A conditional distribution is the statistical distribution of a random variable given specified
information about another random variable or event. For jointly discrete random
variables
and
,
when . For jointly continuous random
variables, the conditional probability
density function is
wherever the denominator is
positive.
The conditional distribution can depend on the observed value . The original marginal
distribution of
is recovered by averaging these conditional distributions
over the distribution of
.