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Table 2 Performance results (%) for pre-seizure and seizure EEG signal classification using the spectral feature-set

From: Epileptic seizure classifications using empirical mode decomposition and its derivative

Approach

Components

SVM

KNN

Naive Bayes

Logistic regression

ACC

F-score

ACC

F-score

ACC

F-score

ACC

F-score

EMD

IMF1

94.12

94

94.38

94.35

94.56

94.28

85

82.73

IMF2

94.06

93.81

92.94

92.77

93.75

93.42

94.06

93.97

IMF3

93.63

93.60

94.75

94.59

95.81

95.66

77.19

80

IMF1–IMF2

94.69

94.53

93.25

93.15

94.94

94.70

83.13

84.75

IMF1–IMF3

85.50

86.56

95.44

95.35

96.88

96.77

94.69

94.50

IMF2–IMF3

93.34

93.77

94.81

94.66

96.13

95.99

83.44

82.03

IMF1–3

93

93.31

94.88

94.80

96.19

96.06

82.50

82.93

IMF1–4

93.81

94.03

94.66

94.59

95.75

95.62

84.38

83.77

EEMD

IMF1

96.06

96.02

95.06

95.05

94.44

94.26

96.25

96.25

IMF2

92.13

91.90

91.94

91.88

93

92.56

92.50

92.31

IMF3

94.56

94.48

94.25

94.20

95.56

95.39

96.88

96.86

IMF1–IMF2

94.38

94.26

94.94

94.88

94.81

94.61

81.88

81.29

IMF1–IMF3

74.31

73.80

95.31

95.26

96.75

96.6

79.69

78.83

IMF2–IMF3

94.94

94.83

93.75

93.74

95.69

95.52

96.88

96.89

IMF1–3

95.12

94.84

96.69

96.66

96.06

95.93

88.13

88.34

IMF1–4

91.25

90.64

96.31

96.29

96.81

96.68

90.31

89.42

DWT

AC+DC1-3

81.25

77.56

93.31

93.24

95

94.87

88.75

88.82

EEG

All EEG

72.06

67.29

93.31

93.37

77.37

71.59

89.06

88.14