Table 55 Features by supervised ranking feature importance
From: IoT information theft prediction using ensemble feature selection
XGBoost | CatBoost | Light GBM | RF |
|---|---|---|---|
dport | dport | dport | state_number |
state_number | state_number | dur | dport |
stddev | bytes | flgs_number | bytes |
pkts | dur | proto_number | dur |
proto_number | max | drate | flgs_number |
sum | proto_number | state_number | rate |
dur | dbytes | sport | sbytes |
dbytes | mean | rate | dbytes |
flgs_number | sport | srate | dpkts |
mean | pkts | mean | sum |
rate | Â | sbytes | drate |
dpkts | Â | min | min |
sport | Â | sum | proto_number |
max | Â | dbytes | sport |
spkts | Â | pkts | srate |
drate | Â | stddev | mean |
srate | Â | bytes | spkts |
min | Â | spkts | max |
| Â | Â | dpkts | Â |
| Â | Â | max | Â |