Non-linear process convolutions for multi-output Gaussian processes

MA Álvarez, W Ward… - The 22nd international …, 2019 - proceedings.mlr.press
The paper introduces a non-linear version of the process convolution formalism for building
covariance functions for multi-output Gaussian processes. The non-linearity is introduced via …

Adjoint-aided inference of Gaussian process driven differential equations

P Gahungu, C Lanyon, MA Álvarez… - Advances in …, 2022 - proceedings.neurips.cc
Linear systems occur throughout engineering and the sciences, most notably as differential
equations. In many cases the forcing function for the system is unknown, and interest lies in …