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Journal of Big Data

Table 5 Selected features using Random Forests feature selection in the CIC-IDS 2018 Dataset

From: A novel time efficient learning-based approach for smart intrusion detection system

Selected features

Dst Port'

'Flow IAT Max'

'Fwd Pkts/s'

'Init Bwd Win Byts'

'Flow Duration'

'Flow IAT Min'

'Bwd Pkts/s'

'Fwd Seg Size Min'

'Tot Bwd Pkts'

'Fwd IAT Tot'

'Pkt Len Max'

'Idle Mean'

'TotLen Fwd Pkts'

'Fwd IAT Mean'

'Pkt Len Mean'

'Idle Max

'TotLen Bwd Pkts'

'Fwd IAT Std'

'RST Flag Cnt'

'Flow Pkts/s'

'Fwd Pkt Len Max'

'Fwd IAT Max'

'ACK Flag Cnt'

'Flow IAT Mean'

'Fwd Pkt Len Mean'

'Fwd IAT Min'

'Pkt Size Avg'

'Fwd Header Len'

'Bwd Pkt Len Max'

'Bwd IAT Std'

'Fwd Seg Size Avg'

'Bwd Header Len'

'Flow Byts/s'

'Bwd IAT Max'

'Subflow Fwd Byts'

'Init Fwd Win Byts'

'Subflow Bwd Pkts'

   
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