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Table 3 Classification results with 19 classes

From: Surface EMG pattern recognition for real-time control of a wrist exoskeleton

Volunteers

C

γ

Cross Validation Accuracy (%)

Testing Accuracy (%)

Volunteer # 1

45

1

94.05

90.8621

Volunteer # 2

60

0.8

94.07

92

Volunteer # 3

85

1

90.24

85.67

Volunteer # 4

90

0.9

91.94

86.5

Volunteer # 5

75

1

88.77

86

Volunteer # 6

85

1

88.11

84

Volunteer # 7

75

1

90.58

87

Volunteer # 8

90

0.7

94.26

93.57

Mean

91.5025

88.20026

Standard Deviation

2.458151

3.455318