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

Table 10

List of UNSW-NB15 attributes.

No.	Attribute	Type
1	Id	Numeric
2	Dur	Numeric
3	Proto	Nominal
4	Service	Nominal
5	State	Nominal
6	Spkts	Numeric
7	Dpkts	Numeric
8	Sbytes	Numeric
9	Dbytes	Numeric
10	Rate	Numeric
11	Sttl	Numeric
12	Dttl	Numeric
13	Sload	Numeric
14	Dload	Numeric
15	Sloss	Numeric
16	Dloss	Numeric
17	Sinpkt	Numeric
18	Dinpkt	Numeric
19	Sjit	Numeric
20	Djit	Numeric
21	Swin	Numeric
22	Stcpb	Numeric
23	Dtcpb	Numeric
24	Dwin	Numeric
25	Tcprtt	Numeric
26	Synack	Numeric
27	Ackdat	Numeric
28	Smean	Numeric
29	Dmean	Numeric
30	Trans_depth	Numeric
31	Response_body_len	Numeric
32	Ct_srv_src	Numeric
33	Ct_state_ttl	Numeric
34	Ct_dst_	Numeric
35	Ct_src_dport_ltm	Numeric
36	Ct_dst_sport_ltm	Numeric
37	Ct_dst_src_ltm	Numeric
38	Is_ftp_login	Numeric
39	Ct_ftp_cmd	Numeric
40	Ct_flw_http_mthd	Numeric
41	Ct_src_ltm	Numeric
42	Ct_srv_dst	Numeric
43	Is_sm_ips_ports	Numeric
44	Attack_cat	Nominal
45	Label	Numeric