Table 4 Performance of mGOASVM using different kernels with different parameters based on leave-one-out cross validation (LOOCV) using the virus dataset
Kernel | Parameter | Locative accuracy | Actual accuracy |
|---|---|---|---|
Linear SVM | – | 244/252 = 96.8% | 184/207 = 88.9% |
RBF SVM | σ=2−2 | 182/252 = 72.2% | 53/207 = 25.6% |
RBF SVM | σ=2−1 | 118/252 = 46.8% | 87/207 = 42.0% |
RBF SVM | σ=1 | 148/252 = 58.7% | 116/207 = 56.0% |
RBF SVM | σ=21 | 189/252 = 75.0% | 142/207 = 68.6% |
RBF SVM | σ=22 | 223/252 = 88.5% | 154/207 = 74.4% |
RBF SVM | σ=23 | 231/252 = 91.7% | 150/207 = 72.5% |
RBF SVM | σ=24 | 233/252 = 92.5% | 115/207 = 55.6% |
RBF SVM | σ=25 | 136/252 = 54.0% | 5/207 = 2.4% |
Polynomial SVM | d=2 | 231/252 = 91.7% | 180/207 = 87.0% |
Polynomial SVM | d=3 | 230/252 = 91.3% | 178/207 = 86.0% |