Journal of Big Data

Table 13 Comparing and contrasting of NSL-KDD dataset

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

Algorithms	NSL-KDD dataset
	Original feature set				Reduced feature set
	Accuracy	Precision	Recall	F-measure	Accuracy	Precision	Recall	F-measure
NB	79.8	78.6	77.2	78	87.8	85.2	83.6	84.8
CNN	95.2	93.7	92.7	92.7	97.2	96.2	95.2	93.6
SVM	82.1	79.5	79	78.2	83.7	83.4	83.2	82.4
ANN	93.2	92.3	92	93.1	94.6	94	93.6	95
Proposed	98.9	95.8	95.1	96.8	99.7	99.8	97.8	98.8

Back to article page