Table 7 Comparative findings with the previous studies.
From: Detection of DSCP-based traffic prioritization manipulations and their impact on network performance
Study | Accuracy | Precision | Recall | F1 Score |
|---|---|---|---|---|
0.9451 | 0.9487 | 0.9423 | 0.9455 | |
0.9512 | 0.9561 | 0.9504 | 0.9532 | |
0.9735 | 0.9752 | 0.9719 | 0.9735 | |
0.9648 | 0.9659 | 0.9635 | 0.9647 | |
0.9865 | 0.9871 | 0.9858 | 0.9864 | |
0.9784 | 0.9792 | 0.9775 | 0.9783 | |
This study–CNN | 0.9688 | 0.9733 | 0.9688 | 0.9683 |
This study–RNN | 0.9972 | 0.9973 | 0.9972 | 0.9972 |
This study–LSTM | 0.9972 | 0.9972 | 0.9972 | 0.9972 |
This study–Ensemble | 0.9928 | 0.9928 | 0.9928 | 0.9928 |
