Journal of Big Data

Table 15 Comparing and contrasting of UNSW-NB15 dataset

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

Algorithms	UNSW-NB15 dataset
	Original feature set				Reduced feature set
	Accuracy	Precision	Recall	F-measure	Accuracy	Precision	Recall	F-measure
NB	75.7	74.1	74.7	76.7	80.6	78.6	79.6	81.6
CNN	91.7	91.1	89.8	91.7	96.2	94	95.2	97.2
SVM	76.5	74.8	76.5	78.5	81.7	80.1	80.7	82.7
ANN	89.1	89.5	89.1	91.1	94	93.3	92.7	95
Proposed	96.2	95.7	94.4	96.2	99.1	98.7	98.4	99.6

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