Using XGBoost to Discover Infected Hosts Based on HTTP Traffic

Table 11

The experimental result under different malware traffic ratios.

Malicious traffic ratio in dataset (%)	ACC (%)	P (%)	R (%)	F1 (%)
40	94.81	94.58	92.90	93.57
30	91.99	87.41	92.11	89.70
20	97.16	95.87	87.03	92.02
10	97.52	94.04	78.14	85.36