Research Article
Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection
| SVR parameters | Values | SVM parameters | Values |
| Batch size | 100 | Batch size | 100 | C | 1 | c | 1 | Filter type | Normalize training data | Filter type | Normalize training data | Kernel | PolyKernel | Epsilon | 1.00Eā12 | RegSMOImproved optimizer | Epsilon | 1.0Eā12 | Calibrator | Logistic | Epsilon Param. | 0.001 | Kernel | PolyKernel | Tolerance | 0.001 | Tolerance Param. | 0.001 |
|
|