Table 2 Top 20 features by filter-based ranking technique for CSE-CIC-IDS2018
From: Detecting cybersecurity attacks across different network features and learners
CS | Information gain | Gain ratio |
|---|---|---|
Fwd_IAT_Total | Fwd_Packets_s | Fwd_Packets_s |
Bwd_IAT_Total | Flow_Packets_s | Flow_Packets_s |
Bwd_IAT_Max | Flow_IAT_Mean | Flow_IAT_Mean |
Fwd_IAT_Max | Destination_Port | Destination_Port |
Flow_IAT_Max | Bwd_Packets_s | Bwd_Packets_s |
Fwd_IAT_Std | Flow_Bytes_s | Flow_Bytes_s |
Idle_Max | Fwd_IAT_Mean | Fwd_IAT_Mean |
Idle_Mean | Flow_IAT_Max | Flow_IAT_Max |
Idle_Min | Fwd_Packet_Length_Mean | Fwd_Packet_Length_Mean |
Flow_IAT_Std | Avg_Fwd_Segment_Size | Avg_Fwd_Segment_Size |
Bwd_IAT_Std | Packet_Length_Std | Packet_Length_Std |
Bwd_IAT_Mean | Fwd_Header_Length | Fwd_Header_Length |
Fwd_IAT_Mean | Packet_Length_Variance | Packet_Length_Variance |
Flow_Bytes_s | Total_Length_of_Fwd_Packets | Total_Length_of_Fwd_Packets |
Active_Max | Subflow_Fwd_Bytes | Subflow_Fwd_Bytes |
Bwd_Packets_s | Packet_Length_Mean | Packet_Length_Mean |
Flow_Packets_s | Fwd_Packet_Length_Max | Fwd_Packet_Length_Max |
Flow_IAT_Mean | Bwd_Packet_Length_Mean | Bwd_Packet_Length_Mean |
Active_Mean | Avg_Bwd_Segment_Size | Avg_Bwd_Segment_Size |
Active_Min | Total_Length_of_Bwd_Packets | Total_Length_of_Bwd_Packets |