Design and Development of an Efficient Network Intrusion Detection System Using Machine Learning Techniques

Table 5

Total instances in UNSW-NB 15 training and testing dataset.

S.no.	Total instances	Training dataset (UNSW-NB15)	Testing dataset (UNSW-NB15)
1	Normal	56000	37000
2	DoS	12264	4089
3	Fuzzers	18184	6062
4	Analysis	2000	677
5	Worms	130	44
6	Exploits	33393	11132
7	Shellcode	1133	378
8	Generic	40000	18871
9	Reconnaissance	10491	3496
10	Backdoor	1746	583