Table 1. SVM performance measures on different subsets of features in E. coli dataset, using RBF kernel.
Features of Protein Pair | Features Vector Length | Sensitivity (%) | Specificity (%) | Accuracy (%) | PPV (%) | MCC | F1 Score (%) | Area under ROC curve |
---|---|---|---|---|---|---|---|---|
Domain-Domain Association (DDA) | 1 | 32 | 92 | 62 | 80 | 0.57 | 45.71 | 0.633 |
Degree | 1 | 83 | 79 | 81 | 80 | 0.62 | 81.47 | 0.874 |
DDA and Degree | 2 | 80 | 82 | 81 | 81 | 0.62 | 80.50 | 0.874 |
Amino acid composition (AAC) | 40 | 78 | 76 | 77 | 77 | 0.55 | 77.50 | 0.824 |
DDA and AAC | 41 | 70 | 87 | 78 | 84 | 0.57 | 76.36 | 0.844 |
Degree and AAC | 41 | 77 | 85 | 81 | 84 | 0.63 | 80.35 | 0.878 |
DDA, Degree and AAC | 42 | 77 | 86 | 82 | 85 | 0.64 | 80.80 | 0.878 |
Dipeptide Composition (DC) | 800 | 79 | 76 | 77 | 77 | 0.55 | 77.99 | 0.826 |
Degree and DC | 801 | 83 | 79 | 81 | 80 | 0.62 | 81.47 | 0.868 |
DDA, Degree and DC | 802 | 76 | 86 | 81 | 85 | 0.63 | 80.25 | 0.868 |
DDA, AAC and DC | 841 | 71 | 88 | 79 | 85 | 0.60 | 77.37 | 0.849 |
All Features (DDA, Degree, AAC and DC) | 842 | 76 | 87 | 82 | 85 | 0.63 | 80.25 | 0.882 |