1 code implementation • 17 Jun 2022 • Thomas M. McDonald, Magnus Ross, Michael T. Smith, Mauricio A. Álvarez
A key challenge in the practical application of Gaussian processes (GPs) is selecting a proper covariance function.
1 code implementation • NeurIPS 2021 • Magnus Ross, Michael T. Smith, Mauricio A. Álvarez
When the input function to the operator is unobserved and has a GP prior, the NVKM constitutes a powerful method for both single and multiple output regression, and can be viewed as a nonlinear and nonparametric latent force model.
no code implementations • 28 Nov 2019 • Michael T. Smith, Joel Ssematimba, Mauricio A. Alvarez, Engineer Bainomugisha
Data collection in economically constrained countries often necessitates using approximate and biased measurements due to the low-cost of the sensors used.
no code implementations • 6 Jun 2018 • Kathrin Grosse, Michael T. Smith, Michael Backes
For example, we are able to secure GPC against empirical membership inference by proper configuration.