Niki Andreas Loppi

Spatio-Temporal Variational Gaussian Processes

We introduce a scalable approach to Gaussian process inference that combines spatio-temporal filtering with natural gradient variational inference, resulting in a non-conjugate GP method for multivariate data that scales linearly with respect to time. Our natural gradient approach enables applicatio…