Table 18 Top 20 features for XSS 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 |
|---|---|---|
Bwd_IAT_Total | Fwd_Packets_s | Fwd_Packets_s |
Fwd_IAT_Total | Flow_Packets_s | Flow_Packets_s |
Idle_Min | Fwd_IAT_Mean | Fwd_IAT_Mean |
Idle_Mean | Fwd_IAT_Total | Fwd_IAT_Total |
Flow_IAT_Max | Flow_IAT_Mean | Flow_IAT_Mean |
Fwd_IAT_Max | Flow_IAT_Std | Flow_IAT_Std |
Idle_Max | Fwd_IAT_Std | Fwd_IAT_Std |
Fwd_IAT_Mean | Fwd_IAT_Max | Fwd_IAT_Max |
Fwd_IAT_Min | Flow_IAT_Max | Flow_IAT_Max |
Flow_IAT_Min | Flow_Bytes_s | Flow_Bytes_s |
Flow_IAT_Mean | Bwd_Packets_s | Bwd_Packets_s |
Bwd_IAT_Max | PktLenVar | PktLenVar |
TotLenFwdPkts | Packet_Length_Std | Packet_Length_Std |
Subflow_Fwd_Bytes | Packet_Length_Mean | Packet_Length_Mean |
PktLenVar | Average_Packet_Size | Average_Packet_Size |
Subflow_Bwd_Bytes | FwdPktLenMean | FwdPktLenMean |
TotLenBwdPkts | AvgFwdSegSize | AvgFwdSegSize |
Bwd_IAT_Std | TotLenFwdPkts | TotLenFwdPkts |
Fwd_IAT_Std | Subflow_Fwd_Bytes | Subflow_Fwd_Bytes |
Bwd_IAT_Mean | Max_Packet_Length | Max_Packet_Length |