Journal of Big Data

Table 14 Comparing and contrasting of CICIDS2017 dataset

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

Algorithms	CICIDS2017 dataset
	Original feature set				Reduced feature set
	Accuracy	Precision	Recall	F-measure	Accuracy	Precision	Recall	F-measure
NB	79.2	77.7	77.2	80	97.8	82.1	81.6	81.8
CNN	94.7	93.7	92.7	92.7	97.2	96.2	95.2	93.7
SVM	80.5	79.5	79	78.2	84.7	83.4	83.2	82.3
ANN	93.1	92.1	92	93.1	95	94	93.6	95
Proposed	97.8	96.8	95.1	96.8	99.8	98.7	97.7	98.7

Back to article page