Table 4.
SVM results.
Type | Kernel | C | G | A (%) | S (%) | SN (%) |
---|---|---|---|---|---|---|
C-SVC | SIGMOID | 0.0625 | 1.52587890625E−5 | 82.04 | 94.17 | 69.90 |
C-SVC | SIGMOID | 1.0 | 0.00390625 | 85.44 | 86.41 | 84.47 |
C-SVC | SIGMOID | 16.0 | 2.44140625E−4 | 87.86 | 88.35 | 87.38 |
C-SVC | RBF | 1.0 | 2.44140625E−4 | 82.04 | 94.17 | 69.90 |
C-SVC | RBF | 0.0625 | 0.00390625 | 86.41 | 98.06 | 74.76 |
C-SVC | RBF | 16.0 | 2.44140625E−4 | 91.26 | 92.23 | 90.29 |
C-SVC | LINEAR | 0.00390625 | 1.52587890625E−5 | 87.86 | 88.35 | 87.38 |
NU-SVC | SIGMOID | 16.0 | 0.0625 | 57.28 | 54.37 | 60.19 |
NU-SVC | SIGMOID | 1.0 | 0.00390625 | 93.20 | 94.17 | 92.23 |
NU-SVC | RBF | 256.0 | 2.44140625E−4 | 95.63 | 96.12 | 95.15 |
ONE-CLASS | SIGMOID | 1.0 | 0.00390625 | 23.79 | 0.0 | 32.67 |
ONE-CLASS | SIGMOID | 1.0 | 1.52587890625E−5 | 24.27 | 0.0 | 32.47 |
ONE-CLASS | SIGMOID | 0.0625 | 1.0 | 48.54 | 0.0 | 96.15 |
ONE-CLASS | RBF | 16.0 | 0.0625 | 20.87 | 0.0 | 26.54 |
ONE-CLASS | RBF | 16.0 | 1.52587890625E−5 | 21.84 | 0.0 | 30.41 |
ONE-CLASS | RBF | 65,536.0 | 0.00390625 | 24.76 | 0.0 | 34.46 |
* Cost (C), Gamma (G), Accuracy (A), Specificity (S) and Sensibility (SN).