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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

Â