The feature values were calculated for each extracted unit in the training and the validation sets, that is for the n-grams, NP-chunks, stemmed NPchunks, patterns, and the stemmed patterns respectively.
the within-document frequency, the collection frequency, and the proportion of the document preceding the first appearance for each potential term were calculated.