Bayesian inference with multiple forward model with different numbers of provided measurements but with one common discrepancy model and parameter?

UQ with UQLab Community Q&A and How To
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Thank you for pointing that out! Regarding your question on mean and MAP prediction - I think the way you introduce both terms in your post is very clear.