In the context of Bayesian inversion for scientific and engineering mode...
Gaussian process regression is a popular Bayesian framework for surrogat...
We develop a systematic approach for surrogate model construction in red...
Basis adaptation in Homogeneous Chaos spaces rely on a suitable rotation...
Compressive sensing is a powerful technique for recovering sparse soluti...