Model-based Design for Gaussian Process

When the response surface is unknown, how do we conduct a model-free and space-filling design? Here we introduce one-batch approaches (maximum entropy design and minimum predictive uncertainty) and sequential approaches (active learning MacKay and active learning Cohn).