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Table 6 Proposed system based on WELM performance on the KDDcup99 dataset

From: Multi-layer intrusion detection system with ExtraTrees feature selection, extreme learning machine ensemble, and softmax aggregation

Attacks

Accuracy with ELM

Accuracy with WELM

Normal

100

100

DoS

100

100

Probe

99.25

99.25

R2L

98.50

99.33

U2R

100

100

Average

99.55

99.71

Softmax

99.76

99.83