Parameters | Training-Validation-Testing (70% - 15% - 15%) | Training-Validation-Testing (50% - 25% - 25%) | ||||
Linear | Polynomial | RBF | Linear | Polynomial | RBF | |
C | - | 2 | 1 | - | 2 | 1 |
g | - | - | 3 | - | - | 3 |
Training Optimization Time (s) | 0.01 | 0.00 | 0.00 | 0.01 | 0.00 | 0.00 |
Number of Training Dataset | 115 | 115 | 115 | 81 | 81 | 81 |
Number of Misclassification (Training) | 4 | 1 | 1 | 5 | 1 | 1 |
Number of Test Dataset | 52 | 52 | 52 | 86 | 86 | 86 |
Number of Misclassification (Test) | 5 | 4 | 3 | 5 | 5 | 2 |
Training Dataset CDR | 96.52% | 99.13% | 99.13% | 93.83% | 98.77% | 98.77% |
Test Dataset CDR | 90.38% | 92.31% | 98.08% | 94.19% | 94.19% | 97.67% |
Overall CDR | 94.61% | 97.01% | 98.80% | 94.01% | 96.40% | 98.20% |
Specificity | 98.3% | 99.1% | 99.1% | 98.3% | 98.3% | 100.0% |
Sensitivity | 86.3% | 92.2% | 94.1% | 84.3% | 92.2% | 94.1% |