An alternative method 2 of vector presentation can alleviate skewed distributions.
a document x is modified as: (2) Because only nouns and verbs have the hypernym relation in WordNet and because nouns and verbs convey enough information of document concepts, we remove all words except nouns and verbs found in WordNet in our experiments.