Fantasizing with Dual GPs in Bayesian Optimization and Active Learning

Paul E. Chang, Prakhar Verma, ST John +3

Gaussian processes (GPs) are the main surrogate functions used for sequential modelling such as Bayesian Optimization and Active Learning. Their drawbacks are poor scaling with dat…