Empirical Evaluation of Noise Influence on Supervised Machine Learning Algorithms Using Intrusion Detection Datasets

Table 6

Comparison between different datasets related to intrusion detection.

No.	Dataset	Creation date	Based on	Deployment	Attack categories	No. of attributes	No. of records
1	DARPA 1998	1998	—	NIDS	DoS	41	Not mentioned
					Probe
					R2L
					U2R
2	KDD CUP 99	1999	DARPA 1998	NIDS	DoS	41	4,898,431
					Probe
					R2L
					U2R
3	NSL-KDD	2009	KDD CUP 99	NIDS	DoS	41	148,517
					Probe
					R2L
					U2R
4	UNSW-NB15	2015	—	NIDS	Analysis Reconnaissance	45	2,540,044
					Shellcode
					Fuzzers
					Worm
					Generic
					DoS
					Exploits
					Backdoors
5	ADFA	2013	—	HIDS	Hydra-FTP	Not mentioned	5,773 (Windows)
					Hydra-SSH		5,800 (Linux)
					Add-user
					Java-Meterpreter
					Web-shell