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Advances, Systems and Applications

Table 11 Performance analysis between existing and proposed methods

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

Performance (%)

Proposed(NF_UQ-NIDS dataset)

LeNet network model (NSL-KDD dataset) [38]

Accuracy

95.20

97.29

False positive rate

2.5

6.5

Detection rate

97.24

98.55