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Table 5 Results for the five class problem with the EEG database (scenario 3)

From: Time–frequency based feature selection for discrimination of non-stationary biosignals

Methodology

Accuracy (%)

Sensitivity (%)

Specificity (%)

Tiling + PLS [5]

79.40±7.00

Z

71.00±16.33

93.00±3.07

  

O

83.00±11.60

94.75±3.81

  

N

85.00±13.54

92.25±4.16

  

F

73.00±14.94

95.00±3.54

  

S

85.00±8.50

99.25±1.21

Method 4

91.00±1.94

Z

93.00±6.75

97.00±2.58

  

O

94.00±6.99

99.25±1.21

  

N

94.00±5.16

95.00±2.64

  

F

77.00±9.49

98.00±2.30

  

S

97.00±4.83

99.50±1.05

Method 8

94.40±3.75

Z

99.00±3.16

98.25±2.06

  

O

95.00±7.07

99.50±1.58

  

N

96.00±5.16

97.00±1.58

  

F

88.00±10.33

98.50±1.75

  

S

94.00±6.99

99.75±0.79