Table 7.
The average testing set CRS and 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 | 89.35% | 94.22% | 94.45% | 94.52% | 95.88% |
| init-LSw CRP | 89.05% | 87.23% | 89.34% | 90.86% | 92.12% |
| mid-LSw CRP | 88.23% | 88.05% | 89.18% | 88.31% | 87.36% |
| term-LSw CRP | 89.92% | 87.29% | 89.04% | 90.05% | 92.08% |
| DSt1 CRP | 84.16% | 85.56% | 86.55% | 87.22% | 88.15% |
| init-RSw CRP | 87.50% | 86.59% | 87.97% | 85.98% | 85.03% |
| mid-RSw CRP | 89.68% | 87.93% | 87.25% | 87.24% | 88.92% |
| term-RSw CRP | 84.23% | 81.85% | 83.16% | 82.75% | 80.21% |
| DSt2 CRP | 85.92% | 84.17% | 85.25% | 86.36% | 86.33% |
| Average CRP | 87.46% | 86.08% | 87.22% | 87.47% | 87.53% |