Cross Validation and Maximum Likelihood estimations of hyper-parameters
of Gaussian processes with model misspecification

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Cross Validation and Maximum Likelihood estimations of hyper-parameters of Gaussian processes with model misspecification

18 January 2013

François Bachoc

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Papers citing "Cross Validation and Maximum Likelihood estimations of hyper-parameters of Gaussian processes with model misspecification"

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Title
A Gaussian Process Regression Model for Distribution Inputs François Bachoc Fabrice Gamboa Jean-Michel Loubes N. Venet 93 53 0 31 Jan 2017
Advancing Bayesian Optimization: The Mixed-Global-Local (MGL) Kernel and Length-Scale Cool Down K. P. Wabersich Marc Toussaint 61 11 0 09 Dec 2016
Cross-validation estimation of covariance parameters under fixed-domain asymptotics François Bachoc A. Lagnoux Thi Mong Ngoc Nguyen 75 22 0 10 Oct 2016
Model Selection for Gaussian Process Regression by Approximation Set Coding B. Fischer Nico S. Gorbach Stefan Bauer Yatao Bian J. M. Buhmann GP 23 6 0 04 Oct 2016
Nested Kriging predictions for datasets with large number of observations D. Rullière N. Durrande François Bachoc C. Chevalier 79 67 0 19 Jul 2016
Metamodel-based sensitivity analysis: Polynomial chaos expansions and Gaussian processes Loic Le Gratiet S. Marelli Bruno Sudret 63 157 0 14 Jun 2016
Small ensembles of kriging models for optimization Hossein Mohammadi Rodolphe Le Riche E. Touboul 31 1 0 08 Mar 2016
An analytic comparison of regularization methods for Gaussian Processes Hossein Mohammadi Rodolphe Le Riche N. Durrande E. Touboul X. Bay 95 23 0 02 Feb 2016
Improvement of code behaviour in a design of experiments by metamodeling François Bachoc Jean-Marc Martinez K. Ammar AI4CE 73 13 0 10 Nov 2015
Polynomial-Chaos-based Kriging R. Schöbi Bruno Sudret J. Wiart 91 271 0 13 Feb 2015
Hyperparameter Search in Machine Learning Marc Claesen B. De Moor 100 443 0 07 Feb 2015
Asymptotic analysis of covariance parameter estimation for Gaussian processes in the misspecified case François Bachoc 108 31 0 05 Dec 2014
Asymptotic analysis of the role of spatial sampling for covariance parameter estimation of Gaussian processes François Bachoc 151 56 0 18 Jan 2013
Bounding rare event probabilities in computer experiments Y. Auffray P. Barbillon Jean-Michel Marin 78 12 0 04 May 2011