Network Intrusion Detection through Stacking Dilated Convolutional Autoencoders

Table 1

Sample distribution of the CTU-UNB dataset and the Contagio-CTU-UNB dataset.

CTU-UNB dataset					Contagio-CTU-UNB dataset
Traffic type		Training set	Validation set	Test set	Total	Traffic type	Training set	Validation set	Test set	Total
Normal		41480	8123	8174	57867	Normal	10812	2053	2061	14926
Bot	Neris	8039	1567	1565	11171	Botnet	10681	2107	2047	14835
	Rbot	6073	1228	1221	8522	Web-based malware	10327	1928	1929	14184
	Virut	18914	3680	3767	26361
	Menti	217	40	43	300	Exploit	7325	1396	1418	10139
	Sogou	34	5	5	44	APT	1439	242	276	1957
	Murlo	2013	364	358	2735
	NSIS.ay	4395	903	867	6165	Scan	6466	1274	1269	9009
	Total	39685	7877	7826	55298
Total		81165	16000	16000	113165	Total	47050	9000	9000	65050