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q=P[Z|X,θ,λ] (posterior). (More details as to how we get this is below in the section on Kullback-Leibler.) Hence, the Z that maximises q is E[q], also known as the responsibility. Thus, in the E-step, we are just setting Z to be the responsibility. In the E-step, we set Z to be the responsibility