In educational and psychological measurement, we are generally interested in
the distribution of the item and the person parameters given the observed response
patterns. When Bayes Theorem (1763) is applied, the conditional probability of the
item and person parameters given the data can be modeled as a combination of
prior beliefs about them and a parametric model about what the data should look
like, conditional on the item and person parameter values: