Research Article
DL-IDS: Extracting Features Using CNN-LSTM Hybrid Network for Intrusion Detection System
Table 5
Model performance with training packet length of 40.
| Label | ACC (%) | TPR (%) | FPR (%) | F1-score (%) |
| Normal | 99.54 | 99.52 | 0.00 | 99.61 | FTP-Patator | 99.62 | 92.29 | 0.27 | 91.45 | SSH-Patator | 99.63 | 87.04 | 0.00 | 86.87 | Dos | 99.61 | 98.25 | 0.00 | 97.87 | Heartbleed | 99.66 | 81.12 | 0.00 | 81.20 | Infiltration | 99.55 | 98.07 | 0.18 | 97.54 | PortScan | 99.54 | 98.42 | 0.00 | 98.71 | Overall | 98.67 | 97.21 | 0.47 | 93.32 |
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