Formally: where Z l = (c,l)∈Rt e −αd(l,l ) is a normalization constant, and α is a hyperparameter controlling the possibility of distant migrations (set to 3 in our experiments).
7 In general, identifiability error is incurred when the set of maximizers of E log p θ (x) is non-identifiable.