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erratum p 256
I think the equation has some typos. Consider $\mathcal{H}$ as identity and you do not recover the basic GPR posteriors. Probably you mean $\xi$ as train points and $\xi'$ as test and the inversion term should be like $C(\xi, \xi)$ etc.