Similarly, ( ) is the number of times x occurs in the corpus, and ( ) ( ) P y C y N = , where C(y) is the number of times y occurs in the corpus.
(1) can be re-written as Inkpen (2007) computed the PMI scores for each near-synonym using the Waterloo terabyte corpus and a context window of size 2k (k=2).