keywords APPROXIMATIONS Gaussian process regres-sion INFERENCE MODEL-REDUCTION Mathematics Mathematics, Applied Multi-fidelity method NEURAL-NETWORKS POD PROPER ORTHOGONAL DECOMPOSITION Physical Sciences Science & Technology adaptive sampling non-intrusive reduced-order model