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A pedagogical example: (a) exact solution versus the NARGP posterior mean and 2 standard deviations for the given multi-fidelity training set. (b) Exact solution versus the AR1 posterior mean and 2 standard deviations for the same multi-fidelity training set. (Online version in colour.)