Table 4.
Feature selection | SVM | Naïve Bayes | Logistic regression |
PPI | 0.767 | 0.758 | 0.773 |
GO | 0.830 | 0.824 | 0.806 |
Pfam | 0.706 | 0.697 | 0.703 |
Sequence (gene + protein length) | 0.592 | 0.619 | 0.618 |
Conservation (Ka + Ka/Ks) | 0.580 | 0.571 | 0.591 |
GO + Pfam | 0.848 | 0.826 | 0.826 |
GO + Pfam + Sequence | 0.858 | 0.829 | 0.831 |
GO + Pfam + Conservation | 0.850 | 0.826 | 0.828 |
GO + Pfam + Sequence + Conservation | 0.860 | 0.829 | 0.837 |
PPI + GO + Pfam | 0.884 | 0.843 | 0.858 |
PPI + GO + Pfam + Sequence | 0.892 | 0.846 | 0.859 |
PPI + GO + Pfam + Conservation | 0.886 | 0.843 | 0.859 |
PPI + GO + Pfam + Sequence + Conservation | 0.896 | 0.846 | 0.861 |