<cite>(Gliozzo et al., 2005)</cite> succeeded eliminating this requirement by using the category name alone as the initial keyword, yet obtaining superior performance within the keywordbased approach. The goal of our research is to further improve the scheme of text categorization from category name, which was hardly explored in prior work.