Research Article
Detecting Overlapping Data in System Logs Based on Ensemble Learning Method
Table 4
Performance results based on AdaBoost.
| Algorithm | Performance metrics | Accuracy | Precision | Recall | | MCC |
| AB-LR | 0.905 | 1.0 | 0.833 | 0.909 | 0.682 | AB-LR (<0.65) | 0.905 | 1.0 | 0.833 | 0.909 | 0.826 | AB-DT | 0.952 | 1.0 | 0.917 | 0.957 | 0.825 | AB-DT (<0.65) | 0.971 | 1.0 | 0.964 | 0.982 | 0.919 | AB-NB | 0.857 | 0.909 | 0.833 | 0.870 | 0.512 | AB-NB (<0.65) | 0.829 | 1.0 | 0.786 | 0.88 | 0.65 |
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