Table 8 Ablation study on NSL-KDD (%).
From: An attack detection method based on deep learning for internet of things
Model | Acc | Pre | Rec | F1 | Train time(s) | Inference time(s) |
|---|---|---|---|---|---|---|
w/o G | 98.78 | 98.79 | 98.78 | 98.78 | 1107.52 | 15.41 |
w/o C | 96.49 | 96.24 | 96.49 | 96.04 | 71.30 | 0.93 |
w/o L | 98.57 | 98.55 | 98.57 | 98.55 | 705.91 | 11.06 |
w/o E | 98.52 | 98.58 | 98.52 | 98.53 | 798.34 | 11.35 |
Our | 99.21 | 99.22 | 99.21 | 99.22 | 591.30 | 7.99 |
