Research Article
DL-IDS: Extracting Features Using CNN-LSTM Hybrid Network for Intrusion Detection System
Table 8
CNN and LSTM models versus traditional machine learning algorithms.
| ā | ACC (%) | TPR (%) | FPR (%) | F1-score (%) |
| MultinomialNB | 72.52 | 78.20 | 33.16 | 52.06 | Random Forest | 96.08 | 95.47 | 3.30 | 76.71 | J48 | 97.32 | 96.80 | 2.17 | 91.43 | Logistic Regression | 97.68 | 94.96 | 1.47 | 90.55 | DL-IDS | 98.67 | 97.21 | 0.47 | 93.32 |
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