Table 3.
SVM Method | Kernel Scale |
Running Time |
Validation Accuracy (%) |
Operating Point | AUC (%) |
|
---|---|---|---|---|---|---|
TPR | FPR | |||||
Linear | 1 | 90.44 | 0.8990 | 0.0460 | 95.37 | |
Coarse Gaussian | 6.9 | 1.02 | 90.72 | 0.9004 | 0.0487 | 95.18 |
Medium Gaussian | 1.7 | 1.18 | 91.65 | 0.9004 | 0.0487 | 95.19 |
Fine Gaussian | 0.43 | 1.33 | 91.56 | 0.9018 | 0.0378 | 96.01 |
Polynomial (Order:2) | 1 | 1.08 | 91.42 | 0.8920 | 0.0265 | 95.61 |
Polynomial (Order:3) | 1 | 1.80 | 91.56 | 0.8927 | 0.0292 | 95.88 |