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Advances, Systems and Applications

Table 10 NF-UQ-NIDS dataset with feature selection technique followed by 2D-ACNN

From: Intelligent intrusion detection framework for multi-clouds – IoT environment using swarm-based deep learning classifier

Datasets

TPR ± STDV

FPR ± STDV

Accuracy ± STDV

F-measure ± STDV

NF-BoTIoT

0.8012 ± (0.011)

0.056 ± (0.007)

0.859 ± (0.004)

0.845 ± (0.006)

NF-ToNIoT

0.856 ± (0.014)

0.085 ± (0.000)

0.893 ± (0.008)

0.884 ± 0.014

NF-UNSWNB15

0.707 ± (0.012)

0.057 ± (0.003)

0.652 ± (0.010)

0.795 ± (0.005)

NF-CSE CI-CIDS2018

0.613 ± (0.002)

0.037 ± (0.003)

0.805 ± (0.010)

0.761 ± (0.002)