Research Article
GBDT-Based Fall Detection with Comprehensive Data from Posture Sensor and Human Skeleton Extraction
Table 6
Detection results of each algorithm with Acceleration DataSet.
| Acceleration DataSet | Model | I0.5-score | I1-score | I2-score | Accuracy (%) |
| SVM-FD | 0.707 | 0.600 | 0.516 | 85.8 | NB-FD | 0.619 | 0.557 | 0.506 | 83.1 | DT-FD | 0.659 | 0.613 | 0.602 | 83.8 | KNN-FD | 0.707 | 0.656 | 0.613 | 86.3 | NN-FD | 0.685 | 0.670 | 0.655 | 85.8 | RF-FD | 0.741 | 0.656 | 0.588 | 87.1 | GBDT-FD | 0.777 | 0.737 | 0.696 | 89.2 |
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