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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   sbytes drate
dpkts   min min
sport   sum proto_number
max   dbytes sport
spkts   pkts srate
drate   stddev mean
srate   bytes spkts
min   spkts max
   dpkts  
   max