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Table 3 Proposed system performance on the KDDcup99 dataset

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

Attacks

Accuracy (in %)

No. of features

Normal

100

13

DoS

100

14

Probe

99.25

15

R2L

98.50

14

U2R

100

14

Average

99.55

14

Softmax

99.76

-

No feature selection

95.43

41