Emmanuel Vazquez

HAL publications of Emmanuel Vazquez Professor CentraleSupélec - Laboratoire des Signaux et Systèmes

126

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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 Sanaa et 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-Aziza et 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 Marquis et 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 Marquis et 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 Picheny et 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

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

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. Wong et 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

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

A Bayesian framework for calibrating Gaussian process predictive distributions

Aurélien Pion , Emmanuel Vazquez

Conformal and Probabilistic Prediction with Applications (COPA 2025), Sep 2025, Royal Holloway, London, United Kingdom. pp.748-750

Communication dans un congrès hal-05306567v2

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. ⟨10.1007/978-3-031-82484-5_16⟩

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

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

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

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 Sanaa et 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

Numerical issues in maximum likelihood parameter estimation for Gaussian process interpolation

Subhasish Basak , Sébastien Petit , Julien Bect , Emmanuel Vazquez

Machine Learning, Optimization, and Data Science. LOD 2021. Lecture Notes in Computer Science, vol 13164, Oct 2021, Grasmere, United Kingdom. pp.116-131, ⟨10.1007/978-3-030-95470-3_9⟩

Communication dans un congrès hal-03119528v2

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

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 Vazquez et 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 Fournel et 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 Fournel et 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 Malarange et 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 Marquis et 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 Fischer et al.

21èmes journées du GDR Feux, Jan 2016, Cadarache, France

Communication dans un congrès hal-01377795v1

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

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 Gauthier et 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 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 Petit et 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 Mabille et 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. Gati et 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

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

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

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 Vazquez et 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. Gati et 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

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

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

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

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

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

Identification des facteurs morphologiques impactant le Débit d'Absorption Spécifique du Corps Entier

Aimad El Habachi , Emmanuelle Conil , Abdehamid Hadjem , Emmanuel Vazquez , Gilles Fleury et al.

Proccedings of the Aremif'09, Apr 2009, Paris, France

Communication dans un congrès hal-00422245v1

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 Fleury et 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 Hadjem et 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

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

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

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

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

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

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

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, Cambridge, United Kingdom.

Poster de conférence hal-05299767v1

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 Fau et 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 Christy et 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 Christy et al.

IDF World Dairy Summit 2022, Sep 2022, New Delhi, India.

Poster de conférence hal-04017197v1

Bayesian multi-objective optimization with noisy evaluations

Bruno Barracosa , Julien Bect , Héloïse Dutrieux Baraffe , Juliette Morin , Josselin Fournel et al.

MASCOT PhD student 2020 Meeting, Sep 2020, Grenoble, France.

Poster de conférence hal-03022267v1

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

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 Morin et 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 Mabille et al.

Uncertainty in Computer Models 2014 Conference, Jul 2014, Sheffield, United Kingdom

Poster de conférence hal-01103724v1

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

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

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 Fournel et 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

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

Sequential search strategies based on kriging

Emmanuel Vazquez

Computation [stat.CO]. Université Paris-Sud, 2015

HDR tel-01266334v1

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

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