Table 4 The classification results on USTC-TFC2016
From: Network traffic classification model based on attention mechanism and spatiotemporal features
Category | Recall (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | Precision (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) | F1 score (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) |
|---|---|---|---|
BitTorrent | 100.00 | 99.88 | 99.94 |
FaceTime | 100.00 | 100.00 | 100.00 |
FTP | 100.00 | 100.00 | 100.00 |
Gmail | 99.53 | 99.88 | 99.71 |
MySQL | 100.00 | 100.00 | 100.00 |
Outlook | 99.87 | 99.47 | 99.67 |
Skype | 100.00 | 100.00 | 100.00 |
SMB | 99.68 | 99.84 | 99.76 |
99.85 | 99.85 | 99.85 | |
World of Warcraft | 100.00 | 99.87 | 99.93 |
Cridex | 100.00 | 100.00 | 100.00 |
Geodo | 100.00 | 100.00 | 100.00 |
htbot | 99.84 | 100.00 | 99.92 |
Miuref | 100.00 | 100.00 | 100.00 |
Neris | 93.05 | 98.50 | 95.67 |
Nsis-ay | 99.17 | 99.50 | 99.33 |
Shifu | 100.00 | 99.86 | 99.95 |
Tinba | 100.00 | 100.00 | 100.00 |
Virut | 97.85 | 91.17 | 94.36 |
Zeus | 100.00 | 100.00 | 100.00 |