There are so many possible answers and the subject is so large!
When the parametric family of distributions is some exponential family, there is this recent and very elegant paper:
Although it is focused on studying exponential random graph models, which are commonly used in modeling social networks (and other network models), the framework is quite general.
Edit 1: If the question is about which parametric families are closed under taking mixtures, then the following references are relevant
