Table 3 Performance analysis of intrusion detection system using kdd cup-99 dataset.
Methods | Accuracy (%) | Precision (%) | Recall (%) | Sensitivity (%) | F-score (%) |
|---|---|---|---|---|---|
SVM | 89.56 | 89.43 | 89.23 | 89.29 | 88.54 |
LSTM | 93.24 | 93.26 | 93.18 | 93.16 | 93.25 |
CapsNet | 96.54 | 96.51 | 96.48 | 96.23 | 96.12 |
Proposed ECapsNet | 98.90 | 98.78 | 98.65 | 98.54 | 98.45 |
