Wikipedia-Based document categorization

Authors:
Krzysztof Ciesielski;Piotr Borkowski;Mieczys$#322/aw A. K$#322/opotek;Krzysztof Trojanowski;Kamil Wysocki
Affiliations:
Institute of Computer Science, Polish Academy of Sciences, Warszawa, Poland;Institute of Computer Science, Polish Academy of Sciences, Warszawa, Poland;Institute of Computer Science, Polish Academy of Sciences, Warszawa, Poland;Institute of Computer Science, Polish Academy of Sciences, Warszawa, Poland;Institute of Computer Science, Polish Academy of Sciences, Warszawa, Poland
Venue:
SIIS'11 Proceedings of the 2011 international conference on Security and Intelligent Information Systems
Year:
2011

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Abstract

A novel method of text categorization for Polish language documents, based on Polish Wikipedia resources is presented. The distinctive feature of the approach is that document labelling can be performed with no additional categorized corpora. Experiments with two different types of document semantic disambiguation have been performed, and evaluated according to the several quality metrics.