A simpler approach consists of completely disregarding the verb information while collecting the prepositional preferences.
the selectional preference for a preposition p and role r is defined as the union of all nouns w found as heads of noun phrases embedded in prepositional phrases headed by p and labeled with semantic role r. Then, one can apply any of the variants described in the previous sections to calculate SP(p, r, w).