Research on Network Behavior Risk Measurement Method Based on Traffic Analysis

Table 6

Comparison table of various network security measurement methods.

Common methods	Pr	Rc	F1	Execution time (s)
KNN	0.96	0.96	0.96	1908.23
RF	0.98	0.97	0.97	74.39
AdaBoost	0.77	0.84	0.77	1126.24
MLP	0.77	0.83	0.76	575.73
Naïve Bayes	0.88	0.04	0.04	14.77
QDA	0.97	0.88	0.92	18.79
ID3	0.98	0.98	0.98	235.02
BRM	0.85	0.85	0.85	226