Research Article

On Internet Traffic Classification: A Two-Phased Machine Learning Approach

Table 8

Flow attribute usage.

⁢Flow attribute usage in selected C5.0 classifier
CategoryAttributePercentage use

Protocol and portProtocol80.62%
Destination port100%
Source port100%

Transmitted flow (Tx) attributesBytes [Tx.B.]100%
Packets [Tx.Pkt.]100%
Bits per second [Tx.bps.]100%
Packets per sec. [Tx.pps.]96.25%
Bytes per package [Tx.Bpp.]100%
Duration [Tx.s.]95.48%

Received flow (Rx) attributesBytes [Rx.B.]100%
Packets [Rx.Pkt.]100%
Bits per sec. [Rx.bps.]100%
Bytes per package [Rx.Bpp.]100%
Duration [Rx.s.]98.61%