A Residual Learning-Based Network Intrusion Detection System

Table 1

Distribution of UNSW-NB15 training set and testing.

Type	Train_set	Test_set	Label
Analysis	2000	677	0
Backdoors	1746	583	1
DoS	12264	4089	2
Exploits	33393	11132	3
Fuzzers	18185	6062	4
Generic	40000	18871	5
Normal	56000	37000	6
Recon	10492	3496	7
Shellcode	1133	378	8
Worms	130	44	9