A Deep Random Forest Model on Spark for Network Intrusion Detection

Table 8

The multiclassification results on NSL-KDD.

Type	PRF		DSSVM		A-DNN		FS-DPRF
	DR	FAR	DR	FAR	DR	FAR	DR	FAR
DOS	0.942	0.057	0.960	0.040	0.983	0.017	0.990	0.010
R2L	0.947	0.053	0.892	0.109	0.924	0.076	0.961	0.039
U2R	0.930	0.073	0.921	0.078	0.925	0.075	0.976	0.024
Probe	0.863	0.136	0.911	0.088	0.887	0.113	0.946	0.053
Normal	0.955	0.048	0.960	0.040	0.948	0.052	0.983	0.016