String and membrane gaussian processes

In this paper we introduce a novel framework for making exact nonparametric Bayesian inference on latent functions that is particularly suitable for Big Data tasks. Firstly, we introduce a class of stochastic processes we refer to as string Gaussian processes (string GPs which are not to be mistaken...

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Bibliographic Details
Main Authors: Samo, Y, Roberts, S
Format: Journal article
Published: Journal of Machine Learning Research 2016