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 modelPrecisionRecallF1

CICIDS2017AdaBoost0.770.840.77
NB0.880.040.04
RF0.980.970.97
MLF0.770.830.76
RF-MLP0.990.990.99

UNSW-NB15KNN0.78
SVM0.72
RF0.10
RF-MLP0.800.940.85