Deep Neural Network-Based Intrusion Detection System through PCA

Table 11

Five classification results of experiment 2.

Algorithm	Evaluation criteria	Normal	DoS	Probe	R2L	U2R
DT	PR	67.01	91.84	26	71.49	52
	DR	95.31	84.18	0.41	61.99	4
	FAR	34.38	3.15	0.16	2.62	0.04
EDF	AC	91.62	98.9	88.15	59.59	15.39
CNN	AC	92.56	98.47	92.58	35.5	26.56
PCA-DNN	PR	64.78	95.62	96.67	82.45	0
	DR	98.19	75.48	16.08	67.5	0
	FAR	39.24	1.51	0.08	1.70	0
DT-PCA-DNN	PR	71	92.21	91.09	78.92	0
	DR	98.81	83.26	36.95	61.66	0
	FAR	26.11	4.1	0.39	1.5	0