We hypothesize they constitute spurious events and therefore test the t-step random walk both on matrix S and its smoothed version R in which the self-loops are removed.
this range is determined by the size of the training context c. a surrounding word w s of the training word w t must satisfy the following condition: For the same corpus, let us set d max equal to c in word2vec and generate a word co-occurrence network of the whole corpus.