Authors: Przemysław Maciołek; Grzegorz Dobrowolski
Addresses: AGH University of Science and Technology, Al. Adama Mickiewicza 30, 30-059 Kraków, Poland ' AGH University of Science and Technology, Al. Adama Mickiewicza 30, 30-059 Kraków, Poland
Abstract: Using graph-based, shallow semantic analysis-driven approach for modelling text contents allow to extract additional information about meaning of text. This paper discusses using two novel algorithms that are based on this idea. They are compared against 'legacy' bag-of-words and Schenker et al. approaches in NN document classification task.
Keywords: document classification; graph modelling; shallow semantic analysis; semantic networks; text content; text meaning; nearest neighbour.
International Journal of Data Mining, Modelling and Management, 2013 Vol.5 No.2, pp.123 - 137
Available online: 05 May 2013 *Full-text access for editors Access for subscribers Purchase this article Comment on this article