2 citations · 2 across the 1 of their papers we have counts for
3 papers
stat.ML2018
Non-linear process convolutions for multi-output Gaussian processes
Mauricio A. Álvarez, Wil O. C. Ward, Cristian Guarnizo
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 introduce…
stat.ML2018
Fast Kernel Approximations for Latent Force Models and Convolved Multiple-Output Gaussian processes
Cristian Guarnizo, Mauricio A. Álvarez
A latent force model is a Gaussian process with a covariance function inspired by a differential operator. Such covariance function is obtained by performing convolution integrals…
stat.ML2015★ 2 cited
Indian Buffet process for model selection in convolved multiple-output Gaussian processes
Cristian Guarnizo, Mauricio A. Álvarez
Multi-output Gaussian processes have received increasing attention during the last few years as a natural mechanism to extend the powerful flexibility of Gaussian processes to the…