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