Evaluating Gaussian Process Metamodels and Sequential Designs for Noisy Level Set Estimation

Xiong Lyu, Mickael Binois, Michael Ludkovski

We consider the problem of learning the level set for which a noisy black-box function exceeds a given threshold. To efficiently reconstruct the level set, we investigate Gaussian…