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Fast increased fidelity samplers for approximate Bayesian Gaussian process regression

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Gaussian processes (GPs) are common components in Bayesian non-parametric models having a rich methodological literature and strong theoretical grounding. The use of exact GPs in Bayesian models is limited to problems containing several thousand observations d... ...