[Retracted] An Intrusion Detection Model Based on Improved ACGAN in Big Data Environment

Table 3

Comparison with other methods (%).

Model	SVM	KNN	CNN	LSTM	DBN	Proposed
Analysis (ACC)	66.44	65.29	69.91	70.43	71.11	89.21
Shellcode (ACC)	61.23	62.24	68.26	69.23	70.26	87.48
Backdoor (ACC)	63.67	63.54	68.88	68.23	70.77	87.21
Worm (ACC)	50.11	51.76	57.25	55.31	58.71	85.48
Accuracy rate	76.65	89.12	93.88	96.24	95.85	98.15
False-positive rate	17.23	17.64	4.61	5.51	3.58	0.82
Underreporting rate	19.16	26.21	6.21	9.29	8.53	1.83