Table 2.
Results of all four methods after 2000 training stimulations.
| Method | Intrasubject MLP | Intrasubject RF |
|---|---|---|
| MAE Mean (%) | 0.10 | 0.03 |
| MAE Std (%) | 0.02 | 0.01 |
| Total Runtime (s) | 4864 | 2166 |
| Test Set Runtime Mean (s) | 0.0014 | 0.0446 |
| Test Set Runtime Std (s) | 0.0006 | 0.0418 |
| Method | Cross-Subject MLP | Cross-Subject RF |
|---|---|---|
| MAE Mean (%) | 0.22 | 0.20 |
| MAE Std (%) | 0.04 | 0.04 |
| Total Runtime (s) | 5855 | 2910 |
| Test Set Runtime Mean (s) | 0.0054 | 0.0969 |
| Test Set Runtime Std (s) | 0.0030 | 0.1008 |
Mean and standard deviation are adimensional. Total runtime represents total experiment runtime per method.