From: Improved cytokine–receptor interaction prediction by exploiting the negative sample space
SE | SP | ACC | MCC | AUC | g-means | |
---|---|---|---|---|---|---|
Random (loocv) | ||||||
NB | 52.3 | 59.3 | 55.8 | 0.119 | 0.554 | 54.9 |
A1DE | 70.5 | 53.3 | 62.9 | 0.264 | 0.707 | 62.5 |
SMO-RBF | 79.1 | 74.5 | 76.7 | 0.536 | 0.767 | 76.7 |
SMO-PolyK | 62.8 | 50.9 | 56.9 | 0.199 | 0.569 | 56.4 |
SMO-PuK | 73.0 | 83.5 | 78.2 | 0.568 | 0.782 | 78.0 |
IBK | 81.4 | 71.9 | 76.6 | 0.536 | 0.766 | 76.4 |
Bagging | 66.6 | 63.5 | 65.1 | 0.303 | 0.718 | 65.0 |
RF | 73.2 | 71.6 | 72.4 | 0.449 | 0.807 | 72.3 |
K-means (loocv) | ||||||
NB | 73.3 | 51.3 | 61.3 | 0.253 | 0.713 | 63.0 |
A1DE | 83.6 | 84.1 | 83.9 | 0.679 | 0.908 | 83.8 |
SMO-RBF | 90.2 | 90.8 | 90.5 | 0.814 | 0.905 | 90.5 |
SMO-PolyK | 80.5 | 87.9 | 84.2 | 0.686 | 0.842 | 84.0 |
SMO-PuK | 85.7 | 91.7 | 88.4 | 0.770 | 0.887 | 88.3 |
IBK | 86.1 | 86.1 | 86.1 | 0.722 | 0.861 | 86.0 |
Bagging | 86.4 | 92.3 | 89.4 | 0.789 | 0.945 | 89.3 |
RF | 89.7 | 96.3 | 93.0 | 0.862 | 0.965 | 92.9 |