Comparing and Analyzing Applications of Intelligent Techniques in Cyberattack Detection

Table 6

Detail of KDD dataset attributes with different classes.

S. no.	Dataset feature name	Classes
1	Duration	Basic
2	protocol_type	Basic
3	Service	Basic
4	src_bytes	Basic
5	dst_bytes	Basic
6	Flag	Basic
7	Land	Basic
8	wrong_fragme nt	Basic
9	Urgent	Basic
10	Hot	Content
11	num_failed_lo gins	Content
12	logged_in	Content
13	num_compro missed	Content
14	root_shell	Content
15	su_attempted	Content
16	num_root	Content
17	num_file_crea tions	Content
18	num_shells	Content
19	num_access_fi less	Content
20	num_outboun d_cmds	Content
21	is_hot_login	Content
22	is_guest_login	Content
23	Count	Traffic
24	serror_rate	Traffic
25	rerror_rate	Traffic
26	same_srv_ rate	Traffic
27	diff_srv_r ate	Traffic
28	srv_count	Traffic
29	srv_serror_rate	Traffic
30	srv_rerror_rate	Traffic
31	srv_diff_h ost_rate	Traffic
32	dst_host_count	Host
33	dst_host_srv_co unt	Host
34	dst_host_same_ srv_rate	Host
35	dst_host_diff_sr v_rate	Host
36	dst_host_same_src_port_rate	Host
37	dst_host_count	Host
38	dst_host_srv_co unt	Host
39	dst_host_same_ srv_rate	Host
40	dst_host_diff_sr v_rate	Host
41	dst_host_srv_re rror_rate	Host
42	Class	Host