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as in Bayesian statistics. We can calculate the posterior density of using Bayes' theorem:

:

where is density function of , is the domain of .

The method of maximum a posteriori estimation then estimates as the mode of the posterior density of this random variable:

:

The denominator of the posterior density (the marginal likelihood

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