Research Article
Intrusion Detection System to Advance Internet of Things Infrastructure-Based Deep Learning Algorithms
Table 4
Correlation coefficient between features and attack class.
| Features | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack | Attack |
| Src_IP | 0.55 | | | | | | | | | | | | | | | | | | | | Fwd_Pkt_Len_Min | | 0.50 | | | | | | | | | | | | | | | | | | | Flow_Pkts/s | | | 0.50 | | | | | | | | | | | | | | | | | | Flow_IAT_Mean | | | | 0.50 | | | | | | | | | | | | | | | | | Flow_IAT_Min | | | | | 0.68 | | | | | | | | | | | | | | | | Fwd_IAT_Tot | | | | | | 0.69 | | | | | | | | | | | | | | | Fwd_IAT_Mean | | | | | | | 0.84 | | | | | | | | | | | | | | Bwd_IAT_Mean | | | | | | | | 0.63 | | | | | | | | | | | | | Bwd_IAT_Max | | | | | | | | | 0.63 | | | | | | | | | | | | Bwd_IAT_Min | | | | | | | | | | 0.63 | | | | | | | | | | | Fwd_PSH_Flags | | | | | | | | | | | 0.1 | | | | | | | | | | FIN_Flag_Cnt | | | | | | | | | | | | 0.99 | | | | | | | | | RST_Flag_Cnt | | | | | | | | | | | | | 0.99 | | | | | | | | CWE_Flag_Count | | | | | | | | | | | | | | 0.99 | | | | | | | ECE_Flag_Cnt | | | | | | | | | | | | | | | 0.99 | | | | | | Fwd_Byts/b_Avg | | | | | | | | | | | | | | | | 0.1 | | | | | Bwd_Pkts/b_Avg | | | | | | | | | | | | | | | | | 0.1 | | | | Init_Bwd_Win_Byts | | | | | | | | | | | | | | | | | | 0.53 | | | Active_Mean | | | | | | | | | | | | | | | | | | | 0.94 | | Idle_Max | | | | | | | | | | | | | | | | | | | | 0.87 |
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