We maximize the lower bound in Eqn 3 exactly by setting q t I to the posterior distribution of the data for the current values of the parameters π (standard E step).
we have We do not need to explicitly compute the posterior distribution q t I = p(I|s) at this point, but only use it to compute the relevant expectation statistics in the M-step.