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Bayesian Time Series Learning with Gaussian Processes

Frigola, RogerUniversity of Cambridge2015

… on the Gaussian Process State-Space Model (GP-SSM): a Bayesian nonparametric generalisation of discrete-time nonlinear state-space models. We present a novel formulation of the GP-SSM that offers new insights into its properties. We then proceed to exploit those insights by developing new …

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