Table 3 The classification results on ISCX VPN-nonVPN
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 (\(\mathbf{10}^{\boldsymbol-\mathbf2}\)) |
|---|---|---|---|
Chat | 97.01 | 99.84 | 98.40 |
100.00 | 96.91 | 98.43 | |
File | 96.80 | 92.13 | 94.40 |
P2P | 100.00 | 99.05 | 99.52 |
Streaming | 98.92 | 99.46 | 99.19 |
VoIP | 92.06 | 96.98 | 94.45 |
VPN_Chat | 99.75 | 99.86 | 99.75 |
VPN_Email | 93.33 | 90.32 | 91.80 |
VPN_File | 97.00 | 97.98 | 97.49 |
VPN_P2P | 97.92 | 97.92 | 97.92 |
VPN_Streaming | 100.00 | 100.00 | 100.00 |
VPN_VoIP | 99.83 | 100.00 | 99.92 |