A Reliable Network Intrusion Detection Approach Using Decision Tree with Enhanced Data Quality

Table 6

Performances’ comparison with other models on CICIDS2017.

	Method	Accuracy	DR	FAR
Chiba et al. [1]	DTRM	96.66	94.475	4.47
Alazzam et al. [13]	EnSVM	93.64	97.56	20.28
Ayo et al. [25]	BRS	97.96	96.38	3.00
Khraisat et al. [9]	DL	92.92	92.38	3.24
Proposed approach	DTE	98.80	97.30	3.10