Dataset | SVM kernel function prediction accuracy (%) | |||
---|---|---|---|---|
Linear | RBF | Sigmoid | Polynomial | |
100 | 75.1 | 76 | 74.6 | 81.2 |
200 | 83.4 | 85.6 | 78.6 | 85.6 |
300 | 86 | 87 | 87.4 | 87.2 |
400 | 86.9 | 87.3 | 88 | 87.4 |
500 | 88 | 87.6 | 88.8 | 87.8 |
600 | 89 | 88.1 | 88.9 | 87.2 |
700 | 89.3 | 88.5 | 89 | 87.4 |
800 | 89.5 | 89.9 | 89.2 | 88.6 |
900 | 89.7 | 89 | 90.2 | 88.8 |
1,000 | 90 | 89.4 | 90.2 | 88.8 |
1,100 | 90.2 | 90 | 90.4 | 89.1 |
1,200 | 90.2 | 90.4 | 90.5 | 89.8 |
1,300 | 91.2 | 91 | 90.8 | 90.2 |