The chain structure is one of the several soft constraints we enforce.
our modified objective function is ijr θ ijr y ijr + k∈K α k C k , where K is the set of soft constraints, α k is the penalty (or reward for desirable structures), and C k indicates whether a constraint is violated (or satisfied).