And I'm not actually going to work out the mechanics deriving the EM Algorithm, but it turns out that if you take this joint distribution of X and Z and if you work out what the equations are for the EM algorithm for maximum likelihood estimation of parameters you find that in the E step you compute, you know, let's say these parameters - these weights 