Dominic Lowe

Assessing quantum advantage for Gaussian process regression

Abstract Gaussian Process Regression is a machine learning technique with established applications for which several quantum algorithms have been proposed. We show here that in a wide range of scenarios these algorithms show no exponential speedup. We achieve this by rigorously p...