Guerlain Lambert

Gradient-based active learning with Gaussian processes for global sensitivity analysis.

Global sensitivity analysis of complex numerical simulators is often limited by the small number of model evaluations that can be afforded. In such settings, surrogate models built from a limited set of simulations can substantially reduce the computational burden, provided that...