Emmanuel Vazquez

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Emmanuel Vazquez works at Laboratoire des Signaux et Systèmes@CENTRALESUPELEC (Gif-sur-Yvette, France).

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Keywords: Gaussian processes, kriging, Bayesian optimization, computer experiments

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Publications

Publications

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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⟩
Journal articles hal-03835704 v7
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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⟩
Journal articles anses-04578958 v1
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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⟩
Journal articles anses-04823814 v1
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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⟩
Journal articles hal-03285513 v5
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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⟩
Journal articles hal-02902333 v3
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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⟩
Journal articles hal-01207679 v3
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Bayesian subset simulation

Julien Bect , Ling Li , Emmanuel Vazquez
SIAM/ASA Journal on Uncertainty Quantification, 2017, 5 (1), pp.762-786. ⟨10.1137/16M1078276⟩
Journal articles hal-01253706 v4
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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⟩
Journal articles hal-01568843 v2
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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⟩
Journal articles hal-00641108 v2
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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⟩
Journal articles hal-00689580 v1
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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⟩
Journal articles hal-00217562 v1

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⟩
Journal articles hal-00561240 v1

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⟩
Journal articles hal-00505001 v1
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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⟩
Journal articles hal-00464296 v1
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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⟩
Journal articles hal-00354262 v2

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
Journal articles hal-00446227 v1
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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⟩
Journal articles hal-00354656 v2

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⟩
Journal articles istex hal-00381468 v1
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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⟩
Journal articles hal-00278188 v2
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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⟩
Journal articles hal-00257729 v1
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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
Conference papers hal-04723963 v1
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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
Conference papers hal-04723966 v1
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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
Conference papers hal-04634707 v1

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
Conference papers hal-04501097 v1
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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
Conference papers hal-04910458 v1

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
Conference papers hal-04910443 v1
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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
Conference papers hal-04322680 v1
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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
Conference papers hal-04371085 v1
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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
Conference papers hal-03871627 v1
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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
Conference papers hal-03591555 v2

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
Conference papers hal-03694921 v1
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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
Conference papers hal-03715755 v1
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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⟩
Conference papers hal-03158700 v1
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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
Conference papers hal-02490981 v2
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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⟩
Conference papers hal-03096722 v1

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
Conference papers hal-03096610 v1

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
Conference papers hal-03170038 v1
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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⟩
Conference papers hal-03119528 v2
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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
Conference papers hal-02475345 v1

Bayesian Subset Simulation Tutorial

Emmanuel Vazquez , Julien Bect
SIAM Conference on Uncertainty Quantification (SIAM UQ 2018), Apr 2018, Garden Grove, Orange County, United States
Conference papers hal-02299402 v1

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
Conference papers hal-03097096 v1
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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⟩
Conference papers hal-01874519 v1
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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
Conference papers hal-01377722 v1
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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
Conference papers hal-01590748 v1

User preferences in Bayesian multi-objective optimization

Paul Feliot , Julien Bect , Emmanuel Vazquez
PGMO Days 2017, Nov 2017, Palaiseau, France
Conference papers hal-03113483 v1
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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
Conference papers hal-01569037 v1
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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
Conference papers hal-01569604 v1

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
Conference papers hal-01377795 v1
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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
Conference papers hal-01377761 v1

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
Conference papers hal-01377732 v1
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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
Conference papers hal-01312988 v1
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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
Conference papers hal-01163565 v1
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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⟩
Conference papers hal-01170137 v1

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
Conference papers hal-01322564 v1
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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
Conference papers hal-01163632 v1
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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
Conference papers hal-01057322 v1
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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
Conference papers hal-01078397 v2

Bayes-optimal importance sampling for computer experiments

Julien Bect , Emmanuel Vazquez
7th International Workshop on Simulation (IWS 2013), May 2013, Rimini, Italy
Conference papers hal-00933660 v1

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
Conference papers hal-00846727 v1
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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.)
Conference papers hal-00846747 v1
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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.)
Conference papers hal-00715316 v1
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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
Conference papers hal-00669170 v1
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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.)
Conference papers hal-00690675 v1
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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
Conference papers hal-00756461 v1
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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⟩
Conference papers hal-00717195 v1
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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⟩
Conference papers hal-00607816 v1

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.)
Conference papers hal-00639430 v1

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.)
Conference papers hal-00643159 v1
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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.)
Conference papers hal-00524214 v1
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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.)
Conference papers hal-00524205 v1

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
Conference papers hal-00482541 v1
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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
Conference papers inria-00494767 v1

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
Conference papers hal-00482518 v1

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⟩
Conference papers hal-00440827 v1

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
Conference papers hal-00482544 v1
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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.)
Conference papers hal-00524199 v1
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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
Conference papers hal-00368158 v2

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
Conference papers hal-00365368 v1
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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
Conference papers hal-00422245 v1
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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
Conference papers hal-00438557 v2
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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
Conference papers hal-00422239 v1
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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
Conference papers hal-00447736 v1
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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
Conference papers hal-00446202 v2
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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
Conference papers hal-00368152 v1
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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
Conference papers hal-00422283 v1

Génération et analyse optimale de bases de données

Sandor Bilicz , Emmanuel Vazquez , Szabolcs Gyimothy , Marc Lambert
2ième forum DIGITEO, Oct 2009, Palaiseau, France
Conference papers hal-00441759 v1

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
Conference papers hal-00365339 v1
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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
Conference papers hal-00273818 v1
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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
Conference papers hal-00270274 v1
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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
Conference papers hal-01104089 v2

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
Conference papers inria-00289568 v1

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
Conference papers hal-00259278 v1
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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⟩
Conference papers hal-00252148 v1
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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
Conference papers hal-00256148 v1
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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
Conference papers hal-00216153 v1

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
Conference papers hal-00257724 v1
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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
Conference papers hal-00257754 v1
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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
Conference papers hal-00279071 v1
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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
Conference papers hal-00369893 v1
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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.
Conference poster hal-04370899 v1
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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
Conference poster hal-03999654 v1
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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
Conference poster hal-04191585 v1
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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.
Conference poster hal-03715857 v1
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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.
Conference poster hal-04017197 v1
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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.
Conference poster hal-03694867 v1
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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.
Conference poster hal-03022267 v1
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Gaussian process model selection for computer experiments

Sébastien Petit , Julien Bect , Paul Feliot , Emmanuel Vazquez
MASCOT PhD student 2020 Meeting, Sep 2020, Grenoble, France.
Conference poster hal-03018559 v1
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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.
Conference poster hal-02481410 v1
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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
Conference poster hal-01331171 v1
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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
Conference poster hal-01323031 v1
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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
Conference poster hal-01103724 v1

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⟩
Book sections hal-04490455 v1

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
Book sections hal-00504952 v1
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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
Lectures hal-03277561 v1
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Sequential search strategies based on kriging

Emmanuel Vazquez
Computation [stat.CO]. Université Paris-Sud, 2015
Habilitation à diriger des recherches tel-01266334 v1