Textual data categorization: back to the phrase-based representation

This paper primarily focuses on applying and evaluation of phrase-based representation used while classifying documents. This issue has been discussed over last decades but unfortunately not in all cases the usage of it improved accuracy of existing systems. We try to give an explanation for this and to carry out some experiments aiming at improving document categorization results.