Table 1.
Overall estimation results for each subject.
| Lasso | SVR | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RMSE(°) | NRMSE | R 2 | RMSE(°) | NRMSE | R 2 | |||||||
| Subjects | S | S | S | S | S | S | ||||||
| Subject 1 | 6.31 | 5.33 | 0.051 | 0.044 | 0.93 | 0.95 | 5.22 | 5.82 | 0.043 | 0.047 | 0.95 | 0.94 |
| Subject 2 | 6.67 | 6.83 | 0.059 | 0.060 | 0.89 | 0.89 | 6.25 | 5.61 | 0.057 | 0.052 | 0.90 | 0.91 |
| Subject 3 | 7.26 | 6.02 | 0.064 | 0.054 | 0.87 | 0.91 | 7.18 | 7.40 | 0.063 | 0.064 | 0.88 | 0.88 |
| Subject 4 | 8.82 | 7.99 | 0.068 | 0.061 | 0.83 | 0.86 | 8.44 | 9.32 | 0.064 | 0.071 | 0.85 | 0.82 |
| Subject 5 | 6.05 | 6.15 | 0.037 | 0.037 | 0.96 | 0.97 | 6.94 | 6.39 | 0.047 | 0.039 | 0.93 | 0.96 |
| Subject 6 | 10.30 | 9.13 | 0.066 | 0.055 | 0.90 | 0.94 | 9.71 | 8.80 | 0.060 | 0.053 | 0.93 | 0.95 |
| Subject 7 | 7.80 | 7.07 | 0.056 | 0.051 | 0.92 | 0.93 | 7.30 | 8.02 | 0.051 | 0.059 | 0.93 | 0.90 |
| Subject 8 | 9.58 | 8.70 | 0.077 | 0.068 | 0.80 | 0.85 | 9.42 | 8.27 | 0.075 | 0.065 | 0.81 | 0.86 |
| Subject 9 | 7.20 | 6.72 | 0.055 | 0.049 | 0.92 | 0.94 | 7.09 | 7.36 | 0.054 | 0.053 | 0.92 | 0.93 |
| Subject 10 | 7.41 | 6.68 | 0.057 | 0.051 | 0.94 | 0.95 | 6.89 | 6.76 | 0.054 | 0.053 | 0.94 | 0.94 |
| Subject 11 | 7.01 | 7.47 | 0.052 | 0.053 | 0.92 | 0.92 | 6.54 | 8.72 | 0.049 | 0.060 | 0.93 | 0.89 |
| Subject 12 | 11.31 | 13.35 | 0.054 | 0.049 | 0.94 | 0.95 | 8.28 | 10.65 | 0.042 | 0.048 | 0.96 | 0.95 |
| AVE | 7.98 | 7.62 | 0.058 | 0.053 | 0.90 | 0.92 | 7.44 | 7.76 | 0.055 | 0.055 | 0.91 | 0.91 |
| STD | 1.66 | 2.11 | 0.010 | 0.008 | 0.05 | 0.04 | 1.30 | 1.50 | 0.010 | 0.009 | 0.04 | 0.04 |