Table 2 Malware detection result of GWOANL-SMDC technique under various epochs.

Epoch − 500

Benign

99.09

99.74

98.90

99.32

97.98

Malware

99.09

97.84

99.48

98.65

97.98

Average

99.09

98.79

99.19

98.98

97.98

Epoch − 1000

Benign

98.94

99.70

98.94

99.32

97.97

Malware

99.40

97.91

99.40

98.65

97.97

Average

99.17

98.80

99.17

98.98

97.97

Epoch − 1500

Benign

98.86

99.68

98.86

99.27

97.83

Malware

99.36

97.76

99.36

98.55

97.83

Average

99.11

98.72

99.11

98.91

97.83

Epoch − 2000

Benign

98.60

99.54

98.60

99.07

97.23

Malware

99.08

97.25

99.08

98.16

97.23

Average

98.84

98.39

98.84

98.61

97.23