Abstract: In this paper, we present a novel text classification method . It views a sentence as an association transaction, and a paragraph as a sequence, then a document becomes a set of sequneces. We find maximal frequent sequences from each training document to

Key words: Text classification, Sentence-level, Maximal sequence, Frequent sequence