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Table 2 Detection accuracy comparisons with 19 features

From: Intelligent feature selection and classification techniques for intrusion detection in networks: a survey

Exp. No.

SVM

IAEMSVM

IREMSVM

Probe

DoS

Others

Probe

DoS

Others

Probe

DoS

Others

1

91.53

92.30

60.73

99.58

99.69

71.52

99.78

99.79

71.71

2

90.78

91.45

61.10

99.41

99.27

69.32

99.51

99.38

69.41

3

90.67

92.70

60.92

99.58

99.49

74.12

99.67

99.58

74.22

4

91.29

91.68

61.20

99.30

99.24

73.13

99.34

99.32

73.25

5

91.23

92.90

62.43

99.38

99.22

71.87

99.31

99.32

71.91