Table 14 Top 20 features for Brute Force Web Attacks ranked by Filter-based techniques
From: A new feature popularity framework for detecting cyberattacks using popular features
Chi Squared | Information Gain | Information Gain Ratio |
|---|---|---|
Idle_Std | Fwd_Packets_s | Fwd_Packets_s |
Fwd_IAT_Total | Flow_Packets_s | Flow_Packets_s |
Flow_IAT_Std | Fwd_IAT_Mean | Fwd_IAT_Mean |
Idle_Max | Flow_IAT_Mean | Flow_IAT_Mean |
Flow_IAT_Max | Fwd_IAT_Total | Fwd_IAT_Total |
Fwd_IAT_Std | Flow_IAT_Std | Flow_IAT_Std |
Active_Min | Fwd_IAT_Std | Fwd_IAT_Std |
Fwd_IAT_Max | Flow_IAT_Max | Flow_IAT_Max |
Active_Mean | Flow_Bytes_s | Flow_Bytes_s |
Bwd_IAT_Max | Fwd_IAT_Max | Fwd_IAT_Max |
Bwd_IAT_Total | Packet_Length_Mean | Packet_Length_Mean |
Flow_IAT_Mean | Average_Packet_Size | Average_Packet_Size |
Fwd_IAT_Mean | FwdPktLenMean | FwdPktLenMean |
Active_Max | AvgFwdSegSize | AvgFwdSegSize |
Idle_Min | Max_Packet_Length | Max_Packet_Length |
Bwd_IAT_Mean | Bwd_Packets_s | Bwd_Packets_s |
Bwd_IAT_Min | TotLenFwdPkts | TotLenFwdPkts |
TotLenFwdPkts | Subflow_Fwd_Bytes | Subflow_Fwd_Bytes |
Subflow_Fwd_Bytes | Packet_Length_Std | Packet_Length_Std |
Bwd_IAT_Std | PktLenVar | PktLenVar |