problems Sandor Bilicz,Emmanuel Vazquez,Szabolcs Gyimothy,Jozsef Pavo,Marc Lambert 17th Conference on the Computation of Electromagnetic Fields (COMPUMAG'09), Nov 2009, Florianopolis, Brazil. pp.3--4 Communication dans un congrès hal-00438557v2
Bayesian optimization for parameter identification on a small simulation budget Julien Villemonteix,Emmanuel Vazquez,Eric Walter 15th IFAC Symposium on System Identification, SYSID 2009, Jul 2009, Saint-Malo, France. 6 p Communication dans un congrès hal-00368152v1
Analyse statistique de la puissance absorbée par le corps entier en radiofréquence Aimad El Habachi,Emmanuelle Conil,Gilles Fleury,Emmanuel Vazquez,Abdelhamid Hadjemet al. 16è journées Nationales Microondes (JNM'09), May 2009, Grenoble, France. 4 p Communication dans un congrès hal-00422283v1
Génération et analyse optimale de bases de données Sandor Bilicz,Emmanuel Vazquez,Szabolcs Gyimothy,Marc Lambert 2ième forum DIGITEO, Oct 2009, Palaiseau, France Communication dans un congrès hal-00441759v1
Towards a statistical model of EGEE load Cecile Germain-Renaud,Emmanuel Vazquez,David Colling 3rd EGEE User Forum, EGEE-II project, Feb 2008, Clermont-Ferrand, France Communication dans un congrès inria-00289568v1
Characterization of a 3D defect using the Expected Improvement algorithm S. Bilicz,Emmanuel Vazquez,Marc Lambert,S. Gyimothy,J. Pavo 13th IGTE - Symposium on Numerical Field Calculation in Electrical Engineering, Sep 2008, Graz, Austria Communication dans un congrès hal-01104089v2
Identification boîte noire et simulation de systèmes non-linéaires à temps continu par prédiction linéaire de processus aléatoires Sylvain Vinet,Emmanuel Vazquez CIFA - Conférence Internationale Francophone d'Automatique, Sep 2008, Bucarest, Roumanie. pp.N.A Communication dans un congrès hal-00273818v1
Black-box identification and simulation of continuous-time nonlinear systems with random processes Sylvain Vinet,Emmanuel Vazquez 17th IFAC World Congress International Federation of Automatic Control, Jul 2008, Seoul, South Korea. pp. 14391-14396 Communication dans un congrès hal-00270274v1
Identification of expensive-to-simulate parametric models using Kriging and Stepwise Uncertainty Reduction Julien Villemonteix,Emmanuel Vazquez,Eric Walter Conference on Decision and Control, Dec 2007, New Orleans, United States. pp.5505-5510, ⟨10.1109/CDC.2007.4434190⟩ Communication dans un congrès hal-00252148v1
Improved scatter search for the global optimization of computationally expensive dynamic models José Egea,Emmanuel Vazquez,Julio Banga,Rafael Marti Advances in Global Optimization : Method and Applications, 2007, Myconos, Greece Communication dans un congrès hal-00259278v1
Estimation du volume des ensembles d'excursion d'un processus Gaussien par Krigeage intrinsèque Emmanuel Vazquez,Miguel Piera-Martinez Conférence Journée de Statistiques, Jun 2007, Angers, France. pp.CD-ROM Proceedings Communication dans un congrès hal-00256148v1
RKHS classification for multivariate extreme-value analysis Miguel Piera-Martinez,Emmanuel Vazquez,Eric Walter,Gilles Fleury IASC 07 - Statistics for Data Mining, Learning and Knowledge Extraction, 2007, Portugal. pp.NA Communication dans un congrès hal-00216153v1
Gradient-based IAGO strategy for the global optimization of expensive-to-evaluate functions and application to intake-port design Julien Villemonteix,Emmanuel Vazquez,Maryan Sidorkiewicz,Eric Walter Advances in Global Optimization : Method and Applications, Jun 2007, Myconos, Greece Communication dans un congrès hal-00257724v1
Estimation of extreme values, with application to uncertain systems Miguel Piera-Martinez,Emmanuel Vazquez,Eric Walter,Gilles Fleury,Richard Kielbasa Symposium on System Identification, Mar 2006, Newcastle, Australia. pp.1027-1032 Communication dans un congrès hal-00257754v1
Application de la classification à vecteurs de support pour l'estimation de quantiles multidimensionnels extrêmes Miguel Piera-Martinez,Emmanuel Vazquez,Gilles Fleury,Eric Walter 38èmes Journées de Statistiques, May 2006, Clamart, France Communication dans un congrès hal-00279071v1
Estimating derivatives and integrals with Kriging Emmanuel Vazquez,Eric Walter IEEE 44th Conference on Decision and Control & European Control Conference, Dec 2005, European Union. pp 8156-8161 Communication dans un congrès hal-00369893v1

