Inducing Point Allocation for Sparse Gaussian Processes in High-Throughput Bayesian Optimisation

Henry B. Moss, Sebastian W. Ober, Victor Picheny

Abstract: Sparse Gaussian processes are a key component of high-throughput Bayesian optimisation (BO) loops; however, we show that existing methods for allocating their inducing points severely hamper optimi...