Research Article
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 |
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