1. Recherche
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hal-01323031v1  Poster
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained multi-objective optimization
Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2015), Apr 2015, Saint-Etienne, France. 2015, <http://www.gdr-mascotnum.fr/mascot15.html>
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hal-00506957v1  Rapport
Janis Janusevskis, Rodolphe Le Riche. Simultaneous kriging-based sampling for optimization and uncertainty propagation
2010
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hal-00713537v2  Pré-publication, Document de travail
Clément Chevalier, Victor Picheny, David Ginsbourger. KrigInv: An efficient and user-friendly implementation of batch-sequential inversion strategies based on Kriging
2013
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hal-01377761v1  Communication dans un congrès
P Feliot, Julien Bect, Emmanuel Vazquez. BMOO: a Bayesian Multi-Objective Optimization algorithm
Journées annuelles du GdR MASCOT NUM (MASCOT NUM 2016), Mar 2016, Toulouse, France. <https://mascot2016.sciencesconf.org>
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hal-00759677v1  Article dans une revue
Didier Rullière, Alaeddine Faleh, Frédéric Planchet, Wassim Youssef. Exploring or reducing noise? A global optimization algorithm in the presence of noise
Structural and Multidisciplinary Optimization, Springer Verlag (Germany), 2013, 47 (6), pp.921-936. <10.1007/s00158-012-0874-5>
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hal-00579876v3  Pré-publication, Document de travail
Victor Picheny, David Ginsbourger. Approximating computer experiments using partially converged simulations and a Gaussian process emulator
2012
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cel-01281650v1  Cours
Rodolphe Le Riche. Surrogates and (mono-objective) optimization: a long-term relationship
École thématique. France. 2016
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hal-00205120v1  Pré-publication, Document de travail
Julien Villemonteix, Emmanuel Vazquez, Maryan Sidorkiewicz, Eric Walter. Global optimization of expensive-to-evaluate functions: an empirical comparison of two sampling criteria
2008
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hal-00412405v1  Communication dans un congrès
Lekbir Afraites, Jérôme Hazart, Patrick Schiavone. Global optimization in inverse problem of scatterometry
The First World Congress on Global Optimization in Engineering & Science (WCGO2009), Jun 2009, Hunan, China. pp.n.a., 2009
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hal-00732512v2  Pré-publication, Document de travail
Clément Chevalier, David Ginsbourger. Fast Computation of the Multi-points Expected Improvement with Applications in Batch Selection
2012
emse-00436126v1  Chapitre d'ouvrage
David Ginsbourger, Rodolphe Le Riche, Laurent Carraro. Kriging is well-suited to parallelize optimization
Yoel Tenne and Chi-Keong Goh. Computational Intelligence in Expensive Optimization Problems, springer, pp.131-162, 2010, Springer series in Evolutionary Learning and Optimization, <10.1007/978-3-642-10701-6_6>
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hal-00578550v3  Pré-publication, Document de travail
Victor Picheny, David Ginsbourger, Yann Richet, Grégory Caplin. Quantile-based optimization of Noisy Computer Experiments with Tunable Precision
2012
hal-01322564v1  Communication dans un congrès
Paul Feliot, Julien Bect, Emmanuel Vazquez. A Bayesian approach to constrained multi-objective optimization of expensive-to-evaluate functions
World Congress on Global Optimization (WCGO 2015), Feb 2015, Gainesville (Florida), United States. <http://www.caopt.com/WCGO/>
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tel-01293319v1  Thèse
Mohamed Amine Bouhlel. Optimisation auto-adaptative en environnement d'analyse multidisciplinaire via les modèles de krigeage combinés à la méthode PLS
Machine Learning [stat.ML]. Institut Supérieur de l'Aéronautique et de l'Espace, 2016. Français
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hal-00566285v1  Rapport
Janis Janusevskis, Rodolphe Le Riche. Robust optimization of a 2D air conditioning duct using kriging
2011
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hal-01232938v1  Pré-publication, Document de travail
