Table 6.
The average training set correct rate of set (CRS) and correct rate of phase (CRP) of the gait phase recognition model through 5-fold cross-validation for different numbers of hidden units.
| Number of Hidden Units | 100 | 500 | 1000 | 1500 | 2000 |
|---|---|---|---|---|---|
| CRS | 88.85% | 93.35% | 95.22% | 95.51% | 95.89% |
| init-LSw CRP | 88.75% | 91.68% | 93.22% | 92.66% | 93.12% |
| mid-LSw CRP | 91.88% | 94.32% | 95.55% | 95.22% | 94.95% |
| term-LSw CRP | 86.17% | 86.22% | 87.98% | 87.68% | 86.90% |
| DSt1 CRP | 88.86% | 91.89% | 92.12% | 94.05% | 93.86% |
| init-RSw CRP | 87.68% | 91.08% | 90.87% | 90.76% | 91.58% |
| mid-RSw CRP | 87.26% | 88.64% | 90.21% | 89.90% | 90.71% |
| term-RSw CRP | 83.12% | 86.23% | 87.25% | 87.78% | 87.50% |
| DSt2 CRP | 88.50% | 91.52% | 94.05% | 92.02% | 92.05% |
| Average CRP | 87.78% | 90.20% | 91.41% | 91.25% | 91.33% |