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Table 4 Offline test result with randomly generated base for ELM

From: Towards the development of a wearable feedback system for monitoring the activities of the upper-extremities

 

Real-time recorded classification result (%)

Classification result with random base 1 (%)

Classification result with random base 2 (%)

Classification result with random base 3 (%)

Classification result with random base 4 (%)

Classification result with random base 5 (%)

Average (%)

STD (%)

Participant 1

95.5

95.5

95.6

95.1

95.5

95.5

95.5

0.2

Participant 2

92.2

93.8

90.0

91.2

91.9

91.3

91.7

1.3

Participant 3

90.2

91.7

88.1

91.2

91.1

90.2

90.4

1.3

Participant 4

87.5

87.3

82.8

85.7

82.2

83.1

84.8

2.4

Participant 5

92.7

92.2

91.0

92.0

91.1

90.9

91.6

0.8

Participant 6

95.9

93.1

93.6

94.1

95.5

93.1

94.2

1.2