Research Article
TR-IDS: Anomaly-Based Intrusion Detection through Text-Convolutional Neural Network and Random Forest
Table 6
Influence of the payload length and feature number (%).
| Payload length | feature number | ACC | DR | FAR |
| 1000 | 5 | 98.68 | 98.92 | 1.91 | 1000 | 10 | 98.71 | 98.94 | 1.88 | 1000 | 20 | 98.84 | 99.20 | 2.01 | 1000 | 50 | 99.13 | 99.26 | 1.18 | 1000 | 100 | 99.09 | 99.24 | 1.48 |
| 500 | 50 | 99.02 | 99.35 | 1.81 | 1000 | 50 | 99.13 | 99.26 | 1.18 | 1500 | 50 | 99.14 | 98.25 | 1.17 | 2000 | 50 | 99.18 | 98.36 | 1.25 | 3000 | 50 | 99.21 | 99.40 | 1.12 |
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