TABLE 3. Hyperparameter Settings of Machine Learning Models.
Models | Parameters | Motor indicators | |||
---|---|---|---|---|---|
All (25) | Pretest - posttest (7) | Posttest - pretest (7) | Clustering (6) | ||
MLP | Learning efficiency | 0.5 | 0.5 | 0.5 | 0.5 |
MSE | 0.007 | 0.02 | 0.012 | 0.03 | |
Learning times | 80,000 | 80,000 | 80,000 | 80,000 | |
RBFN | Learning efficiency | 0.5 | 0.5 | 0.5 | 0.5 |
MSE | 0.07 | 0.08 | 0.06 | 0.04 | |
Learning times | 80,000 | 80,000 | 80,000 | 80,000 | |
RBFN | cost | 512 | 32 | 2 | 32 |
gamma | 0.08 | 0.5 | 0.5 | 0.008 |