Table 7 Feature importance.
From: Traffic prediction in SDN for explainable QoS using deep learning approach
Feature | Relative importance | Scaled importance | Percentage |
|---|---|---|---|
dst.10.0.0.4 | 1.0 | 1.0 | 0.0581569 |
src.10.0.0.4 | 0.7531736 | 0.7531736 | 0.0438022 |
src.10.0.0.12 | 0.6048512 | 0.6048512 | 0.0351763 |
dst.10.0.0.3 | 0.6038007 | 0.6038007 | 0.0351152 |
src.10.0.0.3 | 0.5998288 | 0.5998288 | 0.0348842 |
src.10.0.0.10 | 0.5928173 | 0.5928173 | 0.0344764 |
dst.10.0.0.5 | 0.4674018 | 0.4674018 | 0.0271826 |
src.10.0.0.1 | 0.4632869 | 0.4632869 | 0.0269433 |
Protocol.TCP | 0.4463088 | 0.4463088 | 0.0259559 |
dst.10.0.0.12 | 0.4375176 | 0.4375176 | 0.0254447 |
Flows | 0.1232236 | 0.1232236 | 0.0071663 |
tot_kbps | 0.1067728 | 0.1067728 | 0.0062096 |
Switch | 0.1007914 | 0.1007914 | 0.0058617 |
tx_bytes | 0.1007665 | 0.1007665 | 0.0058603 |
rx_kbps | 0.0977972 | 0.0977972 | 0.0056876 |
rx_bytes | 0.0967681 | 0.0967681 | 0.0056277 |
port_no | 0.0165301 | 0.0165301 | 0.0009613 |