Poster de conférence (15)

Goal-oriented calibration of Gaussian Processes with conformal prediction Aurélien Pion,José Alves,Emmanuel Vazquez Workshop "Calibrating prediction uncertainty : statistics and machine learning perspectives" (RCLW02), Jun 2025, Isaac Newton Institute for Mathematical Sciences, Cambdridge, United Kingdom. Poster de conférence hal-05299767v1
A Bayesian framework for calibrating Gaussian process predictive distributions Aurélien Pion,Jose Alves,Emmanuel Vazquez Khuong An Nguyen, Zhiyuan Luo, Harris Papadopoulos, Tuwe Löfström, Lars Carlsson and Henrik Boström. Conformal and Probabilistic Prediction with Applications (COPA 2025), Sep 2025, Royal Holloway, London, United Kingdom. Proceedings of Machine Learning Research, 266, pp.748-750 Poster de conférence hal-05306567v1
Numerical study of the calibration of predictive distributions from Gaussian process interpolation Aurélien Pion,José Alves,Emmanuel Vazquez MASCOT-NUM 2024, Apr 2024, Hyères, France. Poster de conférence hal-05299837v1
Optimizing TBM Parameters through Surface Settlement Monitoring Using Surrogate Modelling Approach Boris Kratz,Pierre Jehel,Maxime Tatin,Emmanuel Vazquez PhD day, june 2023, Palaiseau, Jun 2023, Palaiseau, France Poster de conférence hal-04191585v1
Estimation of (small) reliable sets using a sequential Bayesian strategy Romain Ait Abdelmalek-Lomenech,Julien Bect,Vincent Chabridon,Emmanuel Vazquez MASCOT-NUM 2023, Apr 2023, Le croisic, France. Poster de conférence hal-04370899v1
MINERVE - Un jumeau numérique pour gérer l'infrastructure ferroviaire Mouhammed Achhab,Emmanuelle Baudry,Didier Clouteau,R El Mesri,Amélie Fauet al. Colloque Jumeaux Numériques, Feb 2023, Gif-sur-Yvette, France. , 2023 Poster de conférence hal-03999654v1
Sequential Bayesian inversion of black-box functions in presence of uncertainties Romain Ait Abdelmalek-Lomenech,Julien Bect,Emmanuel Vazquez MASCOT-NUM 2022, Jun 2022, Clermont-Ferrand, France. Poster de conférence hal-03694867v1
Bayesian multi-objective optimization for quantitative risk assessment in microbiology Subhasish Basak,Julien Bect,Laurent Guillier,Fanny Tenenhaus-Aziza,Janushan Christyet al. MASCOT-NUM 2022, Jun 2022, Clermont-Ferrand, France. Poster de conférence hal-03715857v1
Quantitative risk assessment and optimization of process intervention parameters for French raw milk soft cheese Subhasish Basak,Julien Bect,Laurent Guillier,Fanny Tenenhaus-Aziza,Janushan Christyet al. IDF World Dairy Summit 2022, Sep 2022, New Delhi, India. Poster de conférence hal-04017197v1
Gaussian process model selection for computer experiments Sébastien Petit,Julien Bect,Paul Feliot,Emmanuel Vazquez MASCOT PhD student 2020 Meeting, Sep 2020, Grenoble, France. Poster de conférence hal-03018559v1
Bayesian multi-objective optimization with noisy evaluations Bruno Barracosa,Julien Bect,Héloïse Dutrieux Baraffe,Juliette Morin,Josselin Fournelet al. MASCOT PhD student 2020 Meeting, Sep 2020, Grenoble, France. Poster de conférence hal-03022267v1
Optimisation of multi-year planning strategies to better integrate renewable energies and new electricity uses in the distribution grid Bruno Barracosa,Héloïse Baraffe,Julien Bect,Gilles Malarange,Juliette Morinet al. Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2019), Mar 2019, Rueil-Malmaison, France. Poster de conférence hal-02481410v1
Design and analysis of multi-level numerical experiments, with application to fire safety Rémi Stroh,Julien Bect,Séverine Demeyer,Nicolas Fischer,Emmanuel Vazquez Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2016), Mar 2016, Toulouse, France Poster de conférence hal-01331171v1
A Bayesian approach to constrained multi-objective optimization Paul Feliot,Julien Bect,Emmanuel Vazquez Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2015), Apr 2015, Saint-Etienne, France. , 2015 Poster de conférence hal-01323031v1
Uncertainty quantification and reduction for the monotonicity properties of expensive-to-evaluate computer models Julien Bect,Nicolas Bousquet,Bertrand Iooss,Shijie Liu,Alice Mabilleet al. Uncertainty in Computer Models 2014 Conference, Jul 2014, Sheffield, United Kingdom Poster de conférence hal-01103724v1

