Research Article
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 |
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