Table 3. Analysis of Intrusion Detection Studies using CIC-2018.

Algorithm\Dataset		CSE-CIC-IDS 2018 (CIC-2018)
ML	Random Forest	O	-
	GNB	O	-
	Decision Tree	O	-
	MLP	O	-
DL	DNN	-	-
	GBT	-	-
	XGBoost	-	-
	CNN	-	O
	RNN	-	O
pre-processing		Remove normal/noise data	Remove null values and infinite values
		Eliminate unnecessary value after decimal	Convert numerical data into images
		Replace untreatable value	-
evaluation		Classify each Zero-Day attack & benign data	Multiclass Classification - CNN
		Classify mixed Zero-Day attack & benign data	Multiclass Classification - RNN
reference		[15]	Our approach