An Approximate Maximum a Posteriori Method with Gaussian Process Priors
The maximum a posteriori method is generalised for infinite dimensional problems and it is shown that in this case the problem can be reduced to a nonlinear variational problem. This is not a trivial generalisation as the probability density used for the
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