Research Article
Machine-Learning Approach to Optimize SMOTE Ratio in Class Imbalance Dataset for Intrusion Detection
Table 15
Recall metrics of previous work [
5].
| | Classes | SVM | k-NN | Decision tree |
| | Normal | 0.990 | 1.000 | 1.000 | | U2R | 0.460 | 0.440 | 0.280 | | R2L | 0.190 | 0.140 | 0.130 | | DoS | 0.870 | 1.000 | 1.000 | | Probe | 0.920 | 0.830 | 1.000 |
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