most citedKriging-based sequential design strategies using fast cross-validation techniques with extensions to multi-fidelity computer codes

12 citations · 15 across the 3 of their papers we have counts for

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math.ST2012★ 12 cited

Kriging-based sequential design strategies using fast cross-validation techniques with extensions to multi-fidelity computer codes

Loic Le Gratiet, Claire Cannamela

Kriging-based surrogate models have become very popular during the last decades to approximate a computer code output from few simulations. In practical applications, it is very co…

math.ST2012★ 3 cited

Regularity dependence of the rate of convergence of the learning curve for Gaussian process regression

Loic Le Gratiet, Josselin Garnier

This paper deals with the speed of convergence of the learning curve in a Gaussian process regression framework. The learning curve describes the average generalization error of th…

math.ST2012

Recursive co-kriging model for Design of Computer experiments with multiple levels of fidelity with an application to hydrodynamic

Loic Le Gratiet

In many practical cases, a sensitivity analysis or an optimization of a complex time consuming computer code requires to build a fast running approximation of it - also called surr…