Cyberattack detection in wireless sensor networks using a hybrid feature reduction technique with AI and machine learning methods

Journal of Big Data

Table 5 Reduction CICIDS2017 feature set

Set of 39 CICIDS2017 reduced features
URG_Flag_Count	Fwd_Packet_Length_Min	Bwd_Packet_Length_Max	Bwd_Packet_Length_Mean	FIN_Flag_Count
Idle_Std	Init_Win_bytes_backward	Down/Up_Ratio	Packet_Length_Mean	Idle_Max
Idle_Mean	Fwd_IAT_Std	Min_Packet_Length	Flow_IAT_Mean	Max_Packet_Length
Bwd_Packet_Length_Std	Fwd_IAT_Mean	Average_Packet_Size	Fwd_PSH_Flags	Fwd_IAT_Total
Flow_IAT_Max	Flow_IAT_Std	Fwd_IAT_Max	Fwd_Packet_Length_Mean	Destination Port
Packet_Length_Std	Avg_Fwd_Segment_Size	Fwd_Packet_Length_Max	ACK_Flag_Count	Packet_Length_Variance
Idle_Min	PSH_Flag_Count	Flow Duration	Bwd_IAT_Max	Avg_Bwd_Segment_Size
Bwd_Packet_Length_Min	Flow_Packets/s	SYN_Flag_Count	Bwd_IAT_Std	Avg_Bwd_Segment_Size

At N = Normal, B = Bot, BF = Brute Force, DD = DDoS, DGE = DoS Golden-Eye, DH = DoS Hulk
FP = FTP patator, HB = Heart Bleed, I = Infilteration, PS = PortScan, S = SQL
SP = SSH Patator, X = XSS, DSHT = DoS SlowHttpTest, DS = DoS Slowloris