Table 3 An evaluation of the proposed method and other methods for performance comparison in CICIDS2017 and UNSW-NB15 datasets.
From: Security situation awareness algorithm of network information transmission based on big data
Dataset | Models | Precision | Recall | F-Measure | Accuracy | AUC |
|---|---|---|---|---|---|---|
CICIDS2017 | Proposed | 93.7081 | 98.9467 | 95.9935 | 98.9149 | 0.9946 |
Prop. (All features) | 73.8076 | 89.6925 | 77.2406 | 89.6735 | 0.9385 | |
Jose et al.17 | 80.5028 | 94.2943 | 84.5301 | 94.2565 | 0.9681 | |
Henry et al.18 | 83.1933 | 95.5610 | 87.2145 | 95.5666 | 0.9752 | |
Ho et al.19 | 81.8803 | 94.9442 | 85.9258 | 94.9633 | 0.9709 | |
Figueiredo et al.20 | 88.9028 | 97.7033 | 92.2992 | 97.7122 | 0.9709 | |
UNSW-NB15 | Proposed | 92.1666 | 98.4136 | 94.6179 | 98.5123 | 0.9934 |
Prop. (All features) | 77.7317 | 92.4224 | 81.8236 | 92.1156 | 0.9728 | |
Jose et al.17 | 78.7149 | 92.7020 | 82.6915 | 92.6047 | 0.9643 | |
Henry et al.18 | 80.7021 | 94.1184 | 84.6488 | 93.7221 | 0.9822 | |
Ho et al.19 | 79.1492 | 92.5434 | 83.0318 | 92.9160 | 0.9628 | |
Figueiredo et al.20 | 86.6393 | 96.5352 | 89.8522 | 96.5469 | 0.9628 |
