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Table 4 Overall classification accuracy obtained for subject 4

From: An efficient scheme for mental task classification utilizing reflection coefficients obtained from autocorrelation function of EEG signal

Task

PAR4(Li)

PAR4(Qu)

PAR4(Po)

PAR5(Li)

PAR5(Qu)

PAR5(Po)

PAR6(Li)

PAR6(Qu)

PAR6(Po)

Proposed

[5]

[5]

[5]

[5]

[5]

[5]

[6]

[6]

[6]

 

MC

92.11

76.05

83.95

93.68

86.32

90.53

98.42

93.95

97.63

99.21

MB

87.89

80.53

86.84

92.11

81.58

90.53

95.00

91.05

94.74

97.63

ML

89.47

77.11

86.05

89.47

84.47

88.42

93.42

90.26

92.89

95.26

MR

89.21

74.21

84.21

90.53

79.21

88.95

95.00

88.95

93.95

92.63

CB

78.42

68.68

81.58

78.95

76.05

82.37

84.47

80.26

86.58

91.84

CL

79.47

74.47

78.16

81.84

80.00

81.58

85.26

83.95

87.63

87.63

CR

86.32

83.68

88.68

87.89

85.26

92.89

93.42

90.53

96.32

95.53

BL

68.95

62.37

68.16

70.53

71.05

77.63

73.95

75.53

83.95

79.47

BR

93.16

87.63

94.47

93.68

87.37

95.26

95.00

91.58

97.11

96.84

LR

93.68

88.95

94.47

93.68

91.05

96.05

93.42

91.05

97.37

91.05

Avg

85.87

77.37

84.66

87.24

82.24

88.42

90.74

87.71

92.82

92.71

Std. dev

7.92

8.23

7.75

7.76

5.90

6.09

7.35

5.87

4.99

5.80