Network Intrusion Detection through Stacking Dilated Convolutional Autoencoders

Table 4

Precision, recall, and -measure of various deep learning methods.

Traffic type	SAE			DBN			DCAE
	(%)	(%)	(%)	(%)	(%)	(%)	(%)	(%)	(%)
Normal	96.09	96.60	96.35	96.12	96.12	96.12	98.59	98.64	98.62
Botnet	96.38	97.41	96.90	96.38	97.61	96.99	98.69	99.66	99.17
Web-based Malware	97.87	97.56	97.72	97.72	97.56	97.64	99.12	98.96	99.04
Exploit	96.71	95.28	95.99	96.38	95.84	96.11	98.94	98.73	98.84
APT	95.56	93.48	94.51	97.33	92.39	94.80	99.24	94.93	97.04
Scan	98.50	98.50	98.50	98.58	98.50	98.54	99.84	99.61	99.72
Total	96.96	96.96	96.95	96.95	96.94	96.94	98.98	98.98	98.98