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