Table 6 Variable importance.
From: Traffic prediction in SDN for explainable QoS using deep learning approach
Variable | Relative importance | Scaled importance | Percentage |
|---|---|---|---|
Dst | 738.7526855 | 1.0 | 0.2245657 |
Src | 394.7110901 | 0.5342939 | 0.1199841 |
Switch | 278.0320129 | 0.3763533 | 0.0845161 |
dur_nsec | 273.2421265 | 0.3698696 | 0.0830600 |
Protocol | 272.5742493 | 0.3689655 | 0.0828570 |
flows | 261.1378479 | 0.3534848 | 0.0793806 |
Pktcount | 195.3378754 | 0.2644158 | 0.0593787 |
Packetins | 152.1798248 | 0.2059956 | 0.0462596 |
Bytecount | 136.2605286 | 0.1844467 | 0.0414204 |
tot_kbps | 119.2972717 | 0.1614847 | 0.0362639 |
pktrate | 81.5488281 | 0.1103872 | 0.0247892 |
port_no | 77.5333252 | 0.1049517 | 0.0235685 |
tot_dur | 41.8599777 | 0.0566630 | 0.0127246 |
Dur | 32.4385338 | 0.0439099 | 0.0098607 |
rx_bytes | 31.0710964 | 0.0420589 | 0.0094450 |
Pktperflow | 25.5084591 | 0.0345291 | 0.0077541 |
tx_kbps | 20.8022137 | 0.0281586 | 0.0063234 |
rx_kbps | 20.0869160 | 0.0271903 | 0.0061060 |
tx_bytes | 13.6969090 | 0.0185406 | 0.0041636 |
Pairflow | 6.3214526 | 0.0085569 | 0.0019216 |
