The task of Text Classification (TC) is to automatically assign natural language texts with thematic categories from a predefined category set. And Latent Semantic Indexing (LSI) is a well known technique in Information Retrieval, especially in dealing with polysemy (one word can have different meanings) and synonymy (different words are used to describe the same concept), but it is not an opti...