Table 7 shows the results with test files obtained after applying tenfold cross-validation. One algorithm (JRip) does obtain the current best maximum values of the TN rate (93.3%) and GM (94.6%), which is very important in our problem. In this experiment the algorithms which get the best results are Prism, ADTree and SimpleCart.