An important special case is the "hard" clustering case where C is a deterministic function of X.
p(c|x) can only take values of zero or one, This restriction, which corresponds to the limit β → ∞ in Eqs 3 meaning every x X ∈ is assigned to exactly one cluster c C ∈ with a probability of one and to all the others with a probability of zero.