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Table 1 Stance vs. swing classification accuracy provided by inter and intra-subject approach

From: Intra-subject approach for gait-event prediction by neural network interpretation of EMG signals

Subject

Classification accuracy (%)

Inter-subject

Intra-subject

Train

Test

Train

Test

1

96.9

97.7

97.5

97.5

2

96.0

94.4

97.9

96.8

3

95.6

94.8

96.5

95.7

4

96.9

88.9

95.1

94.3

5

97.2

93.9

97.8

97.8

6

96.8

94.9

97.4

97.0

7

96.8

95.5

98.1

97.6

8

97.0

94.7

97.9

97.3

9

96.8

94.0

97.1

95.9

10

96.1

92.7

94.8

97.0

11

96.8

92.2

93.0

93.1

12

97.3

92.6

97.5

96.4

13

97.1

94.3

96.2

96.9

14

96.8

94.7

96.5

96.6

15

96.7

94.9

97.2

97.0

16

96.9

96.5

97.9

97.5

17

97.2

93.8

98.2

98.1

18

96.7

98.0

97.5

97.5

19

96.7

97.8

97.9

96.8

20

96.7

97.8

96.5

95.7

21

97.4

91.3

97.1

90.3

22

97.9

94.3

97.3

91.9

23

97.1

98.0

90.8

95.2

Mean ± SD

96.8 ± 0.5

94.7 ± 2.3

96.7 ± 1.8

96.1 ± 1.9