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Table 1 Classification accuracies of the FBCSP-SVM classifiers per participant and classification (‘Guided Breathing’ vs ‘Stressor’, ‘Baseline’ vs ‘Stressor’, ‘Unguided Breathing’ vs ‘Guided Breathing’, and ‘Guided Breathing’ vs ‘Stressor’)

From: Evaluating deep learning EEG-based mental stress classification in adolescents with autism for breathing entrainment BCI

Participant

Guided vs Stressor (%)

Baseline vs Stressor (%)

Unguided vs Guided (%)

Unguided vs Stressor (%)

L2

98.75

97.92

100.00

96.30

L3

80.00

95.83

75.00

80.56

L4

68.75

91.67

70.00

75.93

L5

81.25

91.67

87.50

77.78

L6

67.50

81.25

57.50

71.30

L7

87.50

81.25

97.50

90.74

L8

90.00

93.75

86.25

70.37

T1

90.00

93.75

76.25

71.30

T2

83.75

89.58

91.25

83.33

T4

72.50

79.17

73.75

69.44

T5

65.00

70.83

71.25

74.04

Average

80.45

87.88

80.57

78.28