Finite: A finite mixture distribution is described by the following cumulative distribution function:
Where is the mixture random variable, are the component random variables that make up the mixture, and is the weighting for each component. The weights add to 1.
If is a mixture of 50% and 50% , . This is not the same as . The latter expression is a sum of random variables NOT a mixture!
Moments and Variance: