Research Article
Machine-Learning-Based Human Fall Detection Using Contact- and Noncontact-Based Sensors
Table 3
Summary of results of ML methods implemented.
| | Architecture used | Accuracy (%) | Precision (%) | Sensitivity (%) | Specificity (%) | F1-Score (%) |
| | SVM method | 94.00 | 93.54 | 93.00 | 94.00 | 93.26 | | RF method | 96.875 | 96.77 | 96.77 | 96.96 | 96.77 | | MLP method | 93.75 | 93.54 | 93.54 | 93.93 | 93.53 | | 1D CNN | 98.30 | 1 | 97.14 | 1 | 98.55 |
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