Sequential Design for Simulators with Sharp Variations via Deep Gaussian Process Gradients

Yiming Yang, Deyu Ming, Serge Guillas

Deep Gaussian Processes (DGPs) compose Gaussian Process (GP) layers to warp inputs, improving the emulation of computer simulators with nonstationary input-output mappings. While g…