To measure distributional similarity, we use a representation of words based on observation of their relations with other words.
a target word w is represented in terms of a set C of admissible co-occurrence types c = (r, w ), where the word w belongs to a co-occurrence vocabulary V c and r is a relation that holds between w and w .