Linking Gaussian Process regression with data-driven manifold embeddings for nonlinear data fusion

Seungjoon Lee, Felix Dietrich, George E. Karniadakis +1

In statistical modeling with Gaussian Process regression, it has been shown that combining (few) high-fidelity data with (many) low-fidelity data can enhance prediction accuracy, c…