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Table 7 Comparison accuracy of the classifiers (LDA, SVM and ANN) of patients with tetraplegia (SCI1-SCI5) with chosen task combinations for hybrid BCI

From: Hybrid brain–computer interface for biomedical cyber-physical system application using wireless embedded EEG systems

Tasks combination

Mean of accuracy from five patient with tetraplegia

LDA (%)

SVM (%)

ANN (%)

Baseline and eyes closed

80

91

93

Arithmetic, rotation and letter

60

70

69

Arithmetic, rotation and count

61

71

72

Arithmetic, letter and count

61

70

72

Rotation, letter and count

60

66

67

SSVEP: 6, 13 and 16 Hz

60

72

71

Average for all tasks

63.7

73.2

74

  1. Average accuracy for all tasks of proposed method ANN =74%