55 citations · 55 across the 2 of their papers we have counts for
2 papers
stat.ML2019
Overcoming Mean-Field Approximations in Recurrent Gaussian Process Models
Alessandro Davide Ialongo, Mark van der Wilk, James Hensman +1
We identify a new variational inference scheme for dynamical systems whose transition function is modelled by a Gaussian process. Inference in this setting has either employed comp…
stat.ML2017★ 55 cited
Convolutional Gaussian Processes
Mark van der Wilk, Carl Edward Rasmussen, James Hensman
We present a practical way of introducing convolutional structure into Gaussian processes, making them more suited to high-dimensional inputs like images. The main contribution of…