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

Table 8

A list of the NSL-KDD attributes.

No.	Attribute	Type
1	Duration	Numeric
2	Protocol_type	Nominal
3	Service	Nominal
4	Flag	Nominal
5	Src_bytes	Numeric
6	Dst_bytes	Numeric
7	Land	Nominal
8	Wrong_fragment	Numeric
9	Urgent	Numeric
10	Hot	Numeric
11	Num_failed_logins	Numeric
12	Logged_in	Nominal
13	Num_compromised	Numeric
14	Root_shell	Numeric
15	Su_attempted	Numeric
16	Num_root	Numeric
17	Num_file_creations	Numeric
18	Num_shells	Numeric
19	Num_access_files	Numeric
20	Num_outbound_cmds	Numeric
21	Is_host_login	Nominal
22	Is_guest_login	Nominal
23	Count	Numeric
24	Srv_count_	Numeric
25	Serror_rate	Numeric
26	Srv_serror_rate	Numeric
27	Rerror_rate	Numeric
28	Srv_rerror_rate	Numeric
29	Same_srv_rate	Numeric
30	Diff_srv_rate	Numeric
31	Srv_diff_host_rate	Numeric
32	Dst_host_count	Numeric
33	Dst_host_srv_count	Numeric
34	Dst_host_same_srv_rate	Numeric
35	Dst_host_diff_srv_rate	Numeric
36	Dst_host_same_src_port_rate	Numeric
37	Dst_host_srv_diff_host_rate	Numeric
38	Dst_host_serror_rate	Numeric
39	Dst_host_srv_serror_rate	Numeric
40	Dst_host_rerror_rate	Numeric
41	Dst_host_srv_rerror_rate	Numeric
42	Class	Nominal