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Table 51 Features by supervised ranking feature importance

From: IoT information theft prediction using ensemble feature selection

XGBoost CatBoost Light GBM RF
dport sbytes flgs_number dport
bytes dport dport state_number
dbytes bytes dur bytes
rate max bytes drate
dpkts drate state_number srate
drate dbytes proto_number dpkts
stddev flgs_number drate dbytes
proto_number stddev rate flgs_number
sum min stddev proto_number
flgs_number dpkts sport sum
dur dur dpkts spkts
state_number   pkts max
mean   mean dur
spkts   dbytes mean
pkts   min sbytes
sport   max min
max   sum pkts
   srate sport
   spkts rate
   sbytes