Brain and Mind Centre, the University of Sydney, Australia; ARC Training Centre in Data Analytics for Resources and Environments, Australia; School of Computer Science, the University of Sydney, Australia; NVIDIA, USA; School of Computer Science, the University of Sydney, Australia
Rafael Oliveira, Louis Tiao, Fabio Ramos
Bayesian optimization;Gaussian processes;density-ratio estimation;regret bounds;approximate Bayesian inference
Batch Bayesian optimisation via density-ratio estimation with guarantees