Table 1.
Algorithms | 117 features | 50 features | 84 features | 112 features |
---|---|---|---|---|
Naïve bayes | 95.05% | 94.75% | 96.01% | 94.85% |
Logistic | 97.12% | 96.41% | 96.77% | 95.40% |
IBK | 89.39% | 89.55% | 91.06% | 89.49% |
J48 | 88.79% | 89.55% | 89.09% | 88.43% |
Random forest | 95.61% | 94.80% | 94.64% | 95.45% |
libSVM | 96.57% | 96.57% | 96.82% | 96.87% |
(In this table, the 50 features were selected by the mRMR, the 84 features with the P-values less than 0.001 were selected by ANOVA and the 112 features were selected by MRMD).