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