Table 4 performance analysis of intrusion detection system using unsw-nb 15 dataset.

From: Blockchain-based cryptographic framework for secure data transmission in IoT edge environments using ECaps-Net

Methods

Accuracy (%)

Precision (%)

Recall (%)

Sensitivity (%)

F-score (%)

SVM

89.45

89.38

89.18

89.23

88.36

LSTM

93.18

93.16

93.15

93.12

93.14

CapsNet

96.32

96.45

96.33

96.21

96.06

Proposed ECapsNet

98.78

98.74

98.54

98.43

98.32