TABLE 4. Classification Results of Neural Network and All Motor Indicators.
| Number of neurons | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| 2 | 3 | 4 | |||||||
| Models | Training Accuracy | Test Accuracy | Overall Accuracy | Training Accuracy | Test Accuracy | Overall Accuracy | Training Accuracy | Test Accuracy | Overall Accuracy |
| Training MAPE | Test MAPE | Overall MAPE | Training MAPE | Test MAPE | Overall MAPE | Training MAPE | Test MAPE | Overall MAPE | |
| MLP | 89.38% | 72.5% | 86% | 86.25% | 67.5% | 82.5% | 86.25% | 67.5% | 82.5% |
| 10.33% | 20.31% | 12.33% | 11.34% | 22.07% | 13.49% | 11.07% | 22.71% | 13.4% | |
| RBFN | 81.25% | 60% | 77% | 87.5% | 63% | 82.6% | 84.38% | 63% | 80.1% |
| 13.86% | 29.24% | 16.94% | 11.06% | 30.67% | 14.98% | 12.68% | 30.73% | 16.29% | |