Mohamed-Amine Bouhlel, Nathalie Bartoli, Abdelkader Otsmane, Joseph Morlier. Improving kriging surrogates of high-dimensional design models by Partial Least Squares dimension reduction
2015
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hal-00615618v1  Communication dans un congrès
Julien Marzat, Hélène Piet-Lahanier, Eric Walter. Min-max hyperparameter tuning, with application to fault detection
18th IFAC World Congress, Aug 2011, Milan, Italy. pp.12904-12909, 2011
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hal-00368152v1  Communication dans un congrès
Julien Villemonteix, Emmanuel Vazquez, Eric Walter. Bayesian optimization for parameter identification on a small simulation budget
15th IFAC Symposium on System Identification, SYSID 2009, Jul 2009, Saint-Malo, France. 6 p., 2009
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hal-00520808v1  Communication dans un congrès
Julien Marzat, Eric Walter, Hélène Piet-Lahanier, Frédéric Damongeot. Automatic tuning via Kriging-based optimization of methods for fault detection and isolation
IEEE Conference on Control and Fault-Tolerant Systems, SysTol'10, Oct 2010, Nice, France. 6 p., 2010
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hal-00868472v1  Pré-publication, Document de travail
Victor Picheny. Multiobjective optimization using Gaussian process emulators via stepwise uncertainty reduction
2013
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hal-00368158v2  Communication dans un congrès
Emmanuel Vazquez, Julien Bect. A sequential Bayesian algorithm to estimate a probability of failure
15th IFAC Symposium on System Identification, SYSID 2009, Jul 2009, Saint-Malo, France. 5 p., 2009
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hal-00489321v2  Pré-publication, Document de travail
Victor Picheny, David Ginsbourger, Yann Richet. Noisy Expected Improvement and on-line computation time allocation for the optimization of simulators with tunable fidelity
2010
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hal-01064029v1  Article dans une revue
Mathieu Balesdent, Jérôme Morio, Julien Marzat. Recommendations for the tuning of rare event probability estimators
Reliability Engineering and System Safety, Elsevier, 2015, 133, pp.68-78
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hal-01264192v4  Rapport
Hossein Mohammadi, Rodolphe Le Riche, Nicolas Durrande, Eric Touboul, Xavier Bay. An analytic comparison of regularization methods for Gaussian Processes
[Research Report] Ecole Nationale Supérieure des Mines de Saint-Etienne; LIMOS. 2017
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hal-01324786v1  Pré-publication, Document de travail
Hamed Jalali, Inneke Van Nieuwenhuyse, Victor Picheny. Comparison of Kriging-Based Methods for Simulation Optimization with Heterogeneous Noise
2016
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hal-00904811v2  Article dans une revue
Mickaël Binois, David Ginsbourger, Olivier Roustant. Quantifying uncertainty on Pareto fronts with Gaussian Process conditional simulations
European Journal of Operational Research, Elsevier, 2015, 243 (2), pp.386-394. <http://www.sciencedirect.com/science/article/pii/S0377221714005980>. <10.1016/j.ejor.2014.07.032>
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hal-00278188v2  Article dans une revue
Emmanuel Vazquez, Julien Villemonteix, Maryan Sidorkiewicz, Eric Walter. Global optimization based on noisy evaluations: an empirical study of two statistical approaches
Journal of Physics: Conference Series, IOP Publishing, 2008, Vol. 135 (N°012100), 8 p
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hal-00354370v1  Communication dans un congrès
S. Bilicz, Emmanuel Vazquez, Marc Lambert, S. Gyimothy, J. Pavo. Characterization of a 3D defect using the Expected Improvement algorithm
13th IGTE - Symposium on Numerical Field Calculation in Electrical Engineering, Sep 2008, Graz, Austria
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hal-00682475v1  Article dans une revue
Julien Marzat, Eric Walter, Hélène Piet-Lahanier. Worst-case global optimization of black-box functions through Kriging and relaxation
Journal of Global Optimization, Springer Verlag, 2013, 55 (4), pp.707-727. <10.1007/s10898-012-9899-y>
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