Table 1 NSL-KDD dataset features
From: Ensemble-based multi-filter feature selection method for DDoS detection in cloud computing
Number | Data features | Number | Data features | Number | Data features | Number | Data features | |
|---|---|---|---|---|---|---|---|---|
1 | Duration | 12 | Logged_in | 23 | Count | 34 | Dst_host_same_srv_rate | |
2 | Protocol_type | 13 | Num_compromised | 24 | Srv_count | 35 | Dst_host_diff_srv_rate | |
3 | Service | 14 | Root_shell | 25 | Serror_rate | 36 | Dst_host_same_src_port_rate | |
4 | Flag | 15 | Su_attempted | 26 | Srv_serror_rate | 37 | Dst_host_srv_diff_host_rate | |
5 | Src_bytes | 16 | Num_root | 27 | Rerror_rate | 38 | Dst_host_serror_rate | |
6 | Dst_bytes | 17 | Num_file_creations | 28 | Srv_rerror_rate | 39 | Dst_host_srv_serror_rate | |
7 | Land | 18 | Num_shells | 29 | Same_srv_rate | 40 | Dst_host_rerror_rate | |
8 | Wrong_fragment | 19 | Num_access_files | 30 | Diff_srv_rate | 41 | Dst_host_srv_rerror_rate | |
9 | Urgent | 20 | Num_outbound_cmds | 31 | Srv_diff_host_rate | Â | ||
10 | Hot | 21 | Is_host_login | 32 | Dst_host_count | |||
11 | Num_failed_logins | 22 | Is_guest_login | 33 | Dst_host_srv_count | |||