Research Article
On Internet Traffic Classification: A Two-Phased Machine Learning Approach
Table 5
Segregated flows per application.
| | Traffic class | Application | Cluster () | wss/total_ss | Content specific flows | Auxiliary flows |
| | Streaming | YouTube | 3 | 87.3% | Streaming | Browsing | | Netflix | 3 | 94.6% | Streaming | Browsing | | Dailymotion | 3 | 95.1% | Streaming | Browsing |
| | Comms./VoIP | Skype | 2 | 98.8% | Comms. | Comms. Ctrl. | | Gtalk | 2 | 97.21% | Comms. | Comms. Ctrl. | | Facebook Messenger | 3 | 92.12% | Comms. | Comms. Ctrl., Browsing |
| | Torrents/P2P | VUZE | 3 | 97.9% | Torrent | Torr.Ctrl. | | BitTorrent | 3 | 91.2% | Torrent | Torr.Ctrl. |
| | Cloud storage | Dropbox | 3 | 89.2% | Up/dwnld. | Browsing | | Google Drive | 3 | 88.15% | Up/dwnld. | Browsing | | OneDrive | 3 | 92.14% | Up/dwnld. | Browsing |
| | Gaming | 8-Ball Pool | 2 | 88.4% | Game ctrl. | Game setup | | Treasure Hunt | 2 | 91.98% | Game ctrl. | Game setup |
| | Email | Thunderbird | 2 | 99.14% | Email msg. | Dir. lookups | | Outlook | 2 | 97.45% | Email msg. | Dir. lookups |
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