Table 5 The accuracy and F1 score for each classification problem obtained through permutation and random feature assignment for each participant.

From: Trial by trial EEG based BCI for distress versus non distress classification in individuals with ASD

ID

Win versus lose

Lose versus rest-EEG

Win versus rest-EEG

Accuracy

F1 score

Accuracy

F1 Score

Accuracy

F1 score

1

57.44

0.11

74.33

0.18

83.77

0.32

2

68.23

0.00

71.38

0.30

81.42

0.06

3

64.19

0.01

85.52

0.78

83.16

0.33

4

68.03

0.00

84.37

0.90

70.45

0.78

5

64.00

0.00

79.79

0.89

72.01

0.82

6

65.37

0.02

64.53

0.28

74.66

0.00

7

66.42

0.00

77.13

0.87

64.19

0.76

8

60.39

0.00

62.82

0.74

56.50

0.19

9

66.26

0.00

77.42

0.87

64.59

0.75

10

65.26

0.00

86.83

0.92

84.85

0.89

11

67.04

0.03

80.31

0.89

67.16

0.78

12

62.90

0.00

81.38

0.58

84.49

0.41

13

65.79

0.00

80.62

0.67

95.04

0.78

14

62.58

0.02

92.80

0.69

97.95

0.78

15

63.67

0.02

80.31

0.56

95.35

0.81

16

70.61

0.00

74.67

0.38

94.44

0.73

17

69.02

0.00

65.50

0.17

80.36

0.00

18

73.76

0.00

77.31

0.50

86.66

0.11

19

64.94

0.01

82.78

0.73

89.07

0.69

20

78.79

0.00

75.98

0.43

90.26

0.03

21

68.89

0.00

69.31

0.25

81.30

0.03

Mean ± SD

66.36 ± 4.53

0.11 ± 0.02

77.39 ± 7.61

0.60 ± 0.26

80.84 ± 11.55

0.48 ± 0.34