Research Article
[Retracted] Research on DoS Traffic Detection Model Based on Random Forest and Multilayer Perceptron
Table 7
Performance comparison of the algorithm proposed in this paper with other algorithms.
| | Algorithm model | Precision | Recall | F1 |
| CICIDS2017 | AdaBoost | 0.77 | 0.84 | 0.77 | NB | 0.88 | 0.04 | 0.04 | RF | 0.98 | 0.97 | 0.97 | MLF | 0.77 | 0.83 | 0.76 | RF-MLP | 0.99 | 0.99 | 0.99 |
| UNSW-NB15 | KNN | 0.78 | — | — | SVM | 0.72 | — | — | RF | — | 0.10 | — | RF-MLP | 0.80 | 0.94 | 0.85 |
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