Research Article
Detecting Overlapping Data in System Logs Based on Ensemble Learning Method
Table 3
Performance results based on traditional machine learning.
| Algorithm | Performance metrics | Accuracy | Precision | Recall | | MCC |
| LR | 0.857 | 0.846 | 0.917 | 0.880 | 0.5 | LR (<0.65) | 0.914 | 0.931 | 0.964 | 0.947 | 0.742 | DT | 0.857 | 0.811 | 0.750 | 0.857 | 0.507 | DT (<0.65) | 0.971 | 0.92 | 0.821 | 0.868 | 0.565 | NB | 0.761 | 0.733 | 0.917 | 0.815 | 0.232 | NB (<0.65) | 0.829 | 0.824 | 1.0 | 0.903 | 0.343 |
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