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

Table 5

Performances’ comparison with other models on NSL-KDD.

	Method	Accuracy	DR	FAR
Masdari and Khezri [12]	Five classification	96.70	95.50	4.70
Ahmim et al. [21]	Tree algorithm	89.24	—	—
Fang [16]	RF	99.33	0.993 TP	0.001FP
Proposed approach	DTE	99.42	98.20	2.64