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 |