Table 2.
Seven Sensor Placements (Gait Temporal Features) | |||||
---|---|---|---|---|---|
Model Name | 5-Fold Cross-Validation | Testing Accuracy (%) | Average Precision | Average Recall | |
Mean Accuracy (%) | Standard Deviation | ||||
Random Forest | 58.95238 | 11.24712 | 76.08696 | 0.76 | 0.76 |
Multilayer Perceptron | 68.15385 | 11.58815 | 63.04348 | 0.68 | 0.63 |
Naïve Bayes | 68.98168 | 11.92694 | 71.73913 | 0.76 | 0.72 |
Adaboost | 55.98535 | 11.97776 | 65.21739 | 0.68 | 0.67 |
Decision Tree | 51.49451 | 14.74979 | 60.86957 | 0.61 | 0.61 |