More details can be found in Hertz et al. [1991] and Wasserman [1989]. 2.1 Rough sets Pawlak [1982] first ... In section 4, we compare and analyze the results of each model. ... In section 3, proposed data preprocessing algorithm by rough set and hybrid models are described.