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Table 4 Average prediction accuracy (%) after conducting 25 tests each for 15 participants with 5 sessions using CSP and LDA (train 20%, test 80%)

From: Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions

Count

Participant no.

Pre-resting/LKM self

Pre-resting/LKM others

Pre-resting/post-resting

LKM self/LKM others

Post-resting/LKM self

Post-resting/LKM other

1

1

79.7 ± 3.8

86.6 ± 2.7

90.7 ± 4.8

68.9 ± 4.3

82.2 ± 5.8

82.4 ± 2.8

2

3

91.2 ± 4.5

90.0 ± 4.0

92.7 ± 4.3

66.9 ± 4.2

79.4 ± 5.7

72.7 ± 6.8

3

7

82.0 ± 2.4

78.9 ± 3.1

68.2 ± 4.2

78.8 ± 2.5

66.7 ± 1.1

72.7 ± 2.3

4

8

86.2 ± 1.2

86.5 ± 1.6

90.8 ± 1.3

79.6 ± 5.3

84.6 ± 3.0

75.8 ± 3.4

5

11

80.8 ± 5.8

78.9 ± 5.2

86.6 ± 3.3

78.9 ± 1.4

79.3 ± 3.5

83.9 ± 1.3

6

12

80.2 ± 1.3

85.4 ± 3.9

81.1 ± 2.6

86.0 ± 2.9

81.5 ± 6.2

84.2 ± 2.5

7

14

78.9 ± 3.4

80.0 ± 2.0

88.4 ± 6.1

64.8 ± 4.0

72.2 ± 4.2

73.9 ± 6.6

8

37

68.5 ± 4.4

79.7 ± 1.6

75.9 ± 3.2

67.8 ± 3.7

76.5 ± 2.1

69.6 ± 6.4

9

38

78.1 ± 4.8

90.3 ± 3.6

91.0 ± 3.5

77.5 ± 2.9

80.8 ± 4.7

84.2 ± 4.8

10

39

90.6 ± 3.0

91.0 ± 2.7

81.8 ± 6.5

84.5 ± 6.6

75.6 ± 3.1

75.7 ± 3.9

11

41

89.7 ± 3.1

82.4 ± 7.3

89.5 ± 3.4

84.8 ± 2.9

84.8 ± 5.5

80.7 ± 4.8

12

42

79.7 ± 3.3

80.7 ± 4.0

85.2 ± 3.1

65.3 ± 3.2

75.7 ± 5.1

69.5 ± 2.4

13

43

83.2 ± 6.0

85.3 ± 5.9

79.7 ± 3.5

76.9 ± 4.9

68.9 ± 5.2

71.0 ± 4.7

14

44

83.2 ± 5.1

75.4 ± 6.9

86.7 ± 4.2

76.3 ± 4.1

74.7 ± 5.7

83.2 ± 3.4

15

45

78.6 ± 3.2

89.3 ± 1.4

90.0 ± 2.9

71.0 ± 5.1

80.9 ± 5.0

72.8 ± 5.9

Mean accuracy

82.0

84.0

85.2

75.2

77.6

76.8