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ANR project: Code decision (reference) : ANR-20-CE46-0013

Learning hidden constraints using a Stepwise Uncertainty Reduction strategy with Gaussian Process Classifiers

Morgane Menz , Miguel Munoz Zuniga , Delphine Sinoquet
Optimization days 2022, May 2022, Montréal, Canada
Conference papers hal-03688224v1
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The ICSCREAM methodology: identification of penalizing configurations in computer experiments using screening and metamodel applications in thermal-hydraulics

Amandine Marrel , Bertrand Iooss , Vincent Chabridon
UQ22 - SIAM Conference on Uncertainty Quantification, SIAM, Apr 2022, Atlanta, United States
Conference papers cea-03700747v1
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Test d'indépendance basé sur les indices HSIC-ANOVA d'ordre total

Gabriel Sarazin , Amandine Marrel , Sébastien da Veiga , Vincent Chabridon
53èmes Journées de Statistique de la SFdS, Société Française de Statistique (SFdS); Université Claude Bernard Lyon 1, Jun 2022, Lyon, France
Conference papers cea-03701170v1

Learning functions defined over sets of vectors with kernel methods

Babacar Sow , Rodolphe Le Riche , Sanaa Zannane , Julien Pelamatti , Merlin Keller et al.
MASCOT-NUM2023, Apr 2023, LE CROISIC, France
Conference poster hal-04102275v1
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Learning hidden constraints using a Stepwise Uncertainty Reduction strategy based on Gaussian Process Classifiers

Morgane Menz , Miguel Munoz-Zuniga , Delphine Sinoquet
2022
Preprints, Working Papers, ... hal-03848238v1

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-03694921v1
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What is hidden behind the Sobolev kernels involved in the HSIC-ANOVA decomposition?

Gabriel Sarazin , Amandine Marrel , Sébastien da Veiga , Vincent Chabridon
2022 SAMO Conference - 10th International Conference on Sensitivity Analysis of Model Output, Florida State University, Mar 2022, Tallahassee, United States
Conference papers cea-03701074v1
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Gaussian Processes Indexed by Clouds of Points: a study Babacar SOW (EMSE, LIMOS), Rodolphe LE RICHE (CNRS, LIMOS)

Babacar Sow , Rodolphe Le Riche , Julien Pelamatti , Sanaa Zannane , Merlin Keller et al.
MASCOT-NUM, Jun 2022, Clermont Ferrand, France
Conference poster emse-03720276v1

Learning hidden constraints with gaussian process classifiers in the context optimization context

Morgane Menz , Miguel Munoz Munoz Zuniga , Delphine Sinoquet
SIAM Conference on Computational Science and Engineering (CSE23), Feb 2023, Amsterdam, Netherlands
Conference papers hal-04048376v1
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The ICSCREAM methodology: Identification of penalizing configurations in computer experiments using screening and metamodel -- Applications in thermal-hydraulics

A. Marrel , Bertrand Iooss , V Chabridon
Nuclear Science and Engineering, 2022, 196, pp.301-321. ⟨10.1080/00295639.2021.1980362⟩
Journal articles hal-02535146v4
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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-03694867v1