Chapitre d'ouvrage (2)

Integrating hyper-parameter uncertainties in a multi-fidelity Bayesian model for the estimation of a probability of failure R. Stroh,Julien Bect,S. Demeyer,N. Fischer,Emmanuel Vazquez Advanced Mathematical and Computational Tools in Metrology and Testing XI, 89, WORLD SCIENTIFIC, pp.349-356, 2018, Series on Advances in Mathematics for Applied Sciences, ⟨10.1142/9789813274303_0035⟩ Chapitre d'ouvrage hal-04490455v1
A new database generation method combining maximin method and kriging prediction for eddy-current testing Sandor Bilicz,Marc Lambert,Emmanuel Vazquez,Szabolcs Gyimothy Electromagnetic Non--Destructive Evaluation (XIII), IOS Press, pp.199--206, 2010 Chapitre d'ouvrage hal-00504952v1

Autre publication scientifique (1)

Bayesian multi-objective optimization with constraints: Application to the design of a commercial aircraft environment control system Paul Feliot,Julien Bect,Emmanuel Vazquez 2016 Autre publication scientifique hal-01323028v1

Pré-publication, Document de travail (4)

Bayesian Active Learning of (small) Quantile Sets through Expected Estimator Modification Romain Ait Abdelmalek-Lomenech,Julien Bect,Emmanuel Vazquez 2025 Pré-publication, Document de travail (preprint/prepublication) hal-05111516v2
Design-marginal calibration of Gaussian process predictive distributions: Bayesian and conformal approaches Aurélien Pion,Emmanuel Vazquez 2025 Pré-publication, Document de travail hal-05400282v1
Bayesian multi-objective optimization for stochastic simulators: an extension of the Pareto Active Learning method Bruno Barracosa,Julien Bect,Héloïse Dutrieux Baraffe,Juliette Morin,Josselin Fournelet al. 2022 Pré-publication, Document de travail hal-03714535v2
Global optimization of expensive-to-evaluate functions: an empirical comparison of two sampling criteria Julien Villemonteix,Emmanuel Vazquez,Maryan Sidorkiewicz,Eric Walter 2008 Pré-publication, Document de travail hal-00205120v1

Thèse (1)

Modélisation comportementale de systèmes non-linéaires multivariables par méthodes à noyaux et applications Emmanuel Vazquez Automatique / Robotique. Université Paris Sud - Paris XI, 2005. Français. ⟨NNT : ⟩ Thèse tel-00010199v1

HDR (1)

Sequential search strategies based on kriging Emmanuel Vazquez Computation [stat.CO]. Université Paris-Sud, 2015 HDR tel-01266334v1

Cours (1)

Bayesian Optimization Julien Bect,Emmanuel Vazquez Doctoral. CEA-EDF-INRIA Numerical analysis Summer school 2017. Design and optimization under uncertainty of large-scale numerical models., Université Pierre et Marie Curie (Paris VI), Paris, France. 2017, pp.224 Cours hal-03277561v1