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Table of contents

Introduction
J-M Azaïs; F. Gamboa; B. Iooss
Spectral approach for kernel-based interpolation
Bertrand Gauthier; Xavier Bay
Additive Covariance kernels for high-dimensional Gaussian Process modeling
Nicolas Durrande; David Ginsbourger; Olivier Roustant
Argumentwise invariant kernels for the approximation of invariant functions
David Ginsbourger; Xavier Bay; Olivier Roustant; Laurent Carraro
Gaussian process modeling with inequality constraints
Sébastien Da Veiga; Amandine Marrel
Accelerated Monte Carlo estimation of exceedance probabilities under monotonicity constraints
Nicolas Bousquet
Stochastic Inverse Problem with Noisy Simulator. Application to aeronautical model
Nabil Rachdi; Jean-Claude Fort; Thierry Klein