In probability and statistics, a compound probability distribution is the probability distribution that results from assuming that a random variable is distributed according to some parametrized distribution, with the parameters of that distribution themselves being random variables.If the parameter is a scale parameter, the resulting mixture is also called a scale mixture.
The compound distribution is the result of marginalizing over the latent random variable representing the parameter of the parametrized distribution.