Table 4 5-fold cross validation result obtained in predicting Human PPIs dataset
Classification model | Testing set | Accu.(%) | Prec.(%) | Sen.(%) | MCC(%) | AUC(%) |
|---|---|---|---|---|---|---|
Proposed method | 1 | 98.22 | 100.00 | 96.30 | 96.50 | 98.03 |
2 | 97.73 | 99.73 | 95.47 | 95.54 | 98.17 | |
3 | 97.55 | 99.87 | 95.04 | 95.20 | 97.94 | |
4 | 97.30 | 99.73 | 94.61 | 94.72 | 97.30 | |
5 | 97.49 | 99.73 | 94.97 | 95.08 | 97.57 | |
Average | 97.66 ± 0.35 | 99.81 ± 0.12 | 95.28 ± 0.65 | 95.41 ± 0.68 | 97.80 ± 0.36 | |
SVM | 1 | 91.79 | 96.70 | 85.84 | 84.75 | 96.43 |
2 | 91.97 | 97.63 | 85.12 | 84.99 | 95.30 | |
3 | 90.63 | 96.21 | 83.86 | 82.78 | 95.90 | |
4 | 91.97 | 97.51 | 85.37 | 85.02 | 96.55 | |
5 | 91.73 | 97.20 | 85.05 | 84.60 | 96.44 | |
Average | 91.62 ± 0.57 | 97.05 ± 0.59 | 85.05 ± 0.73 | 84.43 ± 0.94 | 96.12 ± 0.52 |