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Table 47 Features by supervised ranking feature importance

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