Table 2. Analysis of Intrusion Detection Studies using CIC-2017.

Algorithm\Dataset		CIC-IDS 2017(CIC-2017)
ML	Random Forest	O	-
	GNB	-	-
	Decision Tree	-	-
	MLP	-	-
DL	DNN	O	-
	GBT	O	-
	XGBoost	-	O
	CNN	-	-
	RNN	-	-
pre-processing		Convert the dataset into images	Remove socket data
		Data Padding	Remove white space
		P-ZigZag Encoding	Encode label
		-	Normalize data
		-	Replace or Remove missing/infinite data
		-	Remove normal traffic data
evaluation		Binary Classification - DNN	P-ZigZag
		Binary Classification - GBT
		Multiclass Classification - DNN	OHE
		Multiclass Classification - GBT
reference		[13]	[14]